diff --git a/01.train_ODC.ipynb b/01.train_ODC.ipynb
index c0a7a62..f792b33 100644
--- a/01.train_ODC.ipynb
+++ b/01.train_ODC.ipynb
@@ -528,11 +528,11 @@
       "application/vnd.holoviews_exec.v0+json": "",
       "text/html": [
        "<div id='p1002'>\n",
-       "  <div id=\"ff887e5b-792a-44e9-9f36-f1706518c9dc\" data-root-id=\"p1002\" style=\"display: contents;\"></div>\n",
+       "  <div id=\"dca00ef8-ea4e-483e-86a2-fee6d233e798\" data-root-id=\"p1002\" style=\"display: contents;\"></div>\n",
        "</div>\n",
        "<script type=\"application/javascript\">(function(root) {\n",
-       "  var docs_json = {\"49e43c55-f8a4-404b-b4cf-1ff8ec11aa19\":{\"version\":\"3.4.1\",\"title\":\"Bokeh Application\",\"roots\":[{\"type\":\"object\",\"name\":\"panel.models.browser.BrowserInfo\",\"id\":\"p1002\"},{\"type\":\"object\",\"name\":\"panel.models.comm_manager.CommManager\",\"id\":\"p1003\",\"attributes\":{\"plot_id\":\"p1002\",\"comm_id\":\"3b4336823a8c4ce58bf158a6ea91015a\",\"client_comm_id\":\"50fbf27ffe7346f08e3884a05acc9d09\"}}],\"defs\":[{\"type\":\"model\",\"name\":\"ReactiveHTML1\"},{\"type\":\"model\",\"name\":\"FlexBox1\",\"properties\":[{\"name\":\"align_content\",\"kind\":\"Any\",\"default\":\"flex-start\"},{\"name\":\"align_items\",\"kind\":\"Any\",\"default\":\"flex-start\"},{\"name\":\"flex_direction\",\"kind\":\"Any\",\"default\":\"row\"},{\"name\":\"flex_wrap\",\"kind\":\"Any\",\"default\":\"wrap\"},{\"name\":\"gap\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"justify_content\",\"kind\":\"Any\",\"default\":\"flex-start\"}]},{\"type\":\"model\",\"name\":\"FloatPanel1\",\"properties\":[{\"name\":\"config\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"contained\",\"kind\":\"Any\",\"default\":true},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"right-top\"},{\"name\":\"offsetx\",\"kind\":\"Any\",\"default\":null},{\"name\":\"offsety\",\"kind\":\"Any\",\"default\":null},{\"name\":\"theme\",\"kind\":\"Any\",\"default\":\"primary\"},{\"name\":\"status\",\"kind\":\"Any\",\"default\":\"normalized\"}]},{\"type\":\"model\",\"name\":\"GridStack1\",\"properties\":[{\"name\":\"mode\",\"kind\":\"Any\",\"default\":\"warn\"},{\"name\":\"ncols\",\"kind\":\"Any\",\"default\":null},{\"name\":\"nrows\",\"kind\":\"Any\",\"default\":null},{\"name\":\"allow_resize\",\"kind\":\"Any\",\"default\":true},{\"name\":\"allow_drag\",\"kind\":\"Any\",\"default\":true},{\"name\":\"state\",\"kind\":\"Any\",\"default\":[]}]},{\"type\":\"model\",\"name\":\"drag1\",\"properties\":[{\"name\":\"slider_width\",\"kind\":\"Any\",\"default\":5},{\"name\":\"slider_color\",\"kind\":\"Any\",\"default\":\"black\"},{\"name\":\"value\",\"kind\":\"Any\",\"default\":50}]},{\"type\":\"model\",\"name\":\"click1\",\"properties\":[{\"name\":\"terminal_output\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"debug_name\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"clears\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"FastWrapper1\",\"properties\":[{\"name\":\"object\",\"kind\":\"Any\",\"default\":null},{\"name\":\"style\",\"kind\":\"Any\",\"default\":null}]},{\"type\":\"model\",\"name\":\"NotificationAreaBase1\",\"properties\":[{\"name\":\"js_events\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"bottom-right\"},{\"name\":\"_clear\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"NotificationArea1\",\"properties\":[{\"name\":\"js_events\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"notifications\",\"kind\":\"Any\",\"default\":[]},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"bottom-right\"},{\"name\":\"_clear\",\"kind\":\"Any\",\"default\":0},{\"name\":\"types\",\"kind\":\"Any\",\"default\":[{\"type\":\"map\",\"entries\":[[\"type\",\"warning\"],[\"background\",\"#ffc107\"],[\"icon\",{\"type\":\"map\",\"entries\":[[\"className\",\"fas fa-exclamation-triangle\"],[\"tagName\",\"i\"],[\"color\",\"white\"]]}]]},{\"type\":\"map\",\"entries\":[[\"type\",\"info\"],[\"background\",\"#007bff\"],[\"icon\",{\"type\":\"map\",\"entries\":[[\"className\",\"fas fa-info-circle\"],[\"tagName\",\"i\"],[\"color\",\"white\"]]}]]}]}]},{\"type\":\"model\",\"name\":\"Notification\",\"properties\":[{\"name\":\"background\",\"kind\":\"Any\",\"default\":null},{\"name\":\"duration\",\"kind\":\"Any\",\"default\":3000},{\"name\":\"icon\",\"kind\":\"Any\",\"default\":null},{\"name\":\"message\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"notification_type\",\"kind\":\"Any\",\"default\":null},{\"name\":\"_destroyed\",\"kind\":\"Any\",\"default\":false}]},{\"type\":\"model\",\"name\":\"TemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"BootstrapTemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"TemplateEditor1\",\"properties\":[{\"name\":\"layout\",\"kind\":\"Any\",\"default\":[]}]},{\"type\":\"model\",\"name\":\"MaterialTemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"copy_to_clipboard1\",\"properties\":[{\"name\":\"fill\",\"kind\":\"Any\",\"default\":\"none\"},{\"name\":\"value\",\"kind\":\"Any\",\"default\":null}]}]}};\n",
-       "  var render_items = [{\"docid\":\"49e43c55-f8a4-404b-b4cf-1ff8ec11aa19\",\"roots\":{\"p1002\":\"ff887e5b-792a-44e9-9f36-f1706518c9dc\"},\"root_ids\":[\"p1002\"]}];\n",
+       "  var docs_json = {\"deeb972c-74fa-49b8-a43b-bf15cf2b2e78\":{\"version\":\"3.4.1\",\"title\":\"Bokeh Application\",\"roots\":[{\"type\":\"object\",\"name\":\"panel.models.browser.BrowserInfo\",\"id\":\"p1002\"},{\"type\":\"object\",\"name\":\"panel.models.comm_manager.CommManager\",\"id\":\"p1003\",\"attributes\":{\"plot_id\":\"p1002\",\"comm_id\":\"9d84d9ffd0644d1a8c1fc718fdba14da\",\"client_comm_id\":\"c6bc6e79fc564b7bae3384b4bbfd3e7c\"}}],\"defs\":[{\"type\":\"model\",\"name\":\"ReactiveHTML1\"},{\"type\":\"model\",\"name\":\"FlexBox1\",\"properties\":[{\"name\":\"align_content\",\"kind\":\"Any\",\"default\":\"flex-start\"},{\"name\":\"align_items\",\"kind\":\"Any\",\"default\":\"flex-start\"},{\"name\":\"flex_direction\",\"kind\":\"Any\",\"default\":\"row\"},{\"name\":\"flex_wrap\",\"kind\":\"Any\",\"default\":\"wrap\"},{\"name\":\"gap\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"justify_content\",\"kind\":\"Any\",\"default\":\"flex-start\"}]},{\"type\":\"model\",\"name\":\"FloatPanel1\",\"properties\":[{\"name\":\"config\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"contained\",\"kind\":\"Any\",\"default\":true},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"right-top\"},{\"name\":\"offsetx\",\"kind\":\"Any\",\"default\":null},{\"name\":\"offsety\",\"kind\":\"Any\",\"default\":null},{\"name\":\"theme\",\"kind\":\"Any\",\"default\":\"primary\"},{\"name\":\"status\",\"kind\":\"Any\",\"default\":\"normalized\"}]},{\"type\":\"model\",\"name\":\"GridStack1\",\"properties\":[{\"name\":\"mode\",\"kind\":\"Any\",\"default\":\"warn\"},{\"name\":\"ncols\",\"kind\":\"Any\",\"default\":null},{\"name\":\"nrows\",\"kind\":\"Any\",\"default\":null},{\"name\":\"allow_resize\",\"kind\":\"Any\",\"default\":true},{\"name\":\"allow_drag\",\"kind\":\"Any\",\"default\":true},{\"name\":\"state\",\"kind\":\"Any\",\"default\":[]}]},{\"type\":\"model\",\"name\":\"drag1\",\"properties\":[{\"name\":\"slider_width\",\"kind\":\"Any\",\"default\":5},{\"name\":\"slider_color\",\"kind\":\"Any\",\"default\":\"black\"},{\"name\":\"value\",\"kind\":\"Any\",\"default\":50}]},{\"type\":\"model\",\"name\":\"click1\",\"properties\":[{\"name\":\"terminal_output\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"debug_name\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"clears\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"FastWrapper1\",\"properties\":[{\"name\":\"object\",\"kind\":\"Any\",\"default\":null},{\"name\":\"style\",\"kind\":\"Any\",\"default\":null}]},{\"type\":\"model\",\"name\":\"NotificationAreaBase1\",\"properties\":[{\"name\":\"js_events\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"bottom-right\"},{\"name\":\"_clear\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"NotificationArea1\",\"properties\":[{\"name\":\"js_events\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"notifications\",\"kind\":\"Any\",\"default\":[]},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"bottom-right\"},{\"name\":\"_clear\",\"kind\":\"Any\",\"default\":0},{\"name\":\"types\",\"kind\":\"Any\",\"default\":[{\"type\":\"map\",\"entries\":[[\"type\",\"warning\"],[\"background\",\"#ffc107\"],[\"icon\",{\"type\":\"map\",\"entries\":[[\"className\",\"fas fa-exclamation-triangle\"],[\"tagName\",\"i\"],[\"color\",\"white\"]]}]]},{\"type\":\"map\",\"entries\":[[\"type\",\"info\"],[\"background\",\"#007bff\"],[\"icon\",{\"type\":\"map\",\"entries\":[[\"className\",\"fas fa-info-circle\"],[\"tagName\",\"i\"],[\"color\",\"white\"]]}]]}]}]},{\"type\":\"model\",\"name\":\"Notification\",\"properties\":[{\"name\":\"background\",\"kind\":\"Any\",\"default\":null},{\"name\":\"duration\",\"kind\":\"Any\",\"default\":3000},{\"name\":\"icon\",\"kind\":\"Any\",\"default\":null},{\"name\":\"message\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"notification_type\",\"kind\":\"Any\",\"default\":null},{\"name\":\"_destroyed\",\"kind\":\"Any\",\"default\":false}]},{\"type\":\"model\",\"name\":\"TemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"BootstrapTemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"TemplateEditor1\",\"properties\":[{\"name\":\"layout\",\"kind\":\"Any\",\"default\":[]}]},{\"type\":\"model\",\"name\":\"MaterialTemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"copy_to_clipboard1\",\"properties\":[{\"name\":\"fill\",\"kind\":\"Any\",\"default\":\"none\"},{\"name\":\"value\",\"kind\":\"Any\",\"default\":null}]}]}};\n",
+       "  var render_items = [{\"docid\":\"deeb972c-74fa-49b8-a43b-bf15cf2b2e78\",\"roots\":{\"p1002\":\"dca00ef8-ea4e-483e-86a2-fee6d233e798\"},\"root_ids\":[\"p1002\"]}];\n",
        "  var docs = Object.values(docs_json)\n",
        "  if (!docs) {\n",
        "    return\n",
@@ -1640,7 +1640,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "CPU times: user 13.5 s, sys: 4.37 s, total: 17.9 s\n",
+      "CPU times: user 13.6 s, sys: 4.17 s, total: 17.8 s\n",
       "Wall time: 11.4 s\n"
      ]
     }
@@ -1669,9 +1669,9 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "An existing cluster was found. Connecting to: easihub.bea9a9a216ed4dbea3f137c1b365e084\n",
-      "CPU times: user 756 ms, sys: 23.4 ms, total: 780 ms\n",
-      "Wall time: 1 s\n"
+      "Starting new cluster.\n",
+      "CPU times: user 780 ms, sys: 20.3 ms, total: 800 ms\n",
+      "Wall time: 9.81 s\n"
      ]
     },
     {
@@ -1681,7 +1681,7 @@
        "    <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-4db3cb22-8f55-11ef-858f-f2e7cd0eb849</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-2507960c-8f93-11ef-805e-6a47bed800cf</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "\n",
        "        <tr>\n",
@@ -1694,7 +1694,7 @@
        "        \n",
        "            <tr>\n",
        "                <td style=\"text-align: left;\">\n",
-       "                    <strong>Dashboard: </strong> <a href=\"https://hub.asia.easi-eo.solutions/services/dask-gateway/clusters/easihub.bea9a9a216ed4dbea3f137c1b365e084/status\" target=\"_blank\">https://hub.asia.easi-eo.solutions/services/dask-gateway/clusters/easihub.bea9a9a216ed4dbea3f137c1b365e084/status</a>\n",
+       "                    <strong>Dashboard: </strong> <a href=\"https://hub.asia.easi-eo.solutions/services/dask-gateway/clusters/easihub.cd1a3ae503ab4040b78235976ce813ba/status\" target=\"_blank\">https://hub.asia.easi-eo.solutions/services/dask-gateway/clusters/easihub.cd1a3ae503ab4040b78235976ce813ba/status</a>\n",
        "                </td>\n",
        "                <td style=\"text-align: left;\"></td>\n",
        "            </tr>\n",
@@ -1703,7 +1703,7 @@
        "        </table>\n",
        "\n",
        "        \n",
-       "            <button style=\"margin-bottom: 12px;\" data-commandlinker-command=\"dask:populate-and-launch-layout\" data-commandlinker-args='{\"url\": \"https://hub.asia.easi-eo.solutions/services/dask-gateway/clusters/easihub.bea9a9a216ed4dbea3f137c1b365e084/status\" }'>\n",
+       "            <button style=\"margin-bottom: 12px;\" data-commandlinker-command=\"dask:populate-and-launch-layout\" data-commandlinker-args='{\"url\": \"https://hub.asia.easi-eo.solutions/services/dask-gateway/clusters/easihub.cd1a3ae503ab4040b78235976ce813ba/status\" }'>\n",
        "                Launch dashboard in JupyterLab\n",
        "            </button>\n",
        "        \n",
@@ -1714,8 +1714,8 @@
        "            <div style='background-color: #f2f2f2; display: inline-block; padding: 10px; border: 1px solid #999999;'>\n",
        "  <h3>GatewayCluster</h3>\n",
        "  <ul>\n",
-       "    <li><b>Name: </b>easihub.bea9a9a216ed4dbea3f137c1b365e084\n",
-       "    <li><b>Dashboard: </b><a href='https://hub.asia.easi-eo.solutions/services/dask-gateway/clusters/easihub.bea9a9a216ed4dbea3f137c1b365e084/status' target='_blank'>https://hub.asia.easi-eo.solutions/services/dask-gateway/clusters/easihub.bea9a9a216ed4dbea3f137c1b365e084/status</a>\n",
+       "    <li><b>Name: </b>easihub.cd1a3ae503ab4040b78235976ce813ba\n",
+       "    <li><b>Dashboard: </b><a href='https://hub.asia.easi-eo.solutions/services/dask-gateway/clusters/easihub.cd1a3ae503ab4040b78235976ce813ba/status' target='_blank'>https://hub.asia.easi-eo.solutions/services/dask-gateway/clusters/easihub.cd1a3ae503ab4040b78235976ce813ba/status</a>\n",
        "  </ul>\n",
        "</div>\n",
        "\n",
@@ -1726,12 +1726,46 @@
        "</div>"
       ],
       "text/plain": [
-       "<Client: 'tls://10.0.56.237:8786' processes=1 threads=8, memory=28.00 GiB>"
+       "<Client: 'tls://10.0.32.140:8786' processes=0 threads=0, memory=0 B>"
       ]
      },
      "execution_count": 2,
      "metadata": {},
      "output_type": "execute_result"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Exception in callback None()\n",
+      "handle: <Handle cancelled>\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/env/lib/python3.10/site-packages/tornado/iostream.py\", line 1367, in _do_ssl_handshake\n",
+      "    self.socket.do_handshake()\n",
+      "  File \"/usr/lib/python3.10/ssl.py\", line 1371, in do_handshake\n",
+      "    self._sslobj.do_handshake()\n",
+      "ssl.SSLCertVerificationError: [SSL: CERTIFICATE_VERIFY_FAILED] certificate verify failed: self-signed certificate (_ssl.c:1007)\n",
+      "\n",
+      "During handling of the above exception, another exception occurred:\n",
+      "\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/usr/lib/python3.10/asyncio/events.py\", line 80, in _run\n",
+      "    self._context.run(self._callback, *self._args)\n",
+      "  File \"/env/lib/python3.10/site-packages/tornado/platform/asyncio.py\", line 202, in _handle_events\n",
+      "    handler_func(fileobj, events)\n",
+      "  File \"/env/lib/python3.10/site-packages/tornado/iostream.py\", line 691, in _handle_events\n",
+      "    self._handle_read()\n",
+      "  File \"/env/lib/python3.10/site-packages/tornado/iostream.py\", line 1427, in _handle_read\n",
+      "    self._do_ssl_handshake()\n",
+      "  File \"/env/lib/python3.10/site-packages/tornado/iostream.py\", line 1385, in _do_ssl_handshake\n",
+      "    return self.close(exc_info=err)\n",
+      "  File \"/env/lib/python3.10/site-packages/tornado/iostream.py\", line 606, in close\n",
+      "    self._signal_closed()\n",
+      "  File \"/env/lib/python3.10/site-packages/tornado/iostream.py\", line 636, in _signal_closed\n",
+      "    self._ssl_connect_future.exception()\n",
+      "asyncio.exceptions.CancelledError\n",
+      "2024-10-21 10:52:18,781 - distributed.client - ERROR - Failed to reconnect to scheduler after 30.00 seconds, closing client\n"
+     ]
     }
    ],
    "source": [
@@ -1784,7 +1818,7 @@
     {
      "data": {
       "text/html": [
-       "<h4>Dataset size: 210.07 GB</h4>"
+       "<h4>Dataset size: 111.21 GB</h4>"
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -2159,7 +2193,7 @@
        "  stroke: currentColor;\n",
        "  fill: currentColor;\n",
        "}\n",
-       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt; Size: 226GB\n",
+       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt; Size: 119GB\n",
        "Dimensions:      (time: 151, y: 8874, x: 9902)\n",
        "Coordinates:\n",
        "  * time         (time) datetime64[ns] 1kB 2022-09-02T03:35:23.960000 ... 202...\n",
@@ -2167,14 +2201,12 @@
        "  * x            (x) float64 79kB 5.548e+05 5.548e+05 ... 6.538e+05 6.538e+05\n",
        "    spatial_ref  int32 4B 32648\n",
        "Data variables:\n",
-       "    blue         (time, y, x) float32 53GB dask.array&lt;chunksize=(1, 2048, 2048), meta=np.ndarray&gt;\n",
-       "    green        (time, y, x) float32 53GB dask.array&lt;chunksize=(1, 2048, 2048), meta=np.ndarray&gt;\n",
        "    red          (time, y, x) float32 53GB dask.array&lt;chunksize=(1, 2048, 2048), meta=np.ndarray&gt;\n",
        "    nir          (time, y, x) float32 53GB dask.array&lt;chunksize=(1, 2048, 2048), meta=np.ndarray&gt;\n",
        "    scl          (time, y, x) uint8 13GB dask.array&lt;chunksize=(1, 2048, 2048), meta=np.ndarray&gt;\n",
        "Attributes:\n",
        "    crs:           EPSG:32648\n",
-       "    grid_mapping:  spatial_ref</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-bf9fba80-72aa-468c-a052-2ff65555a9bb' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-bf9fba80-72aa-468c-a052-2ff65555a9bb' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 151</li><li><span class='xr-has-index'>y</span>: 8874</li><li><span class='xr-has-index'>x</span>: 9902</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-25f6369b-a9e3-4465-b251-c299fb79ff89' class='xr-section-summary-in' type='checkbox'  checked><label for='section-25f6369b-a9e3-4465-b251-c299fb79ff89' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2022-09-02T03:35:23.960000 ... 2...</div><input id='attrs-63b40df8-7952-44ba-8329-5472567dab22' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-63b40df8-7952-44ba-8329-5472567dab22' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4662bbea-388e-442c-9a71-5a2a86918fb3' class='xr-var-data-in' type='checkbox'><label for='data-4662bbea-388e-442c-9a71-5a2a86918fb3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>seconds since 1970-01-01 00:00:00</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;2022-09-02T03:35:23.960000000&#x27;, &#x27;2022-09-04T03:25:18.037000000&#x27;,\n",
+       "    grid_mapping:  spatial_ref</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-1a11c4dd-42cd-4fed-9298-8c6abda778fe' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-1a11c4dd-42cd-4fed-9298-8c6abda778fe' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 151</li><li><span class='xr-has-index'>y</span>: 8874</li><li><span class='xr-has-index'>x</span>: 9902</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-cb7c3c72-8c07-4a44-994f-dc6ba3d502cc' class='xr-section-summary-in' type='checkbox'  checked><label for='section-cb7c3c72-8c07-4a44-994f-dc6ba3d502cc' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2022-09-02T03:35:23.960000 ... 2...</div><input id='attrs-1ecf9b7c-4b49-4d21-b2c5-dfa45eef7cbe' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1ecf9b7c-4b49-4d21-b2c5-dfa45eef7cbe' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a03a721c-224e-4a76-9dd3-128fa767ffcd' class='xr-var-data-in' type='checkbox'><label for='data-a03a721c-224e-4a76-9dd3-128fa767ffcd' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>seconds since 1970-01-01 00:00:00</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;2022-09-02T03:35:23.960000000&#x27;, &#x27;2022-09-04T03:25:18.037000000&#x27;,\n",
        "       &#x27;2022-09-07T03:35:13.646000000&#x27;, &#x27;2022-09-09T03:25:27.617000000&#x27;,\n",
        "       &#x27;2022-09-12T03:35:22.247000000&#x27;, &#x27;2022-09-14T03:25:18.529000000&#x27;,\n",
        "       &#x27;2022-09-17T03:35:13.648000000&#x27;, &#x27;2022-09-19T03:25:24.773000000&#x27;,\n",
@@ -2249,7 +2281,7 @@
        "       &#x27;2023-09-14T03:25:35.755000000&#x27;, &#x27;2023-09-17T03:35:15.269000000&#x27;,\n",
        "       &#x27;2023-09-19T03:25:24.089000000&#x27;, &#x27;2023-09-22T03:35:15.439000000&#x27;,\n",
        "       &#x27;2023-09-24T03:25:18.524000000&#x27;, &#x27;2023-09-27T03:35:14.112000000&#x27;,\n",
-       "       &#x27;2023-09-29T03:25:19.046000000&#x27;], dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>y</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.106e+06 1.106e+06 ... 1.017e+06</div><input id='attrs-3c0ec429-cb1f-4ffc-b097-51704854a473' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3c0ec429-cb1f-4ffc-b097-51704854a473' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1b4065b4-6dc5-4378-9966-ab28a7ad48d3' class='xr-var-data-in' type='checkbox'><label for='data-1b4065b4-6dc5-4378-9966-ab28a7ad48d3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>metre</dd><dt><span>resolution :</span></dt><dd>-10.0</dd><dt><span>crs :</span></dt><dd>EPSG:32648</dd></dl></div><div class='xr-var-data'><pre>array([1105735., 1105725., 1105715., ..., 1017025., 1017015., 1017005.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>5.548e+05 5.548e+05 ... 6.538e+05</div><input id='attrs-c704c059-eda0-4b27-92ab-73bac782b495' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c704c059-eda0-4b27-92ab-73bac782b495' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ab67d104-df20-4578-a7f6-1bc7014f33e1' class='xr-var-data-in' type='checkbox'><label for='data-ab67d104-df20-4578-a7f6-1bc7014f33e1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>metre</dd><dt><span>resolution :</span></dt><dd>10.0</dd><dt><span>crs :</span></dt><dd>EPSG:32648</dd></dl></div><div class='xr-var-data'><pre>array([554795., 554805., 554815., ..., 653785., 653795., 653805.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spatial_ref</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>32648</div><input id='attrs-6b4964c6-0689-431a-866a-787c768d30a5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6b4964c6-0689-431a-866a-787c768d30a5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-dd5fd75a-afb9-4199-9be4-62404c31d152' class='xr-var-data-in' type='checkbox'><label for='data-dd5fd75a-afb9-4199-9be4-62404c31d152' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>spatial_ref :</span></dt><dd>PROJCS[&quot;WGS 84 / UTM zone 48N&quot;,GEOGCS[&quot;WGS 84&quot;,DATUM[&quot;WGS_1984&quot;,SPHEROID[&quot;WGS 84&quot;,6378137,298.257223563,AUTHORITY[&quot;EPSG&quot;,&quot;7030&quot;]],AUTHORITY[&quot;EPSG&quot;,&quot;6326&quot;]],PRIMEM[&quot;Greenwich&quot;,0,AUTHORITY[&quot;EPSG&quot;,&quot;8901&quot;]],UNIT[&quot;degree&quot;,0.0174532925199433,AUTHORITY[&quot;EPSG&quot;,&quot;9122&quot;]],AUTHORITY[&quot;EPSG&quot;,&quot;4326&quot;]],PROJECTION[&quot;Transverse_Mercator&quot;],PARAMETER[&quot;latitude_of_origin&quot;,0],PARAMETER[&quot;central_meridian&quot;,105],PARAMETER[&quot;scale_factor&quot;,0.9996],PARAMETER[&quot;false_easting&quot;,500000],PARAMETER[&quot;false_northing&quot;,0],UNIT[&quot;metre&quot;,1,AUTHORITY[&quot;EPSG&quot;,&quot;9001&quot;]],AXIS[&quot;Easting&quot;,EAST],AXIS[&quot;Northing&quot;,NORTH],AUTHORITY[&quot;EPSG&quot;,&quot;32648&quot;]]</dd><dt><span>grid_mapping_name :</span></dt><dd>transverse_mercator</dd></dl></div><div class='xr-var-data'><pre>array(32648, dtype=int32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-ae4d11aa-3b37-49dc-a13d-91df842f5f77' class='xr-section-summary-in' type='checkbox'  checked><label for='section-ae4d11aa-3b37-49dc-a13d-91df842f5f77' class='xr-section-summary' >Data variables: <span>(5)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>blue</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 2048, 2048), meta=np.ndarray&gt;</div><input id='attrs-763ba6d1-e3ca-4560-b184-3a45fa6faaf6' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-763ba6d1-e3ca-4560-b184-3a45fa6faaf6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3cd2b18a-4c90-4f62-be05-065bc4c99796' class='xr-var-data-in' type='checkbox'><label for='data-3cd2b18a-4c90-4f62-be05-065bc4c99796' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><table>\n",
+       "       &#x27;2023-09-29T03:25:19.046000000&#x27;], dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>y</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.106e+06 1.106e+06 ... 1.017e+06</div><input id='attrs-23fff5ff-a97b-4fa0-9b41-e994c66f879e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-23fff5ff-a97b-4fa0-9b41-e994c66f879e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-198703c7-18fd-4f87-acdf-921ab1b2c601' class='xr-var-data-in' type='checkbox'><label for='data-198703c7-18fd-4f87-acdf-921ab1b2c601' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>metre</dd><dt><span>resolution :</span></dt><dd>-10.0</dd><dt><span>crs :</span></dt><dd>EPSG:32648</dd></dl></div><div class='xr-var-data'><pre>array([1105735., 1105725., 1105715., ..., 1017025., 1017015., 1017005.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>5.548e+05 5.548e+05 ... 6.538e+05</div><input id='attrs-c78021d2-7d92-44ed-8460-250c8aaf2b84' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c78021d2-7d92-44ed-8460-250c8aaf2b84' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4ade7bc6-de59-4efb-b19e-c9e05a11a821' class='xr-var-data-in' type='checkbox'><label for='data-4ade7bc6-de59-4efb-b19e-c9e05a11a821' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>metre</dd><dt><span>resolution :</span></dt><dd>10.0</dd><dt><span>crs :</span></dt><dd>EPSG:32648</dd></dl></div><div class='xr-var-data'><pre>array([554795., 554805., 554815., ..., 653785., 653795., 653805.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spatial_ref</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>32648</div><input id='attrs-11715c60-61dd-4b53-b05e-5b16bbb539c2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-11715c60-61dd-4b53-b05e-5b16bbb539c2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-322cd1cb-85d1-45d1-b641-c97a0e5f0047' class='xr-var-data-in' type='checkbox'><label for='data-322cd1cb-85d1-45d1-b641-c97a0e5f0047' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>spatial_ref :</span></dt><dd>PROJCS[&quot;WGS 84 / UTM zone 48N&quot;,GEOGCS[&quot;WGS 84&quot;,DATUM[&quot;WGS_1984&quot;,SPHEROID[&quot;WGS 84&quot;,6378137,298.257223563,AUTHORITY[&quot;EPSG&quot;,&quot;7030&quot;]],AUTHORITY[&quot;EPSG&quot;,&quot;6326&quot;]],PRIMEM[&quot;Greenwich&quot;,0,AUTHORITY[&quot;EPSG&quot;,&quot;8901&quot;]],UNIT[&quot;degree&quot;,0.0174532925199433,AUTHORITY[&quot;EPSG&quot;,&quot;9122&quot;]],AUTHORITY[&quot;EPSG&quot;,&quot;4326&quot;]],PROJECTION[&quot;Transverse_Mercator&quot;],PARAMETER[&quot;latitude_of_origin&quot;,0],PARAMETER[&quot;central_meridian&quot;,105],PARAMETER[&quot;scale_factor&quot;,0.9996],PARAMETER[&quot;false_easting&quot;,500000],PARAMETER[&quot;false_northing&quot;,0],UNIT[&quot;metre&quot;,1,AUTHORITY[&quot;EPSG&quot;,&quot;9001&quot;]],AXIS[&quot;Easting&quot;,EAST],AXIS[&quot;Northing&quot;,NORTH],AUTHORITY[&quot;EPSG&quot;,&quot;32648&quot;]]</dd><dt><span>grid_mapping_name :</span></dt><dd>transverse_mercator</dd></dl></div><div class='xr-var-data'><pre>array(32648, dtype=int32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-af19c024-5bd6-4baf-9476-45e92782a49e' class='xr-section-summary-in' type='checkbox'  checked><label for='section-af19c024-5bd6-4baf-9476-45e92782a49e' class='xr-section-summary' >Data variables: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>red</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 2048, 2048), meta=np.ndarray&gt;</div><input id='attrs-6508cd98-3c4c-424a-9a7c-b98b9e15cff8' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6508cd98-3c4c-424a-9a7c-b98b9e15cff8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fcdfc6eb-d4be-4cc8-9ba6-44135fca62dc' class='xr-var-data-in' type='checkbox'><label for='data-fcdfc6eb-d4be-4cc8-9ba6-44135fca62dc' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -2379,7 +2411,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>green</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 2048, 2048), meta=np.ndarray&gt;</div><input id='attrs-82b81fdf-3a7c-420f-8a0d-eb852b781f51' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-82b81fdf-3a7c-420f-8a0d-eb852b781f51' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-de8e2ea3-787d-4be4-bdfd-ea11e5ac6f4e' class='xr-var-data-in' type='checkbox'><label for='data-de8e2ea3-787d-4be4-bdfd-ea11e5ac6f4e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>nir</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 2048, 2048), meta=np.ndarray&gt;</div><input id='attrs-20c47cf9-0959-40bc-940d-9dbdcac7dea5' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-20c47cf9-0959-40bc-940d-9dbdcac7dea5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-97f40f6a-70fe-464d-b2c2-0b4965bd5812' class='xr-var-data-in' type='checkbox'><label for='data-97f40f6a-70fe-464d-b2c2-0b4965bd5812' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -2509,267 +2541,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
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-       "        </td>\n",
-       "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>scl</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>uint8</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 2048, 2048), meta=np.ndarray&gt;</div><input id='attrs-0f89b765-9ca4-4ee3-b7f5-b2bff1e556d2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0f89b765-9ca4-4ee3-b7f5-b2bff1e556d2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-63bb5042-62e0-4b18-b970-0838a42c10a2' class='xr-var-data-in' type='checkbox'><label for='data-63bb5042-62e0-4b18-b970-0838a42c10a2' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>1</dd><dt><span>nodata :</span></dt><dd>0</dd><dt><span>flags_definition :</span></dt><dd>{&#x27;qa&#x27;: {&#x27;bits&#x27;: [0, 1, 2, 3, 4, 5, 6, 7], &#x27;values&#x27;: {&#x27;0&#x27;: &#x27;no data&#x27;, &#x27;1&#x27;: &#x27;saturated or defective&#x27;, &#x27;2&#x27;: &#x27;dark area pixels&#x27;, &#x27;3&#x27;: &#x27;cloud shadows&#x27;, &#x27;4&#x27;: &#x27;vegetation&#x27;, &#x27;5&#x27;: &#x27;bare soils&#x27;, &#x27;6&#x27;: &#x27;water&#x27;, &#x27;7&#x27;: &#x27;unclassified&#x27;, &#x27;8&#x27;: &#x27;cloud medium probability&#x27;, &#x27;9&#x27;: &#x27;cloud high probability&#x27;, &#x27;10&#x27;: &#x27;thin cirrus&#x27;, &#x27;11&#x27;: &#x27;snow or ice&#x27;}, &#x27;description&#x27;: &#x27;Sen2Cor Scene Classification&#x27;}}</dd><dt><span>crs :</span></dt><dd>EPSG:32648</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>scl</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>uint8</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 2048, 2048), meta=np.ndarray&gt;</div><input id='attrs-bf79b804-8c88-428e-8f7d-6eb479109d44' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bf79b804-8c88-428e-8f7d-6eb479109d44' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cd176905-daca-4c02-b3a8-9bf4f7402aa6' class='xr-var-data-in' type='checkbox'><label for='data-cd176905-daca-4c02-b3a8-9bf4f7402aa6' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>1</dd><dt><span>nodata :</span></dt><dd>0</dd><dt><span>flags_definition :</span></dt><dd>{&#x27;qa&#x27;: {&#x27;bits&#x27;: [0, 1, 2, 3, 4, 5, 6, 7], &#x27;values&#x27;: {&#x27;0&#x27;: &#x27;no data&#x27;, &#x27;1&#x27;: &#x27;saturated or defective&#x27;, &#x27;2&#x27;: &#x27;dark area pixels&#x27;, &#x27;3&#x27;: &#x27;cloud shadows&#x27;, &#x27;4&#x27;: &#x27;vegetation&#x27;, &#x27;5&#x27;: &#x27;bare soils&#x27;, &#x27;6&#x27;: &#x27;water&#x27;, &#x27;7&#x27;: &#x27;unclassified&#x27;, &#x27;8&#x27;: &#x27;cloud medium probability&#x27;, &#x27;9&#x27;: &#x27;cloud high probability&#x27;, &#x27;10&#x27;: &#x27;thin cirrus&#x27;, &#x27;11&#x27;: &#x27;snow or ice&#x27;}, &#x27;description&#x27;: &#x27;Sen2Cor Scene Classification&#x27;}}</dd><dt><span>crs :</span></dt><dd>EPSG:32648</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -2899,7 +2671,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-95deedad-fa52-4c92-ad21-b1cf3ee6c981' class='xr-section-summary-in' type='checkbox'  ><label for='section-95deedad-fa52-4c92-ad21-b1cf3ee6c981' class='xr-section-summary' >Indexes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-555f39cd-a945-4df7-bfa8-ec35e7778ea2' class='xr-index-data-in' type='checkbox'/><label for='index-555f39cd-a945-4df7-bfa8-ec35e7778ea2' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;2022-09-02 03:35:23.960000&#x27;, &#x27;2022-09-04 03:25:18.037000&#x27;,\n",
+       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-247cc6e6-88a2-4b34-b683-77f55d22f782' class='xr-section-summary-in' type='checkbox'  ><label for='section-247cc6e6-88a2-4b34-b683-77f55d22f782' class='xr-section-summary' >Indexes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-57a00d8f-1d88-4c64-8339-19f1978e75c3' class='xr-index-data-in' type='checkbox'/><label for='index-57a00d8f-1d88-4c64-8339-19f1978e75c3' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;2022-09-02 03:35:23.960000&#x27;, &#x27;2022-09-04 03:25:18.037000&#x27;,\n",
        "               &#x27;2022-09-07 03:35:13.646000&#x27;, &#x27;2022-09-09 03:25:27.617000&#x27;,\n",
        "               &#x27;2022-09-12 03:35:22.247000&#x27;, &#x27;2022-09-14 03:25:18.529000&#x27;,\n",
        "               &#x27;2022-09-17 03:35:13.648000&#x27;, &#x27;2022-09-19 03:25:24.773000&#x27;,\n",
@@ -2910,20 +2682,20 @@
        "               &#x27;2023-09-17 03:35:15.269000&#x27;, &#x27;2023-09-19 03:25:24.089000&#x27;,\n",
        "               &#x27;2023-09-22 03:35:15.439000&#x27;, &#x27;2023-09-24 03:25:18.524000&#x27;,\n",
        "               &#x27;2023-09-27 03:35:14.112000&#x27;, &#x27;2023-09-29 03:25:19.046000&#x27;],\n",
-       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=151, freq=None))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>y</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-dce7870e-676d-4b7a-af18-4ea5be680a42' class='xr-index-data-in' type='checkbox'/><label for='index-dce7870e-676d-4b7a-af18-4ea5be680a42' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Float64Index([1105735.0, 1105725.0, 1105715.0, 1105705.0, 1105695.0, 1105685.0,\n",
+       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=151, freq=None))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>y</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-e06834e9-fb0b-4881-9940-420e7d5b3170' class='xr-index-data-in' type='checkbox'/><label for='index-e06834e9-fb0b-4881-9940-420e7d5b3170' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Float64Index([1105735.0, 1105725.0, 1105715.0, 1105705.0, 1105695.0, 1105685.0,\n",
        "              1105675.0, 1105665.0, 1105655.0, 1105645.0,\n",
        "              ...\n",
        "              1017095.0, 1017085.0, 1017075.0, 1017065.0, 1017055.0, 1017045.0,\n",
        "              1017035.0, 1017025.0, 1017015.0, 1017005.0],\n",
-       "             dtype=&#x27;float64&#x27;, name=&#x27;y&#x27;, length=8874))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>x</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-389183ed-571b-430f-b077-ae9d5510df29' class='xr-index-data-in' type='checkbox'/><label for='index-389183ed-571b-430f-b077-ae9d5510df29' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Float64Index([554795.0, 554805.0, 554815.0, 554825.0, 554835.0, 554845.0,\n",
+       "             dtype=&#x27;float64&#x27;, name=&#x27;y&#x27;, length=8874))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>x</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-a01621f6-addb-40b6-9c01-50d7e88b9785' class='xr-index-data-in' type='checkbox'/><label for='index-a01621f6-addb-40b6-9c01-50d7e88b9785' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Float64Index([554795.0, 554805.0, 554815.0, 554825.0, 554835.0, 554845.0,\n",
        "              554855.0, 554865.0, 554875.0, 554885.0,\n",
        "              ...\n",
        "              653715.0, 653725.0, 653735.0, 653745.0, 653755.0, 653765.0,\n",
        "              653775.0, 653785.0, 653795.0, 653805.0],\n",
-       "             dtype=&#x27;float64&#x27;, name=&#x27;x&#x27;, length=9902))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-9b3b28c4-0864-4543-8df8-170537e3b8ef' class='xr-section-summary-in' type='checkbox'  checked><label for='section-9b3b28c4-0864-4543-8df8-170537e3b8ef' class='xr-section-summary' >Attributes: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>crs :</span></dt><dd>EPSG:32648</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div></li></ul></div></div>"
+       "             dtype=&#x27;float64&#x27;, name=&#x27;x&#x27;, length=9902))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-8d82d0a1-0ed8-48b6-88d4-ebc719493213' class='xr-section-summary-in' type='checkbox'  checked><label for='section-8d82d0a1-0ed8-48b6-88d4-ebc719493213' class='xr-section-summary' >Attributes: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>crs :</span></dt><dd>EPSG:32648</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div></li></ul></div></div>"
       ],
       "text/plain": [
-       "<xarray.Dataset> Size: 226GB\n",
+       "<xarray.Dataset> Size: 119GB\n",
        "Dimensions:      (time: 151, y: 8874, x: 9902)\n",
        "Coordinates:\n",
        "  * time         (time) datetime64[ns] 1kB 2022-09-02T03:35:23.960000 ... 202...\n",
@@ -2931,8 +2703,6 @@
        "  * x            (x) float64 79kB 5.548e+05 5.548e+05 ... 6.538e+05 6.538e+05\n",
        "    spatial_ref  int32 4B 32648\n",
        "Data variables:\n",
-       "    blue         (time, y, x) float32 53GB dask.array<chunksize=(1, 2048, 2048), meta=np.ndarray>\n",
-       "    green        (time, y, x) float32 53GB dask.array<chunksize=(1, 2048, 2048), meta=np.ndarray>\n",
        "    red          (time, y, x) float32 53GB dask.array<chunksize=(1, 2048, 2048), meta=np.ndarray>\n",
        "    nir          (time, y, x) float32 53GB dask.array<chunksize=(1, 2048, 2048), meta=np.ndarray>\n",
        "    scl          (time, y, x) uint8 13GB dask.array<chunksize=(1, 2048, 2048), meta=np.ndarray>\n",
@@ -3035,14 +2805,14 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "CPU times: user 2.58 s, sys: 70.4 ms, total: 2.65 s\n",
-      "Wall time: 2.65 s\n"
+      "CPU times: user 1.5 s, sys: 28.2 ms, total: 1.53 s\n",
+      "Wall time: 1.53 s\n"
      ]
     },
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "d2b1940b9a144c258d84d63ceddee489",
+       "model_id": "7760e5773dbd4d169206dc84bc0a8e01",
        "version_major": 2,
        "version_minor": 0
       },
@@ -3441,7 +3211,7 @@
        "  * time         (time) datetime64[ns] 1kB 2022-09-02T03:35:23.960000 ... 202...\n",
        "  * y            (y) float64 71kB 1.106e+06 1.106e+06 ... 1.017e+06 1.017e+06\n",
        "  * x            (x) float64 79kB 5.548e+05 5.548e+05 ... 6.538e+05 6.538e+05\n",
-       "    spatial_ref  int32 4B 32648</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'NDVI'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 151</li><li><span class='xr-has-index'>y</span>: 8874</li><li><span class='xr-has-index'>x</span>: 9902</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-c3c3ec16-368d-498d-a383-e2a252c66de9' class='xr-array-in' type='checkbox' checked><label for='section-c3c3ec16-368d-498d-a383-e2a252c66de9' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>dask.array&lt;chunksize=(1, 2048, 2048), meta=np.ndarray&gt;</span></div><div class='xr-array-data'><table>\n",
+       "    spatial_ref  int32 4B 32648</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'NDVI'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 151</li><li><span class='xr-has-index'>y</span>: 8874</li><li><span class='xr-has-index'>x</span>: 9902</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-5c826c2e-5dea-4673-a39a-661c70b166fa' class='xr-array-in' type='checkbox' checked><label for='section-5c826c2e-5dea-4673-a39a-661c70b166fa' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>dask.array&lt;chunksize=(1, 2048, 2048), meta=np.ndarray&gt;</span></div><div class='xr-array-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -3571,7 +3341,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></div></li><li class='xr-section-item'><input id='section-2d044fd2-8d8f-42ef-9e41-07e7528923b9' class='xr-section-summary-in' type='checkbox'  checked><label for='section-2d044fd2-8d8f-42ef-9e41-07e7528923b9' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2022-09-02T03:35:23.960000 ... 2...</div><input id='attrs-5e603bae-f743-458b-a338-57bd140fad0c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5e603bae-f743-458b-a338-57bd140fad0c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b58155d0-715c-4108-b253-bbe61e07e437' class='xr-var-data-in' type='checkbox'><label for='data-b58155d0-715c-4108-b253-bbe61e07e437' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>seconds since 1970-01-01 00:00:00</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;2022-09-02T03:35:23.960000000&#x27;, &#x27;2022-09-04T03:25:18.037000000&#x27;,\n",
+       "</table></div></div></li><li class='xr-section-item'><input id='section-43f68fb4-52f3-409d-9b1f-6cdb38ad085f' class='xr-section-summary-in' type='checkbox'  checked><label for='section-43f68fb4-52f3-409d-9b1f-6cdb38ad085f' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2022-09-02T03:35:23.960000 ... 2...</div><input id='attrs-855be625-9bfc-4b27-87c8-f6f73b7ef783' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-855be625-9bfc-4b27-87c8-f6f73b7ef783' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c549278a-be51-408d-ac70-82968beb319a' class='xr-var-data-in' type='checkbox'><label for='data-c549278a-be51-408d-ac70-82968beb319a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>seconds since 1970-01-01 00:00:00</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;2022-09-02T03:35:23.960000000&#x27;, &#x27;2022-09-04T03:25:18.037000000&#x27;,\n",
        "       &#x27;2022-09-07T03:35:13.646000000&#x27;, &#x27;2022-09-09T03:25:27.617000000&#x27;,\n",
        "       &#x27;2022-09-12T03:35:22.247000000&#x27;, &#x27;2022-09-14T03:25:18.529000000&#x27;,\n",
        "       &#x27;2022-09-17T03:35:13.648000000&#x27;, &#x27;2022-09-19T03:25:24.773000000&#x27;,\n",
@@ -3646,7 +3416,7 @@
        "       &#x27;2023-09-14T03:25:35.755000000&#x27;, &#x27;2023-09-17T03:35:15.269000000&#x27;,\n",
        "       &#x27;2023-09-19T03:25:24.089000000&#x27;, &#x27;2023-09-22T03:35:15.439000000&#x27;,\n",
        "       &#x27;2023-09-24T03:25:18.524000000&#x27;, &#x27;2023-09-27T03:35:14.112000000&#x27;,\n",
-       "       &#x27;2023-09-29T03:25:19.046000000&#x27;], dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>y</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.106e+06 1.106e+06 ... 1.017e+06</div><input id='attrs-b87538c6-b1d1-44ca-8fe3-b6921c64d687' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b87538c6-b1d1-44ca-8fe3-b6921c64d687' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1b542195-dd46-4119-8ec4-4cbc79419286' class='xr-var-data-in' type='checkbox'><label for='data-1b542195-dd46-4119-8ec4-4cbc79419286' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>metre</dd><dt><span>resolution :</span></dt><dd>-10.0</dd><dt><span>crs :</span></dt><dd>EPSG:32648</dd></dl></div><div class='xr-var-data'><pre>array([1105735., 1105725., 1105715., ..., 1017025., 1017015., 1017005.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>5.548e+05 5.548e+05 ... 6.538e+05</div><input id='attrs-57c4e872-a83b-44f3-bbee-863890ff1a80' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-57c4e872-a83b-44f3-bbee-863890ff1a80' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c4fac226-9df5-4bce-9940-dec0e2720933' class='xr-var-data-in' type='checkbox'><label for='data-c4fac226-9df5-4bce-9940-dec0e2720933' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>metre</dd><dt><span>resolution :</span></dt><dd>10.0</dd><dt><span>crs :</span></dt><dd>EPSG:32648</dd></dl></div><div class='xr-var-data'><pre>array([554795., 554805., 554815., ..., 653785., 653795., 653805.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spatial_ref</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>32648</div><input id='attrs-6d0faabc-6d43-4431-b096-1b0cba536120' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6d0faabc-6d43-4431-b096-1b0cba536120' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2fd4e531-87ec-43fc-8f6a-aaef10b28b13' class='xr-var-data-in' type='checkbox'><label for='data-2fd4e531-87ec-43fc-8f6a-aaef10b28b13' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>spatial_ref :</span></dt><dd>PROJCS[&quot;WGS 84 / UTM zone 48N&quot;,GEOGCS[&quot;WGS 84&quot;,DATUM[&quot;WGS_1984&quot;,SPHEROID[&quot;WGS 84&quot;,6378137,298.257223563,AUTHORITY[&quot;EPSG&quot;,&quot;7030&quot;]],AUTHORITY[&quot;EPSG&quot;,&quot;6326&quot;]],PRIMEM[&quot;Greenwich&quot;,0,AUTHORITY[&quot;EPSG&quot;,&quot;8901&quot;]],UNIT[&quot;degree&quot;,0.0174532925199433,AUTHORITY[&quot;EPSG&quot;,&quot;9122&quot;]],AUTHORITY[&quot;EPSG&quot;,&quot;4326&quot;]],PROJECTION[&quot;Transverse_Mercator&quot;],PARAMETER[&quot;latitude_of_origin&quot;,0],PARAMETER[&quot;central_meridian&quot;,105],PARAMETER[&quot;scale_factor&quot;,0.9996],PARAMETER[&quot;false_easting&quot;,500000],PARAMETER[&quot;false_northing&quot;,0],UNIT[&quot;metre&quot;,1,AUTHORITY[&quot;EPSG&quot;,&quot;9001&quot;]],AXIS[&quot;Easting&quot;,EAST],AXIS[&quot;Northing&quot;,NORTH],AUTHORITY[&quot;EPSG&quot;,&quot;32648&quot;]]</dd><dt><span>grid_mapping_name :</span></dt><dd>transverse_mercator</dd></dl></div><div class='xr-var-data'><pre>array(32648, dtype=int32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-702d1b40-8f37-4dbc-889b-aa48fffd70bc' class='xr-section-summary-in' type='checkbox'  ><label for='section-702d1b40-8f37-4dbc-889b-aa48fffd70bc' class='xr-section-summary' >Indexes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-5f021bcc-6cd2-4087-a1c9-14d67cab6b05' class='xr-index-data-in' type='checkbox'/><label for='index-5f021bcc-6cd2-4087-a1c9-14d67cab6b05' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;2022-09-02 03:35:23.960000&#x27;, &#x27;2022-09-04 03:25:18.037000&#x27;,\n",
+       "       &#x27;2023-09-29T03:25:19.046000000&#x27;], dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>y</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.106e+06 1.106e+06 ... 1.017e+06</div><input id='attrs-0720b1b2-eb44-4f23-93c5-3842a7f72978' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0720b1b2-eb44-4f23-93c5-3842a7f72978' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-84942d2e-91f2-46be-92f7-f81fd940012d' class='xr-var-data-in' type='checkbox'><label for='data-84942d2e-91f2-46be-92f7-f81fd940012d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>metre</dd><dt><span>resolution :</span></dt><dd>-10.0</dd><dt><span>crs :</span></dt><dd>EPSG:32648</dd></dl></div><div class='xr-var-data'><pre>array([1105735., 1105725., 1105715., ..., 1017025., 1017015., 1017005.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>5.548e+05 5.548e+05 ... 6.538e+05</div><input id='attrs-e3cadedc-ab48-4eef-9fa0-052a89f8b550' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e3cadedc-ab48-4eef-9fa0-052a89f8b550' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c57a2777-6583-4334-8fcf-9ae3c14fe78e' class='xr-var-data-in' type='checkbox'><label for='data-c57a2777-6583-4334-8fcf-9ae3c14fe78e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>metre</dd><dt><span>resolution :</span></dt><dd>10.0</dd><dt><span>crs :</span></dt><dd>EPSG:32648</dd></dl></div><div class='xr-var-data'><pre>array([554795., 554805., 554815., ..., 653785., 653795., 653805.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spatial_ref</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>32648</div><input id='attrs-39eb6468-7244-4af8-bc55-27236106788e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-39eb6468-7244-4af8-bc55-27236106788e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-54b2391f-1506-40c9-874d-0365a11b33e0' class='xr-var-data-in' type='checkbox'><label for='data-54b2391f-1506-40c9-874d-0365a11b33e0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>spatial_ref :</span></dt><dd>PROJCS[&quot;WGS 84 / UTM zone 48N&quot;,GEOGCS[&quot;WGS 84&quot;,DATUM[&quot;WGS_1984&quot;,SPHEROID[&quot;WGS 84&quot;,6378137,298.257223563,AUTHORITY[&quot;EPSG&quot;,&quot;7030&quot;]],AUTHORITY[&quot;EPSG&quot;,&quot;6326&quot;]],PRIMEM[&quot;Greenwich&quot;,0,AUTHORITY[&quot;EPSG&quot;,&quot;8901&quot;]],UNIT[&quot;degree&quot;,0.0174532925199433,AUTHORITY[&quot;EPSG&quot;,&quot;9122&quot;]],AUTHORITY[&quot;EPSG&quot;,&quot;4326&quot;]],PROJECTION[&quot;Transverse_Mercator&quot;],PARAMETER[&quot;latitude_of_origin&quot;,0],PARAMETER[&quot;central_meridian&quot;,105],PARAMETER[&quot;scale_factor&quot;,0.9996],PARAMETER[&quot;false_easting&quot;,500000],PARAMETER[&quot;false_northing&quot;,0],UNIT[&quot;metre&quot;,1,AUTHORITY[&quot;EPSG&quot;,&quot;9001&quot;]],AXIS[&quot;Easting&quot;,EAST],AXIS[&quot;Northing&quot;,NORTH],AUTHORITY[&quot;EPSG&quot;,&quot;32648&quot;]]</dd><dt><span>grid_mapping_name :</span></dt><dd>transverse_mercator</dd></dl></div><div class='xr-var-data'><pre>array(32648, dtype=int32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-cdd49ca4-8894-40a4-8b9a-dc60e38228c7' class='xr-section-summary-in' type='checkbox'  ><label for='section-cdd49ca4-8894-40a4-8b9a-dc60e38228c7' class='xr-section-summary' >Indexes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-8bf7b723-b7c7-4bc0-8c36-1c7b033c51eb' class='xr-index-data-in' type='checkbox'/><label for='index-8bf7b723-b7c7-4bc0-8c36-1c7b033c51eb' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;2022-09-02 03:35:23.960000&#x27;, &#x27;2022-09-04 03:25:18.037000&#x27;,\n",
        "               &#x27;2022-09-07 03:35:13.646000&#x27;, &#x27;2022-09-09 03:25:27.617000&#x27;,\n",
        "               &#x27;2022-09-12 03:35:22.247000&#x27;, &#x27;2022-09-14 03:25:18.529000&#x27;,\n",
        "               &#x27;2022-09-17 03:35:13.648000&#x27;, &#x27;2022-09-19 03:25:24.773000&#x27;,\n",
@@ -3657,17 +3427,17 @@
        "               &#x27;2023-09-17 03:35:15.269000&#x27;, &#x27;2023-09-19 03:25:24.089000&#x27;,\n",
        "               &#x27;2023-09-22 03:35:15.439000&#x27;, &#x27;2023-09-24 03:25:18.524000&#x27;,\n",
        "               &#x27;2023-09-27 03:35:14.112000&#x27;, &#x27;2023-09-29 03:25:19.046000&#x27;],\n",
-       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=151, freq=None))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>y</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-740ca284-afe3-4c6b-a2be-b9246231f31c' class='xr-index-data-in' type='checkbox'/><label for='index-740ca284-afe3-4c6b-a2be-b9246231f31c' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Float64Index([1105735.0, 1105725.0, 1105715.0, 1105705.0, 1105695.0, 1105685.0,\n",
+       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=151, freq=None))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>y</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-25a7b79e-81be-435f-b793-a30531c705f2' class='xr-index-data-in' type='checkbox'/><label for='index-25a7b79e-81be-435f-b793-a30531c705f2' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Float64Index([1105735.0, 1105725.0, 1105715.0, 1105705.0, 1105695.0, 1105685.0,\n",
        "              1105675.0, 1105665.0, 1105655.0, 1105645.0,\n",
        "              ...\n",
        "              1017095.0, 1017085.0, 1017075.0, 1017065.0, 1017055.0, 1017045.0,\n",
        "              1017035.0, 1017025.0, 1017015.0, 1017005.0],\n",
-       "             dtype=&#x27;float64&#x27;, name=&#x27;y&#x27;, length=8874))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>x</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-d0961fdc-0f11-427e-b3a8-0832d4780564' class='xr-index-data-in' type='checkbox'/><label for='index-d0961fdc-0f11-427e-b3a8-0832d4780564' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Float64Index([554795.0, 554805.0, 554815.0, 554825.0, 554835.0, 554845.0,\n",
+       "             dtype=&#x27;float64&#x27;, name=&#x27;y&#x27;, length=8874))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>x</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-34205e0e-7fd3-4143-b444-ec5fb91027bb' class='xr-index-data-in' type='checkbox'/><label for='index-34205e0e-7fd3-4143-b444-ec5fb91027bb' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Float64Index([554795.0, 554805.0, 554815.0, 554825.0, 554835.0, 554845.0,\n",
        "              554855.0, 554865.0, 554875.0, 554885.0,\n",
        "              ...\n",
        "              653715.0, 653725.0, 653735.0, 653745.0, 653755.0, 653765.0,\n",
        "              653775.0, 653785.0, 653795.0, 653805.0],\n",
-       "             dtype=&#x27;float64&#x27;, name=&#x27;x&#x27;, length=9902))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-7e2462a6-15d2-4676-a0ac-efc41e20e356' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-7e2462a6-15d2-4676-a0ac-efc41e20e356' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
+       "             dtype=&#x27;float64&#x27;, name=&#x27;x&#x27;, length=9902))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-102f1916-24ac-4d75-a93b-37caf52a9b0f' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-102f1916-24ac-4d75-a93b-37caf52a9b0f' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
       ],
       "text/plain": [
        "<xarray.DataArray 'NDVI' (time: 151, y: 8874, x: 9902)> Size: 53GB\n",
@@ -3701,7 +3471,7 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.image.AxesImage at 0x7f1c7c64a680>"
+       "<matplotlib.image.AxesImage at 0x7f72a2311f90>"
       ]
      },
      "execution_count": 7,
@@ -3722,16 +3492,6 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "IOPub message rate exceeded.\n",
-      "The Jupyter server will temporarily stop sending output\n",
-      "to the client in order to avoid crashing it.\n",
-      "To change this limit, set the config variable\n",
-      "`--ServerApp.iopub_msg_rate_limit`.\n",
-      "\n",
-      "Current values:\n",
-      "ServerApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
-      "ServerApp.rate_limit_window=3.0 (secs)\n",
-      "\n",
       "IOPub message rate exceeded.\n",
       "The Jupyter server will temporarily stop sending output\n",
       "to the client in order to avoid crashing it.\n",
@@ -3761,7 +3521,7 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.image.AxesImage at 0x7f1c7e3c9c30>"
+       "<matplotlib.image.AxesImage at 0x7f72a3e80e20>"
       ]
      },
      "execution_count": 8,
@@ -3777,32 +3537,6 @@
      },
      "metadata": {},
      "output_type": "display_data"
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "IOPub message rate exceeded.\n",
-      "The Jupyter server will temporarily stop sending output\n",
-      "to the client in order to avoid crashing it.\n",
-      "To change this limit, set the config variable\n",
-      "`--ServerApp.iopub_msg_rate_limit`.\n",
-      "\n",
-      "Current values:\n",
-      "ServerApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
-      "ServerApp.rate_limit_window=3.0 (secs)\n",
-      "\n",
-      "IOPub message rate exceeded.\n",
-      "The Jupyter server will temporarily stop sending output\n",
-      "to the client in order to avoid crashing it.\n",
-      "To change this limit, set the config variable\n",
-      "`--ServerApp.iopub_msg_rate_limit`.\n",
-      "\n",
-      "Current values:\n",
-      "ServerApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
-      "ServerApp.rate_limit_window=3.0 (secs)\n",
-      "\n"
-     ]
     }
    ],
    "source": [
@@ -3840,8 +3574,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "CPU times: user 7.05 s, sys: 3.14 s, total: 10.2 s\n",
-      "Wall time: 2min 30s\n"
+      "CPU times: user 7.18 s, sys: 3 s, total: 10.2 s\n",
+      "Wall time: 5min 20s\n"
      ]
     }
    ],
@@ -4253,7 +3987,7 @@
        "    vh           (time, y, x) float32 12GB dask.array&lt;chunksize=(1, 2048, 2048), meta=np.ndarray&gt;\n",
        "Attributes:\n",
        "    crs:           EPSG:32648\n",
-       "    grid_mapping:  spatial_ref</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-3ff4eecc-1f1c-4015-b871-296c47fae8ff' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-3ff4eecc-1f1c-4015-b871-296c47fae8ff' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 33</li><li><span class='xr-has-index'>y</span>: 8874</li><li><span class='xr-has-index'>x</span>: 9902</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-b1001fbe-4c69-42dc-9b12-01e7d45b5cc7' class='xr-section-summary-in' type='checkbox'  checked><label for='section-b1001fbe-4c69-42dc-9b12-01e7d45b5cc7' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2022-09-06T22:46:14.500000 ... 2...</div><input id='attrs-263628bc-a845-4bd9-abd9-272578b3e53a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-263628bc-a845-4bd9-abd9-272578b3e53a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5d443467-1fb0-405b-b131-f5a47b972d32' class='xr-var-data-in' type='checkbox'><label for='data-5d443467-1fb0-405b-b131-f5a47b972d32' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>seconds since 1970-01-01 00:00:00</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;2022-09-06T22:46:14.500000000&#x27;, &#x27;2022-09-18T22:46:13.500000000&#x27;,\n",
+       "    grid_mapping:  spatial_ref</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-d0572f7c-3fe5-4e8e-a330-68da2a26949f' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-d0572f7c-3fe5-4e8e-a330-68da2a26949f' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 33</li><li><span class='xr-has-index'>y</span>: 8874</li><li><span class='xr-has-index'>x</span>: 9902</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-c2d00cae-7cbc-4821-bc25-51e837c6077b' class='xr-section-summary-in' type='checkbox'  checked><label for='section-c2d00cae-7cbc-4821-bc25-51e837c6077b' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2022-09-06T22:46:14.500000 ... 2...</div><input id='attrs-5505ae65-2590-4839-9fc1-4095dcc39ed7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5505ae65-2590-4839-9fc1-4095dcc39ed7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-076cb482-fae9-421b-91c8-ec9782947a4d' class='xr-var-data-in' type='checkbox'><label for='data-076cb482-fae9-421b-91c8-ec9782947a4d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>seconds since 1970-01-01 00:00:00</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;2022-09-06T22:46:14.500000000&#x27;, &#x27;2022-09-18T22:46:13.500000000&#x27;,\n",
        "       &#x27;2022-09-30T22:46:14.500000000&#x27;, &#x27;2022-10-12T22:46:14.500000000&#x27;,\n",
        "       &#x27;2022-10-24T22:46:14.500000000&#x27;, &#x27;2022-11-05T22:46:14.500000000&#x27;,\n",
        "       &#x27;2022-11-17T22:46:13.500000000&#x27;, &#x27;2022-11-29T22:46:13.500000000&#x27;,\n",
@@ -4269,7 +4003,7 @@
        "       &#x27;2023-07-16T11:11:35.500000000&#x27;, &#x27;2023-07-28T11:11:36.500000000&#x27;,\n",
        "       &#x27;2023-08-08T22:46:16.500000000&#x27;, &#x27;2023-08-20T22:46:17.500000000&#x27;,\n",
        "       &#x27;2023-09-01T22:46:18.500000000&#x27;, &#x27;2023-09-13T22:46:18.500000000&#x27;,\n",
-       "       &#x27;2023-09-25T22:46:19.500000000&#x27;], dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>y</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.106e+06 1.106e+06 ... 1.017e+06</div><input id='attrs-2bc345a9-7bb8-46ee-a6c5-7481b7be3ff5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2bc345a9-7bb8-46ee-a6c5-7481b7be3ff5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b3bc110f-9633-45a9-b9a0-48027a20a39d' class='xr-var-data-in' type='checkbox'><label for='data-b3bc110f-9633-45a9-b9a0-48027a20a39d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>metre</dd><dt><span>resolution :</span></dt><dd>-10.0</dd><dt><span>crs :</span></dt><dd>EPSG:32648</dd></dl></div><div class='xr-var-data'><pre>array([1105735., 1105725., 1105715., ..., 1017025., 1017015., 1017005.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>5.548e+05 5.548e+05 ... 6.538e+05</div><input id='attrs-0952d2c2-6c3a-452f-bfca-d964eefa4319' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0952d2c2-6c3a-452f-bfca-d964eefa4319' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fa26f1b0-3efe-4cfc-adc5-3ab5160649b4' class='xr-var-data-in' type='checkbox'><label for='data-fa26f1b0-3efe-4cfc-adc5-3ab5160649b4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>metre</dd><dt><span>resolution :</span></dt><dd>10.0</dd><dt><span>crs :</span></dt><dd>EPSG:32648</dd></dl></div><div class='xr-var-data'><pre>array([554795., 554805., 554815., ..., 653785., 653795., 653805.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spatial_ref</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>32648</div><input id='attrs-b40e3f09-f624-4b2c-89e0-17aa401e1ee7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b40e3f09-f624-4b2c-89e0-17aa401e1ee7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-02e88b71-2082-46a7-ac0a-350bb1cc3e58' class='xr-var-data-in' type='checkbox'><label for='data-02e88b71-2082-46a7-ac0a-350bb1cc3e58' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>spatial_ref :</span></dt><dd>PROJCS[&quot;WGS 84 / UTM zone 48N&quot;,GEOGCS[&quot;WGS 84&quot;,DATUM[&quot;WGS_1984&quot;,SPHEROID[&quot;WGS 84&quot;,6378137,298.257223563,AUTHORITY[&quot;EPSG&quot;,&quot;7030&quot;]],AUTHORITY[&quot;EPSG&quot;,&quot;6326&quot;]],PRIMEM[&quot;Greenwich&quot;,0,AUTHORITY[&quot;EPSG&quot;,&quot;8901&quot;]],UNIT[&quot;degree&quot;,0.0174532925199433,AUTHORITY[&quot;EPSG&quot;,&quot;9122&quot;]],AUTHORITY[&quot;EPSG&quot;,&quot;4326&quot;]],PROJECTION[&quot;Transverse_Mercator&quot;],PARAMETER[&quot;latitude_of_origin&quot;,0],PARAMETER[&quot;central_meridian&quot;,105],PARAMETER[&quot;scale_factor&quot;,0.9996],PARAMETER[&quot;false_easting&quot;,500000],PARAMETER[&quot;false_northing&quot;,0],UNIT[&quot;metre&quot;,1,AUTHORITY[&quot;EPSG&quot;,&quot;9001&quot;]],AXIS[&quot;Easting&quot;,EAST],AXIS[&quot;Northing&quot;,NORTH],AUTHORITY[&quot;EPSG&quot;,&quot;32648&quot;]]</dd><dt><span>grid_mapping_name :</span></dt><dd>transverse_mercator</dd></dl></div><div class='xr-var-data'><pre>array(32648, dtype=int32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-b86e1474-5c31-42b3-968c-bc94df0410be' class='xr-section-summary-in' type='checkbox'  checked><label for='section-b86e1474-5c31-42b3-968c-bc94df0410be' class='xr-section-summary' >Data variables: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>vv</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 2048, 2048), meta=np.ndarray&gt;</div><input id='attrs-d072953c-6dd5-495a-815e-d05d79422f4f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d072953c-6dd5-495a-815e-d05d79422f4f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f5f25693-8d9a-4e28-b850-89b74fb95e5e' class='xr-var-data-in' type='checkbox'><label for='data-f5f25693-8d9a-4e28-b850-89b74fb95e5e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>intensity</dd><dt><span>nodata :</span></dt><dd>nan</dd><dt><span>crs :</span></dt><dd>EPSG:32648</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><table>\n",
+       "       &#x27;2023-09-25T22:46:19.500000000&#x27;], dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>y</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.106e+06 1.106e+06 ... 1.017e+06</div><input id='attrs-1f83501c-780d-4e82-80ef-3ad44af90647' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1f83501c-780d-4e82-80ef-3ad44af90647' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3fb403d2-57ac-4d4a-b9d9-647c4ac3aaab' class='xr-var-data-in' type='checkbox'><label for='data-3fb403d2-57ac-4d4a-b9d9-647c4ac3aaab' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>metre</dd><dt><span>resolution :</span></dt><dd>-10.0</dd><dt><span>crs :</span></dt><dd>EPSG:32648</dd></dl></div><div class='xr-var-data'><pre>array([1105735., 1105725., 1105715., ..., 1017025., 1017015., 1017005.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>5.548e+05 5.548e+05 ... 6.538e+05</div><input id='attrs-d809029c-3b2d-44f3-a602-61f601b1de23' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d809029c-3b2d-44f3-a602-61f601b1de23' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-657e4879-9106-46d8-862b-c9afbf329215' class='xr-var-data-in' type='checkbox'><label for='data-657e4879-9106-46d8-862b-c9afbf329215' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>metre</dd><dt><span>resolution :</span></dt><dd>10.0</dd><dt><span>crs :</span></dt><dd>EPSG:32648</dd></dl></div><div class='xr-var-data'><pre>array([554795., 554805., 554815., ..., 653785., 653795., 653805.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spatial_ref</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>32648</div><input id='attrs-3634c080-44c3-46a0-b52b-83b821d12f72' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3634c080-44c3-46a0-b52b-83b821d12f72' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-94aa3f86-91df-4ade-8497-ccd9124cf289' class='xr-var-data-in' type='checkbox'><label for='data-94aa3f86-91df-4ade-8497-ccd9124cf289' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>spatial_ref :</span></dt><dd>PROJCS[&quot;WGS 84 / UTM zone 48N&quot;,GEOGCS[&quot;WGS 84&quot;,DATUM[&quot;WGS_1984&quot;,SPHEROID[&quot;WGS 84&quot;,6378137,298.257223563,AUTHORITY[&quot;EPSG&quot;,&quot;7030&quot;]],AUTHORITY[&quot;EPSG&quot;,&quot;6326&quot;]],PRIMEM[&quot;Greenwich&quot;,0,AUTHORITY[&quot;EPSG&quot;,&quot;8901&quot;]],UNIT[&quot;degree&quot;,0.0174532925199433,AUTHORITY[&quot;EPSG&quot;,&quot;9122&quot;]],AUTHORITY[&quot;EPSG&quot;,&quot;4326&quot;]],PROJECTION[&quot;Transverse_Mercator&quot;],PARAMETER[&quot;latitude_of_origin&quot;,0],PARAMETER[&quot;central_meridian&quot;,105],PARAMETER[&quot;scale_factor&quot;,0.9996],PARAMETER[&quot;false_easting&quot;,500000],PARAMETER[&quot;false_northing&quot;,0],UNIT[&quot;metre&quot;,1,AUTHORITY[&quot;EPSG&quot;,&quot;9001&quot;]],AXIS[&quot;Easting&quot;,EAST],AXIS[&quot;Northing&quot;,NORTH],AUTHORITY[&quot;EPSG&quot;,&quot;32648&quot;]]</dd><dt><span>grid_mapping_name :</span></dt><dd>transverse_mercator</dd></dl></div><div class='xr-var-data'><pre>array(32648, dtype=int32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-c0f3ff03-0367-403c-9bb1-5fad72b1ff71' class='xr-section-summary-in' type='checkbox'  checked><label for='section-c0f3ff03-0367-403c-9bb1-5fad72b1ff71' class='xr-section-summary' >Data variables: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>vv</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 2048, 2048), meta=np.ndarray&gt;</div><input id='attrs-48815e93-50dc-47d0-833a-d6cc00518ed6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-48815e93-50dc-47d0-833a-d6cc00518ed6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b9c6fa88-e3bf-4d9c-ac22-5986f19e457d' class='xr-var-data-in' type='checkbox'><label for='data-b9c6fa88-e3bf-4d9c-ac22-5986f19e457d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>intensity</dd><dt><span>nodata :</span></dt><dd>nan</dd><dt><span>crs :</span></dt><dd>EPSG:32648</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -4399,7 +4133,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>vh</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 2048, 2048), meta=np.ndarray&gt;</div><input id='attrs-80b66866-6308-4492-b0f8-e0b9c1c1334d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-80b66866-6308-4492-b0f8-e0b9c1c1334d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-011eafae-6d71-490c-885f-12e6eacba2df' class='xr-var-data-in' type='checkbox'><label for='data-011eafae-6d71-490c-885f-12e6eacba2df' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>intensity</dd><dt><span>nodata :</span></dt><dd>nan</dd><dt><span>crs :</span></dt><dd>EPSG:32648</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><table>\n",
+       "</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>vh</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 2048, 2048), meta=np.ndarray&gt;</div><input id='attrs-89b7b044-9145-41af-9125-25b2551fd5e1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-89b7b044-9145-41af-9125-25b2551fd5e1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-575610c5-e225-46e4-8ebf-88de92982207' class='xr-var-data-in' type='checkbox'><label for='data-575610c5-e225-46e4-8ebf-88de92982207' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>intensity</dd><dt><span>nodata :</span></dt><dd>nan</dd><dt><span>crs :</span></dt><dd>EPSG:32648</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -4529,7 +4263,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-c4eda698-86eb-40c3-84d0-4174f532c58e' class='xr-section-summary-in' type='checkbox'  ><label for='section-c4eda698-86eb-40c3-84d0-4174f532c58e' class='xr-section-summary' >Indexes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-c899ef8f-3208-414f-9681-7fbd51decde9' class='xr-index-data-in' type='checkbox'/><label for='index-c899ef8f-3208-414f-9681-7fbd51decde9' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;2022-09-06 22:46:14.500000&#x27;, &#x27;2022-09-18 22:46:13.500000&#x27;,\n",
+       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-b9bc2b8e-31f1-46ac-be39-d83f1dc3761b' class='xr-section-summary-in' type='checkbox'  ><label for='section-b9bc2b8e-31f1-46ac-be39-d83f1dc3761b' class='xr-section-summary' >Indexes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-fc32dea2-bb94-433f-811e-947eced74f0c' class='xr-index-data-in' type='checkbox'/><label for='index-fc32dea2-bb94-433f-811e-947eced74f0c' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;2022-09-06 22:46:14.500000&#x27;, &#x27;2022-09-18 22:46:13.500000&#x27;,\n",
        "               &#x27;2022-09-30 22:46:14.500000&#x27;, &#x27;2022-10-12 22:46:14.500000&#x27;,\n",
        "               &#x27;2022-10-24 22:46:14.500000&#x27;, &#x27;2022-11-05 22:46:14.500000&#x27;,\n",
        "               &#x27;2022-11-17 22:46:13.500000&#x27;, &#x27;2022-11-29 22:46:13.500000&#x27;,\n",
@@ -4546,17 +4280,17 @@
        "               &#x27;2023-08-08 22:46:16.500000&#x27;, &#x27;2023-08-20 22:46:17.500000&#x27;,\n",
        "               &#x27;2023-09-01 22:46:18.500000&#x27;, &#x27;2023-09-13 22:46:18.500000&#x27;,\n",
        "               &#x27;2023-09-25 22:46:19.500000&#x27;],\n",
-       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, freq=None))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>y</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-5f0fc94d-b563-426e-9361-6b97c7008f2d' class='xr-index-data-in' type='checkbox'/><label for='index-5f0fc94d-b563-426e-9361-6b97c7008f2d' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Float64Index([1105735.0, 1105725.0, 1105715.0, 1105705.0, 1105695.0, 1105685.0,\n",
+       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, freq=None))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>y</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-42f0f6b9-e3ec-4594-86e5-945d6d8f31b6' class='xr-index-data-in' type='checkbox'/><label for='index-42f0f6b9-e3ec-4594-86e5-945d6d8f31b6' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Float64Index([1105735.0, 1105725.0, 1105715.0, 1105705.0, 1105695.0, 1105685.0,\n",
        "              1105675.0, 1105665.0, 1105655.0, 1105645.0,\n",
        "              ...\n",
        "              1017095.0, 1017085.0, 1017075.0, 1017065.0, 1017055.0, 1017045.0,\n",
        "              1017035.0, 1017025.0, 1017015.0, 1017005.0],\n",
-       "             dtype=&#x27;float64&#x27;, name=&#x27;y&#x27;, length=8874))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>x</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-255c1c31-e41f-4cc7-b8bb-23b340dc2130' class='xr-index-data-in' type='checkbox'/><label for='index-255c1c31-e41f-4cc7-b8bb-23b340dc2130' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Float64Index([554795.0, 554805.0, 554815.0, 554825.0, 554835.0, 554845.0,\n",
+       "             dtype=&#x27;float64&#x27;, name=&#x27;y&#x27;, length=8874))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>x</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-389dfe7b-1692-4aa8-af01-85533abc8712' class='xr-index-data-in' type='checkbox'/><label for='index-389dfe7b-1692-4aa8-af01-85533abc8712' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Float64Index([554795.0, 554805.0, 554815.0, 554825.0, 554835.0, 554845.0,\n",
        "              554855.0, 554865.0, 554875.0, 554885.0,\n",
        "              ...\n",
        "              653715.0, 653725.0, 653735.0, 653745.0, 653755.0, 653765.0,\n",
        "              653775.0, 653785.0, 653795.0, 653805.0],\n",
-       "             dtype=&#x27;float64&#x27;, name=&#x27;x&#x27;, length=9902))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-ec30782c-513a-4a4c-8fa3-0f49db4ce10f' class='xr-section-summary-in' type='checkbox'  checked><label for='section-ec30782c-513a-4a4c-8fa3-0f49db4ce10f' class='xr-section-summary' >Attributes: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>crs :</span></dt><dd>EPSG:32648</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div></li></ul></div></div>"
+       "             dtype=&#x27;float64&#x27;, name=&#x27;x&#x27;, length=9902))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-af0a92af-d36b-4090-97db-d8f5c2771b1a' class='xr-section-summary-in' type='checkbox'  checked><label for='section-af0a92af-d36b-4090-97db-d8f5c2771b1a' class='xr-section-summary' >Attributes: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>crs :</span></dt><dd>EPSG:32648</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div></li></ul></div></div>"
       ],
       "text/plain": [
        "<xarray.Dataset> Size: 23GB\n",
@@ -4632,21 +4366,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": null,
    "id": "2e955884-d4af-422d-a8e6-d436199540e0",
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Best Parameters: {'classifier__criterion': 'gini', 'classifier__max_depth': 15, 'classifier__n_estimators': 100}\n",
-      "Accuracy: 89.0 %\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Huấn luyện mô hình\n",
     "grid_search = train_with_rf(X_train, X_val, y_train, y_val)"
@@ -4654,20 +4379,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": null,
    "id": "b2a1e42c-cf1b-4d82-a6af-b06e3496918f",
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Accuracy for test data 89.0 %\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# kiểm tra độ chính xác với tập test\n",
     "y_pred_test = grid_search.predict(X_test)\n",
@@ -4677,20 +4394,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": null,
    "id": "f1a14379-ed6e-4897-9ca4-2669743fab40",
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Done!\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Lưu mô hình huấn luyện\n",
     "save_model(\"model_odc.joblib\", grid_search)"
@@ -4698,7 +4407,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": null,
    "id": "33dd516d-9824-499e-96b9-5cd9224c194c",
    "metadata": {
     "tags": []
diff --git a/train/ST_training data_updated_1130points_new.dbf b/train/ST_training data_updated_1130points_new.dbf
new file mode 100644
index 0000000..d58063b
Binary files /dev/null and b/train/ST_training data_updated_1130points_new.dbf differ
diff --git a/train/ST_training data_updated_1130points_new.prj b/train/ST_training data_updated_1130points_new.prj
new file mode 100644
index 0000000..0202b8e
--- /dev/null
+++ b/train/ST_training data_updated_1130points_new.prj	
@@ -0,0 +1 @@
+PROJCS["WGS_1984_UTM_Zone_48N",GEOGCS["GCS_WGS_1984",DATUM["D_WGS_1984",SPHEROID["WGS_1984",6378137,298.257223563]],PRIMEM["Greenwich",0],UNIT["Degree",0.017453292519943295]],PROJECTION["Transverse_Mercator"],PARAMETER["latitude_of_origin",0],PARAMETER["central_meridian",105],PARAMETER["scale_factor",0.9996],PARAMETER["false_easting",500000],PARAMETER["false_northing",0],UNIT["Meter",1]]
\ No newline at end of file
diff --git a/train/ST_training data_updated_1130points_new.qml b/train/ST_training data_updated_1130points_new.qml
new file mode 100644
index 0000000..6bda571
--- /dev/null
+++ b/train/ST_training data_updated_1130points_new.qml	
@@ -0,0 +1,835 @@
+<!DOCTYPE qgis PUBLIC 'http://mrcc.com/qgis.dtd' 'SYSTEM'>
+<qgis simplifyLocal="1" labelsEnabled="0" simplifyMaxScale="1" symbologyReferenceScale="-1" simplifyDrawingHints="0" readOnly="0" version="3.30.0-'s-Hertogenbosch" styleCategories="AllStyleCategories" minScale="100000000" hasScaleBasedVisibilityFlag="0" simplifyAlgorithm="0" simplifyDrawingTol="1" maxScale="0">
+  <flags>
+    <Identifiable>1</Identifiable>
+    <Removable>1</Removable>
+    <Searchable>1</Searchable>
+    <Private>0</Private>
+  </flags>
+  <temporal durationUnit="min" startField="" startExpression="" enabled="0" mode="0" endField="" limitMode="0" endExpression="" durationField="" fixedDuration="0" accumulate="0">
+    <fixedRange>
+      <start></start>
+      <end></end>
+    </fixedRange>
+  </temporal>
+  <elevation zoffset="0" clamping="Terrain" zscale="1" type="IndividualFeatures" extrusionEnabled="0" showMarkerSymbolInSurfacePlots="0" respectLayerSymbol="1" extrusion="0" symbology="Line" binding="Centroid">
+    <data-defined-properties>
+      <Option type="Map">
+        <Option name="name" type="QString" value=""/>
+        <Option name="properties"/>
+        <Option name="type" type="QString" value="collection"/>
+      </Option>
+    </data-defined-properties>
+    <profileLineSymbol>
+      <symbol alpha="1" name="" type="line" is_animated="0" force_rhr="0" frame_rate="10" clip_to_extent="1">
+        <data_defined_properties>
+          <Option type="Map">
+            <Option name="name" type="QString" value=""/>
+            <Option name="properties"/>
+            <Option name="type" type="QString" value="collection"/>
+          </Option>
+        </data_defined_properties>
+        <layer class="SimpleLine" locked="0" pass="0" enabled="1" id="{4823d26e-1862-4571-b95a-700950c67ef2}">
+          <Option type="Map">
+            <Option name="align_dash_pattern" type="QString" value="0"/>
+            <Option name="capstyle" type="QString" value="square"/>
+            <Option name="customdash" type="QString" value="5;2"/>
+            <Option name="customdash_map_unit_scale" type="QString" value="3x:0,0,0,0,0,0"/>
+            <Option name="customdash_unit" type="QString" value="MM"/>
+            <Option name="dash_pattern_offset" type="QString" value="0"/>
+            <Option name="dash_pattern_offset_map_unit_scale" type="QString" value="3x:0,0,0,0,0,0"/>
+            <Option name="dash_pattern_offset_unit" type="QString" value="MM"/>
+            <Option name="draw_inside_polygon" type="QString" value="0"/>
+            <Option name="joinstyle" type="QString" value="bevel"/>
+            <Option name="line_color" type="QString" value="213,180,60,255"/>
+            <Option name="line_style" type="QString" value="solid"/>
+            <Option name="line_width" type="QString" value="0.6"/>
+            <Option name="line_width_unit" type="QString" value="MM"/>
+            <Option name="offset" type="QString" value="0"/>
+            <Option name="offset_map_unit_scale" type="QString" value="3x:0,0,0,0,0,0"/>
+            <Option name="offset_unit" type="QString" value="MM"/>
+            <Option name="ring_filter" type="QString" value="0"/>
+            <Option name="trim_distance_end" type="QString" value="0"/>
+            <Option name="trim_distance_end_map_unit_scale" type="QString" value="3x:0,0,0,0,0,0"/>
+            <Option name="trim_distance_end_unit" type="QString" value="MM"/>
+            <Option name="trim_distance_start" type="QString" value="0"/>
+            <Option name="trim_distance_start_map_unit_scale" type="QString" value="3x:0,0,0,0,0,0"/>
+            <Option name="trim_distance_start_unit" type="QString" value="MM"/>
+            <Option name="tweak_dash_pattern_on_corners" type="QString" value="0"/>
+            <Option name="use_custom_dash" type="QString" value="0"/>
+            <Option name="width_map_unit_scale" type="QString" value="3x:0,0,0,0,0,0"/>
+          </Option>
+          <data_defined_properties>
+            <Option type="Map">
+              <Option name="name" type="QString" value=""/>
+              <Option name="properties"/>
+              <Option name="type" type="QString" value="collection"/>
+            </Option>
+          </data_defined_properties>
+        </layer>
+      </symbol>
+    </profileLineSymbol>
+    <profileFillSymbol>
+      <symbol alpha="1" name="" type="fill" is_animated="0" force_rhr="0" frame_rate="10" clip_to_extent="1">
+        <data_defined_properties>
+          <Option type="Map">
+            <Option name="name" type="QString" value=""/>
+            <Option name="properties"/>
+            <Option name="type" type="QString" value="collection"/>
+          </Option>
+        </data_defined_properties>
+        <layer class="SimpleFill" locked="0" pass="0" enabled="1" id="{e14e2a41-3f73-4ada-ae93-be42049e0fc8}">
+          <Option type="Map">
+            <Option name="border_width_map_unit_scale" type="QString" value="3x:0,0,0,0,0,0"/>
+            <Option name="color" type="QString" value="213,180,60,255"/>
+            <Option name="joinstyle" type="QString" value="bevel"/>
+            <Option name="offset" type="QString" value="0,0"/>
+            <Option name="offset_map_unit_scale" type="QString" value="3x:0,0,0,0,0,0"/>
+            <Option name="offset_unit" type="QString" value="MM"/>
+            <Option name="outline_color" type="QString" value="152,129,43,255"/>
+            <Option name="outline_style" type="QString" value="solid"/>
+            <Option name="outline_width" type="QString" value="0.2"/>
+            <Option name="outline_width_unit" type="QString" value="MM"/>
+            <Option name="style" type="QString" value="solid"/>
+          </Option>
+          <data_defined_properties>
+            <Option type="Map">
+              <Option name="name" type="QString" value=""/>
+              <Option name="properties"/>
+              <Option name="type" type="QString" value="collection"/>
+            </Option>
+          </data_defined_properties>
+        </layer>
+      </symbol>
+    </profileFillSymbol>
+    <profileMarkerSymbol>
+      <symbol alpha="1" name="" type="marker" is_animated="0" force_rhr="0" frame_rate="10" clip_to_extent="1">
+        <data_defined_properties>
+          <Option type="Map">
+            <Option name="name" type="QString" value=""/>
+            <Option name="properties"/>
+            <Option name="type" type="QString" value="collection"/>
+          </Option>
+        </data_defined_properties>
+        <layer class="SimpleMarker" locked="0" pass="0" enabled="1" id="{dac44936-adba-4f10-96ad-7fd6e313a662}">
+          <Option type="Map">
+            <Option name="angle" type="QString" value="0"/>
+            <Option name="cap_style" type="QString" value="square"/>
+            <Option name="color" type="QString" value="213,180,60,255"/>
+            <Option name="horizontal_anchor_point" type="QString" value="1"/>
+            <Option name="joinstyle" type="QString" value="bevel"/>
+            <Option name="name" type="QString" value="diamond"/>
+            <Option name="offset" type="QString" value="0,0"/>
+            <Option name="offset_map_unit_scale" type="QString" value="3x:0,0,0,0,0,0"/>
+            <Option name="offset_unit" type="QString" value="MM"/>
+            <Option name="outline_color" type="QString" value="152,129,43,255"/>
+            <Option name="outline_style" type="QString" value="solid"/>
+            <Option name="outline_width" type="QString" value="0.2"/>
+            <Option name="outline_width_map_unit_scale" type="QString" value="3x:0,0,0,0,0,0"/>
+            <Option name="outline_width_unit" type="QString" value="MM"/>
+            <Option name="scale_method" type="QString" value="diameter"/>
+            <Option name="size" type="QString" value="3"/>
+            <Option name="size_map_unit_scale" type="QString" value="3x:0,0,0,0,0,0"/>
+            <Option name="size_unit" type="QString" value="MM"/>
+            <Option name="vertical_anchor_point" type="QString" value="1"/>
+          </Option>
+          <data_defined_properties>
+            <Option type="Map">
+              <Option name="name" type="QString" value=""/>
+              <Option name="properties"/>
+              <Option name="type" type="QString" value="collection"/>
+            </Option>
+          </data_defined_properties>
+        </layer>
+      </symbol>
+    </profileMarkerSymbol>
+  </elevation>
+  <renderer-v2 symbollevels="0" type="categorizedSymbol" referencescale="-1" forceraster="0" attr="HT_code" enableorderby="0">
+    <categories>
+      <category type="long" label="1 - Lua tom" symbol="0" render="true" value="1"/>
+      <category type="long" label="2 - Lua 2 vu" symbol="1" render="true" value="2"/>
+      <category type="long" label="3 - Lua 3 vu" symbol="2" render="true" value="3"/>
+      <category type="long" label="4 - Cay hang nam" symbol="3" render="true" value="4"/>
+      <category type="long" label="5 - Cay lau nam" symbol="4" render="true" value="5"/>
+      <category type="long" label="6 - TS" symbol="5" render="true" value="6"/>
+      <category type="long" label="7 - Song rach" symbol="6" render="true" value="7"/>
+      <category type="long" label="8 - Dat xay dung" symbol="7" render="true" value="8"/>
+      <category type="long" label="9 - Rung" symbol="8" render="true" value="9"/>
+      <category type="string" label="" symbol="9" render="true" value=""/>
+    </categories>
+    <symbols>
+      <symbol alpha="1" name="0" type="marker" is_animated="0" force_rhr="0" frame_rate="10" clip_to_extent="1">
+        <data_defined_properties>
+          <Option type="Map">
+            <Option name="name" type="QString" value=""/>
+            <Option name="properties"/>
+            <Option name="type" type="QString" value="collection"/>
+          </Option>
+        </data_defined_properties>
+        <layer class="SimpleMarker" locked="0" pass="0" enabled="1" id="{0eba47fb-4130-4afe-b08f-be065656540b}">
+          <Option type="Map">
+            <Option name="angle" type="QString" value="0"/>
+            <Option name="cap_style" type="QString" value="square"/>
+            <Option name="color" type="QString" value="108,101,225,255"/>
+            <Option name="horizontal_anchor_point" type="QString" value="1"/>
+            <Option name="joinstyle" type="QString" value="bevel"/>
+            <Option name="name" type="QString" value="circle"/>
+            <Option name="offset" type="QString" value="0,0"/>
+            <Option name="offset_map_unit_scale" type="QString" value="3x:0,0,0,0,0,0"/>
+            <Option name="offset_unit" type="QString" value="MM"/>
+            <Option name="outline_color" type="QString" value="35,35,35,255"/>
+            <Option name="outline_style" type="QString" value="solid"/>
+            <Option name="outline_width" type="QString" value="0"/>
+            <Option name="outline_width_map_unit_scale" type="QString" value="3x:0,0,0,0,0,0"/>
+            <Option name="outline_width_unit" type="QString" value="MM"/>
+            <Option name="scale_method" type="QString" value="diameter"/>
+            <Option name="size" type="QString" value="2"/>
+            <Option name="size_map_unit_scale" type="QString" value="3x:0,0,0,0,0,0"/>
+            <Option name="size_unit" type="QString" value="MM"/>
+            <Option name="vertical_anchor_point" type="QString" value="1"/>
+          </Option>
+          <data_defined_properties>
+            <Option type="Map">
+              <Option name="name" type="QString" value=""/>
+              <Option name="properties"/>
+              <Option name="type" type="QString" value="collection"/>
+            </Option>
+          </data_defined_properties>
+        </layer>
+      </symbol>
+      <symbol alpha="1" name="1" type="marker" is_animated="0" force_rhr="0" frame_rate="10" clip_to_extent="1">
+        <data_defined_properties>
+          <Option type="Map">
+            <Option name="name" type="QString" value=""/>
+            <Option name="properties"/>
+            <Option name="type" type="QString" value="collection"/>
+          </Option>
+        </data_defined_properties>
+        <layer class="SimpleMarker" locked="0" pass="0" enabled="1" id="{0eba47fb-4130-4afe-b08f-be065656540b}">
+          <Option type="Map">
+            <Option name="angle" type="QString" value="0"/>
+            <Option name="cap_style" type="QString" value="square"/>
+            <Option name="color" type="QString" value="100,233,133,255"/>
+            <Option name="horizontal_anchor_point" type="QString" value="1"/>
+            <Option name="joinstyle" type="QString" value="bevel"/>
+            <Option name="name" type="QString" value="circle"/>
+            <Option name="offset" type="QString" value="0,0"/>
+            <Option name="offset_map_unit_scale" type="QString" value="3x:0,0,0,0,0,0"/>
+            <Option name="offset_unit" type="QString" value="MM"/>
+            <Option name="outline_color" type="QString" value="35,35,35,255"/>
+            <Option name="outline_style" type="QString" value="solid"/>
+            <Option name="outline_width" type="QString" value="0"/>
+            <Option name="outline_width_map_unit_scale" type="QString" value="3x:0,0,0,0,0,0"/>
+            <Option name="outline_width_unit" type="QString" value="MM"/>
+            <Option name="scale_method" type="QString" value="diameter"/>
+            <Option name="size" type="QString" value="2"/>
+            <Option name="size_map_unit_scale" type="QString" value="3x:0,0,0,0,0,0"/>
+            <Option name="size_unit" type="QString" value="MM"/>
+            <Option name="vertical_anchor_point" type="QString" value="1"/>
+          </Option>
+          <data_defined_properties>
+            <Option type="Map">
+              <Option name="name" type="QString" value=""/>
+              <Option name="properties"/>
+              <Option name="type" type="QString" value="collection"/>
+            </Option>
+          </data_defined_properties>
+        </layer>
+      </symbol>
+      <symbol alpha="1" name="2" type="marker" is_animated="0" force_rhr="0" frame_rate="10" clip_to_extent="1">
+        <data_defined_properties>
+          <Option type="Map">
+            <Option name="name" type="QString" value=""/>
+            <Option name="properties"/>
+            <Option name="type" type="QString" value="collection"/>
+          </Option>
+        </data_defined_properties>
+        <layer class="SimpleMarker" locked="0" pass="0" enabled="1" id="{0eba47fb-4130-4afe-b08f-be065656540b}">
+          <Option type="Map">
+            <Option name="angle" type="QString" value="0"/>
+            <Option name="cap_style" type="QString" value="square"/>
+            <Option name="color" type="QString" value="214,61,87,255"/>
+            <Option name="horizontal_anchor_point" type="QString" value="1"/>
+            <Option name="joinstyle" type="QString" value="bevel"/>
+            <Option name="name" type="QString" value="circle"/>
+            <Option name="offset" type="QString" value="0,0"/>
+            <Option name="offset_map_unit_scale" type="QString" value="3x:0,0,0,0,0,0"/>
+            <Option name="offset_unit" type="QString" value="MM"/>
+            <Option name="outline_color" type="QString" value="35,35,35,255"/>
+            <Option name="outline_style" type="QString" value="solid"/>
+            <Option name="outline_width" type="QString" value="0"/>
+            <Option name="outline_width_map_unit_scale" type="QString" value="3x:0,0,0,0,0,0"/>
+            <Option name="outline_width_unit" type="QString" value="MM"/>
+            <Option name="scale_method" type="QString" value="diameter"/>
+            <Option name="size" type="QString" value="2"/>
+            <Option name="size_map_unit_scale" type="QString" value="3x:0,0,0,0,0,0"/>
+            <Option name="size_unit" type="QString" value="MM"/>
+            <Option name="vertical_anchor_point" type="QString" value="1"/>
+          </Option>
+          <data_defined_properties>
+            <Option type="Map">
+              <Option name="name" type="QString" value=""/>
+              <Option name="properties"/>
+              <Option name="type" type="QString" value="collection"/>
+            </Option>
+          </data_defined_properties>
+        </layer>
+      </symbol>
+      <symbol alpha="1" name="3" type="marker" is_animated="0" force_rhr="0" frame_rate="10" clip_to_extent="1">
+        <data_defined_properties>
+          <Option type="Map">
+            <Option name="name" type="QString" value=""/>
+            <Option name="properties"/>
+            <Option name="type" type="QString" value="collection"/>
+          </Option>
+        </data_defined_properties>
+        <layer class="SimpleMarker" locked="0" pass="0" enabled="1" id="{0eba47fb-4130-4afe-b08f-be065656540b}">
+          <Option type="Map">
+            <Option name="angle" type="QString" value="0"/>
+            <Option name="cap_style" type="QString" value="square"/>
+            <Option name="color" type="QString" value="18,125,213,255"/>
+            <Option name="horizontal_anchor_point" type="QString" value="1"/>
+            <Option name="joinstyle" type="QString" value="bevel"/>
+            <Option name="name" type="QString" value="circle"/>
+            <Option name="offset" type="QString" value="0,0"/>
+            <Option name="offset_map_unit_scale" type="QString" value="3x:0,0,0,0,0,0"/>
+            <Option name="offset_unit" type="QString" value="MM"/>
+            <Option name="outline_color" type="QString" value="35,35,35,255"/>
+            <Option name="outline_style" type="QString" value="solid"/>
+            <Option name="outline_width" type="QString" value="0"/>
+            <Option name="outline_width_map_unit_scale" type="QString" value="3x:0,0,0,0,0,0"/>
+            <Option name="outline_width_unit" type="QString" value="MM"/>
+            <Option name="scale_method" type="QString" value="diameter"/>
+            <Option name="size" type="QString" value="2"/>
+            <Option name="size_map_unit_scale" type="QString" value="3x:0,0,0,0,0,0"/>
+            <Option name="size_unit" type="QString" value="MM"/>
+            <Option name="vertical_anchor_point" type="QString" value="1"/>
+          </Option>
+          <data_defined_properties>
+            <Option type="Map">
+              <Option name="name" type="QString" value=""/>
+              <Option name="properties"/>
+              <Option name="type" type="QString" value="collection"/>
+            </Option>
+          </data_defined_properties>
+        </layer>
+      </symbol>
+      <symbol alpha="1" name="4" type="marker" is_animated="0" force_rhr="0" frame_rate="10" clip_to_extent="1">
+        <data_defined_properties>
+          <Option type="Map">
+            <Option name="name" type="QString" value=""/>
+            <Option name="properties"/>
+            <Option name="type" type="QString" value="collection"/>
+          </Option>
+        </data_defined_properties>
+        <layer class="SimpleMarker" locked="0" pass="0" enabled="1" id="{0eba47fb-4130-4afe-b08f-be065656540b}">
+          <Option type="Map">
+            <Option name="angle" type="QString" value="0"/>
+            <Option name="cap_style" type="QString" value="square"/>
+            <Option name="color" type="QString" value="199,140,233,255"/>
+            <Option name="horizontal_anchor_point" type="QString" value="1"/>
+            <Option name="joinstyle" type="QString" value="bevel"/>
+            <Option name="name" type="QString" value="circle"/>
+            <Option name="offset" type="QString" value="0,0"/>
+            <Option name="offset_map_unit_scale" type="QString" value="3x:0,0,0,0,0,0"/>
+            <Option name="offset_unit" type="QString" value="MM"/>
+            <Option name="outline_color" type="QString" value="35,35,35,255"/>
+            <Option name="outline_style" type="QString" value="solid"/>
+            <Option name="outline_width" type="QString" value="0"/>
+            <Option name="outline_width_map_unit_scale" type="QString" value="3x:0,0,0,0,0,0"/>
+            <Option name="outline_width_unit" type="QString" value="MM"/>
+            <Option name="scale_method" type="QString" value="diameter"/>
+            <Option name="size" type="QString" value="2"/>
+            <Option name="size_map_unit_scale" type="QString" value="3x:0,0,0,0,0,0"/>
+            <Option name="size_unit" type="QString" value="MM"/>
+            <Option name="vertical_anchor_point" type="QString" value="1"/>
+          </Option>
+          <data_defined_properties>
+            <Option type="Map">
+              <Option name="name" type="QString" value=""/>
+              <Option name="properties"/>
+              <Option name="type" type="QString" value="collection"/>
+            </Option>
+          </data_defined_properties>
+        </layer>
+      </symbol>
+      <symbol alpha="1" name="5" type="marker" is_animated="0" force_rhr="0" frame_rate="10" clip_to_extent="1">
+        <data_defined_properties>
+          <Option type="Map">
+            <Option name="name" type="QString" value=""/>
+            <Option name="properties"/>
+            <Option name="type" type="QString" value="collection"/>
+          </Option>
+        </data_defined_properties>
+        <layer class="SimpleMarker" locked="0" pass="0" enabled="1" id="{0eba47fb-4130-4afe-b08f-be065656540b}">
+          <Option type="Map">
+            <Option name="angle" type="QString" value="0"/>
+            <Option name="cap_style" type="QString" value="square"/>
+            <Option name="color" type="QString" value="237,104,206,255"/>
+            <Option name="horizontal_anchor_point" type="QString" value="1"/>
+            <Option name="joinstyle" type="QString" value="bevel"/>
+            <Option name="name" type="QString" value="circle"/>
+            <Option name="offset" type="QString" value="0,0"/>
+            <Option name="offset_map_unit_scale" type="QString" value="3x:0,0,0,0,0,0"/>
+            <Option name="offset_unit" type="QString" value="MM"/>
+            <Option name="outline_color" type="QString" value="35,35,35,255"/>
+            <Option name="outline_style" type="QString" value="solid"/>
+            <Option name="outline_width" type="QString" value="0"/>
+            <Option name="outline_width_map_unit_scale" type="QString" value="3x:0,0,0,0,0,0"/>
+            <Option name="outline_width_unit" type="QString" value="MM"/>
+            <Option name="scale_method" type="QString" value="diameter"/>
+            <Option name="size" type="QString" value="2"/>
+            <Option name="size_map_unit_scale" type="QString" value="3x:0,0,0,0,0,0"/>
+            <Option name="size_unit" type="QString" value="MM"/>
+            <Option name="vertical_anchor_point" type="QString" value="1"/>
+          </Option>
+          <data_defined_properties>
+            <Option type="Map">
+              <Option name="name" type="QString" value=""/>
+              <Option name="properties"/>
+              <Option name="type" type="QString" value="collection"/>
+            </Option>
+          </data_defined_properties>
+        </layer>
+      </symbol>
+      <symbol alpha="1" name="6" type="marker" is_animated="0" force_rhr="0" frame_rate="10" clip_to_extent="1">
+        <data_defined_properties>
+          <Option type="Map">
+            <Option name="name" type="QString" value=""/>
+            <Option name="properties"/>
+            <Option name="type" type="QString" value="collection"/>
+          </Option>
+        </data_defined_properties>
+        <layer class="SimpleMarker" locked="0" pass="0" enabled="1" id="{0eba47fb-4130-4afe-b08f-be065656540b}">
+          <Option type="Map">
+            <Option name="angle" type="QString" value="0"/>
+            <Option name="cap_style" type="QString" value="square"/>
+            <Option name="color" type="QString" value="225,231,108,255"/>
+            <Option name="horizontal_anchor_point" type="QString" value="1"/>
+            <Option name="joinstyle" type="QString" value="bevel"/>
+            <Option name="name" type="QString" value="circle"/>
+            <Option name="offset" type="QString" value="0,0"/>
+            <Option name="offset_map_unit_scale" type="QString" value="3x:0,0,0,0,0,0"/>
+            <Option name="offset_unit" type="QString" value="MM"/>
+            <Option name="outline_color" type="QString" value="35,35,35,255"/>
+            <Option name="outline_style" type="QString" value="solid"/>
+            <Option name="outline_width" type="QString" value="0"/>
+            <Option name="outline_width_map_unit_scale" type="QString" value="3x:0,0,0,0,0,0"/>
+            <Option name="outline_width_unit" type="QString" value="MM"/>
+            <Option name="scale_method" type="QString" value="diameter"/>
+            <Option name="size" type="QString" value="2"/>
+            <Option name="size_map_unit_scale" type="QString" value="3x:0,0,0,0,0,0"/>
+            <Option name="size_unit" type="QString" value="MM"/>
+            <Option name="vertical_anchor_point" type="QString" value="1"/>
+          </Option>
+          <data_defined_properties>
+            <Option type="Map">
+              <Option name="name" type="QString" value=""/>
+              <Option name="properties"/>
+              <Option name="type" type="QString" value="collection"/>
+            </Option>
+          </data_defined_properties>
+        </layer>
+      </symbol>
+      <symbol alpha="1" name="7" type="marker" is_animated="0" force_rhr="0" frame_rate="10" clip_to_extent="1">
+        <data_defined_properties>
+          <Option type="Map">
+            <Option name="name" type="QString" value=""/>
+            <Option name="properties"/>
+            <Option name="type" type="QString" value="collection"/>
+          </Option>
+        </data_defined_properties>
+        <layer class="SimpleMarker" locked="0" pass="0" enabled="1" id="{0eba47fb-4130-4afe-b08f-be065656540b}">
+          <Option type="Map">
+            <Option name="angle" type="QString" value="0"/>
+            <Option name="cap_style" type="QString" value="square"/>
+            <Option name="color" type="QString" value="84,213,14,255"/>
+            <Option name="horizontal_anchor_point" type="QString" value="1"/>
+            <Option name="joinstyle" type="QString" value="bevel"/>
+            <Option name="name" type="QString" value="circle"/>
+            <Option name="offset" type="QString" value="0,0"/>
+            <Option name="offset_map_unit_scale" type="QString" value="3x:0,0,0,0,0,0"/>
+            <Option name="offset_unit" type="QString" value="MM"/>
+            <Option name="outline_color" type="QString" value="35,35,35,255"/>
+            <Option name="outline_style" type="QString" value="solid"/>
+            <Option name="outline_width" type="QString" value="0"/>
+            <Option name="outline_width_map_unit_scale" type="QString" value="3x:0,0,0,0,0,0"/>
+            <Option name="outline_width_unit" type="QString" value="MM"/>
+            <Option name="scale_method" type="QString" value="diameter"/>
+            <Option name="size" type="QString" value="2"/>
+            <Option name="size_map_unit_scale" type="QString" value="3x:0,0,0,0,0,0"/>
+            <Option name="size_unit" type="QString" value="MM"/>
+            <Option name="vertical_anchor_point" type="QString" value="1"/>
+          </Option>
+          <data_defined_properties>
+            <Option type="Map">
+              <Option name="name" type="QString" value=""/>
+              <Option name="properties"/>
+              <Option name="type" type="QString" value="collection"/>
+            </Option>
+          </data_defined_properties>
+        </layer>
+      </symbol>
+      <symbol alpha="1" name="8" type="marker" is_animated="0" force_rhr="0" frame_rate="10" clip_to_extent="1">
+        <data_defined_properties>
+          <Option type="Map">
+            <Option name="name" type="QString" value=""/>
+            <Option name="properties"/>
+            <Option name="type" type="QString" value="collection"/>
+          </Option>
+        </data_defined_properties>
+        <layer class="SimpleMarker" locked="0" pass="0" enabled="1" id="{0eba47fb-4130-4afe-b08f-be065656540b}">
+          <Option type="Map">
+            <Option name="angle" type="QString" value="0"/>
+            <Option name="cap_style" type="QString" value="square"/>
+            <Option name="color" type="QString" value="50,208,184,255"/>
+            <Option name="horizontal_anchor_point" type="QString" value="1"/>
+            <Option name="joinstyle" type="QString" value="bevel"/>
+            <Option name="name" type="QString" value="circle"/>
+            <Option name="offset" type="QString" value="0,0"/>
+            <Option name="offset_map_unit_scale" type="QString" value="3x:0,0,0,0,0,0"/>
+            <Option name="offset_unit" type="QString" value="MM"/>
+            <Option name="outline_color" type="QString" value="35,35,35,255"/>
+            <Option name="outline_style" type="QString" value="solid"/>
+            <Option name="outline_width" type="QString" value="0"/>
+            <Option name="outline_width_map_unit_scale" type="QString" value="3x:0,0,0,0,0,0"/>
+            <Option name="outline_width_unit" type="QString" value="MM"/>
+            <Option name="scale_method" type="QString" value="diameter"/>
+            <Option name="size" type="QString" value="2"/>
+            <Option name="size_map_unit_scale" type="QString" value="3x:0,0,0,0,0,0"/>
+            <Option name="size_unit" type="QString" value="MM"/>
+            <Option name="vertical_anchor_point" type="QString" value="1"/>
+          </Option>
+          <data_defined_properties>
+            <Option type="Map">
+              <Option name="name" type="QString" value=""/>
+              <Option name="properties"/>
+              <Option name="type" type="QString" value="collection"/>
+            </Option>
+          </data_defined_properties>
+        </layer>
+      </symbol>
+      <symbol alpha="1" name="9" type="marker" is_animated="0" force_rhr="0" frame_rate="10" clip_to_extent="1">
+        <data_defined_properties>
+          <Option type="Map">
+            <Option name="name" type="QString" value=""/>
+            <Option name="properties"/>
+            <Option name="type" type="QString" value="collection"/>
+          </Option>
+        </data_defined_properties>
+        <layer class="SimpleMarker" locked="0" pass="0" enabled="1" id="{0eba47fb-4130-4afe-b08f-be065656540b}">
+          <Option type="Map">
+            <Option name="angle" type="QString" value="0"/>
+            <Option name="cap_style" type="QString" value="square"/>
+            <Option name="color" type="QString" value="213,44,75,255"/>
+            <Option name="horizontal_anchor_point" type="QString" value="1"/>
+            <Option name="joinstyle" type="QString" value="bevel"/>
+            <Option name="name" type="QString" value="circle"/>
+            <Option name="offset" type="QString" value="0,0"/>
+            <Option name="offset_map_unit_scale" type="QString" value="3x:0,0,0,0,0,0"/>
+            <Option name="offset_unit" type="QString" value="MM"/>
+            <Option name="outline_color" type="QString" value="35,35,35,255"/>
+            <Option name="outline_style" type="QString" value="solid"/>
+            <Option name="outline_width" type="QString" value="0"/>
+            <Option name="outline_width_map_unit_scale" type="QString" value="3x:0,0,0,0,0,0"/>
+            <Option name="outline_width_unit" type="QString" value="MM"/>
+            <Option name="scale_method" type="QString" value="diameter"/>
+            <Option name="size" type="QString" value="2"/>
+            <Option name="size_map_unit_scale" type="QString" value="3x:0,0,0,0,0,0"/>
+            <Option name="size_unit" type="QString" value="MM"/>
+            <Option name="vertical_anchor_point" type="QString" value="1"/>
+          </Option>
+          <data_defined_properties>
+            <Option type="Map">
+              <Option name="name" type="QString" value=""/>
+              <Option name="properties"/>
+              <Option name="type" type="QString" value="collection"/>
+            </Option>
+          </data_defined_properties>
+        </layer>
+      </symbol>
+    </symbols>
+    <source-symbol>
+      <symbol alpha="1" name="0" type="marker" is_animated="0" force_rhr="0" frame_rate="10" clip_to_extent="1">
+        <data_defined_properties>
+          <Option type="Map">
+            <Option name="name" type="QString" value=""/>
+            <Option name="properties"/>
+            <Option name="type" type="QString" value="collection"/>
+          </Option>
+        </data_defined_properties>
+        <layer class="SimpleMarker" locked="0" pass="0" enabled="1" id="{0eba47fb-4130-4afe-b08f-be065656540b}">
+          <Option type="Map">
+            <Option name="angle" type="QString" value="0"/>
+            <Option name="cap_style" type="QString" value="square"/>
+            <Option name="color" type="QString" value="69,237,206,255"/>
+            <Option name="horizontal_anchor_point" type="QString" value="1"/>
+            <Option name="joinstyle" type="QString" value="bevel"/>
+            <Option name="name" type="QString" value="circle"/>
+            <Option name="offset" type="QString" value="0,0"/>
+            <Option name="offset_map_unit_scale" type="QString" value="3x:0,0,0,0,0,0"/>
+            <Option name="offset_unit" type="QString" value="MM"/>
+            <Option name="outline_color" type="QString" value="35,35,35,255"/>
+            <Option name="outline_style" type="QString" value="solid"/>
+            <Option name="outline_width" type="QString" value="0"/>
+            <Option name="outline_width_map_unit_scale" type="QString" value="3x:0,0,0,0,0,0"/>
+            <Option name="outline_width_unit" type="QString" value="MM"/>
+            <Option name="scale_method" type="QString" value="diameter"/>
+            <Option name="size" type="QString" value="2"/>
+            <Option name="size_map_unit_scale" type="QString" value="3x:0,0,0,0,0,0"/>
+            <Option name="size_unit" type="QString" value="MM"/>
+            <Option name="vertical_anchor_point" type="QString" value="1"/>
+          </Option>
+          <data_defined_properties>
+            <Option type="Map">
+              <Option name="name" type="QString" value=""/>
+              <Option name="properties"/>
+              <Option name="type" type="QString" value="collection"/>
+            </Option>
+          </data_defined_properties>
+        </layer>
+      </symbol>
+    </source-symbol>
+    <rotation/>
+    <sizescale/>
+  </renderer-v2>
+  <customproperties>
+    <Option type="Map">
+      <Option name="dualview/previewExpressions" type="List">
+        <Option type="QString" value="&quot;No&quot;"/>
+      </Option>
+      <Option name="embeddedWidgets/count" type="int" value="0"/>
+      <Option name="variableNames"/>
+      <Option name="variableValues"/>
+    </Option>
+  </customproperties>
+  <blendMode>0</blendMode>
+  <featureBlendMode>0</featureBlendMode>
+  <layerOpacity>1</layerOpacity>
+  <SingleCategoryDiagramRenderer attributeLegend="1" diagramType="Histogram">
+    <DiagramCategory lineSizeScale="3x:0,0,0,0,0,0" penAlpha="255" minScaleDenominator="0" scaleBasedVisibility="0" spacing="5" lineSizeType="MM" scaleDependency="Area" opacity="1" backgroundColor="#ffffff" height="15" diagramOrientation="Up" barWidth="5" width="15" maxScaleDenominator="1e+08" sizeScale="3x:0,0,0,0,0,0" labelPlacementMethod="XHeight" backgroundAlpha="255" rotationOffset="270" enabled="0" penColor="#000000" minimumSize="0" sizeType="MM" direction="0" spacingUnitScale="3x:0,0,0,0,0,0" spacingUnit="MM" showAxis="1" penWidth="0">
+      <fontProperties description="MS Shell Dlg 2,8.25,-1,5,50,0,0,0,0,0" strikethrough="0" italic="0" underline="0" style="" bold="0"/>
+      <attribute color="#000000" label="" colorOpacity="1" field=""/>
+      <axisSymbol>
+        <symbol alpha="1" name="" type="line" is_animated="0" force_rhr="0" frame_rate="10" clip_to_extent="1">
+          <data_defined_properties>
+            <Option type="Map">
+              <Option name="name" type="QString" value=""/>
+              <Option name="properties"/>
+              <Option name="type" type="QString" value="collection"/>
+            </Option>
+          </data_defined_properties>
+          <layer class="SimpleLine" locked="0" pass="0" enabled="1" id="{2b5bc07c-e6a7-41b4-bf16-35cf42f3de0b}">
+            <Option type="Map">
+              <Option name="align_dash_pattern" type="QString" value="0"/>
+              <Option name="capstyle" type="QString" value="square"/>
+              <Option name="customdash" type="QString" value="5;2"/>
+              <Option name="customdash_map_unit_scale" type="QString" value="3x:0,0,0,0,0,0"/>
+              <Option name="customdash_unit" type="QString" value="MM"/>
+              <Option name="dash_pattern_offset" type="QString" value="0"/>
+              <Option name="dash_pattern_offset_map_unit_scale" type="QString" value="3x:0,0,0,0,0,0"/>
+              <Option name="dash_pattern_offset_unit" type="QString" value="MM"/>
+              <Option name="draw_inside_polygon" type="QString" value="0"/>
+              <Option name="joinstyle" type="QString" value="bevel"/>
+              <Option name="line_color" type="QString" value="35,35,35,255"/>
+              <Option name="line_style" type="QString" value="solid"/>
+              <Option name="line_width" type="QString" value="0.26"/>
+              <Option name="line_width_unit" type="QString" value="MM"/>
+              <Option name="offset" type="QString" value="0"/>
+              <Option name="offset_map_unit_scale" type="QString" value="3x:0,0,0,0,0,0"/>
+              <Option name="offset_unit" type="QString" value="MM"/>
+              <Option name="ring_filter" type="QString" value="0"/>
+              <Option name="trim_distance_end" type="QString" value="0"/>
+              <Option name="trim_distance_end_map_unit_scale" type="QString" value="3x:0,0,0,0,0,0"/>
+              <Option name="trim_distance_end_unit" type="QString" value="MM"/>
+              <Option name="trim_distance_start" type="QString" value="0"/>
+              <Option name="trim_distance_start_map_unit_scale" type="QString" value="3x:0,0,0,0,0,0"/>
+              <Option name="trim_distance_start_unit" type="QString" value="MM"/>
+              <Option name="tweak_dash_pattern_on_corners" type="QString" value="0"/>
+              <Option name="use_custom_dash" type="QString" value="0"/>
+              <Option name="width_map_unit_scale" type="QString" value="3x:0,0,0,0,0,0"/>
+            </Option>
+            <data_defined_properties>
+              <Option type="Map">
+                <Option name="name" type="QString" value=""/>
+                <Option name="properties"/>
+                <Option name="type" type="QString" value="collection"/>
+              </Option>
+            </data_defined_properties>
+          </layer>
+        </symbol>
+      </axisSymbol>
+    </DiagramCategory>
+  </SingleCategoryDiagramRenderer>
+  <DiagramLayerSettings priority="0" placement="0" linePlacementFlags="18" showAll="1" zIndex="0" obstacle="0" dist="0">
+    <properties>
+      <Option type="Map">
+        <Option name="name" type="QString" value=""/>
+        <Option name="properties"/>
+        <Option name="type" type="QString" value="collection"/>
+      </Option>
+    </properties>
+  </DiagramLayerSettings>
+  <geometryOptions removeDuplicateNodes="0" geometryPrecision="0">
+    <activeChecks/>
+    <checkConfiguration/>
+  </geometryOptions>
+  <legend type="default-vector" showLabelLegend="0"/>
+  <referencedLayers/>
+  <fieldConfiguration>
+    <field name="No" configurationFlags="None">
+      <editWidget type="TextEdit">
+        <config>
+          <Option/>
+        </config>
+      </editWidget>
+    </field>
+    <field name="X" configurationFlags="None">
+      <editWidget type="TextEdit">
+        <config>
+          <Option/>
+        </config>
+      </editWidget>
+    </field>
+    <field name="Y" configurationFlags="None">
+      <editWidget type="TextEdit">
+        <config>
+          <Option/>
+        </config>
+      </editWidget>
+    </field>
+    <field name="LU2022" configurationFlags="None">
+      <editWidget type="TextEdit">
+        <config>
+          <Option/>
+        </config>
+      </editWidget>
+    </field>
+    <field name="Hientrang" configurationFlags="None">
+      <editWidget type="TextEdit">
+        <config>
+          <Option/>
+        </config>
+      </editWidget>
+    </field>
+    <field name="HT_code" configurationFlags="None">
+      <editWidget type="TextEdit">
+        <config>
+          <Option/>
+        </config>
+      </editWidget>
+    </field>
+  </fieldConfiguration>
+  <aliases>
+    <alias index="0" name="" field="No"/>
+    <alias index="1" name="" field="X"/>
+    <alias index="2" name="" field="Y"/>
+    <alias index="3" name="" field="LU2022"/>
+    <alias index="4" name="" field="Hientrang"/>
+    <alias index="5" name="" field="HT_code"/>
+  </aliases>
+  <splitPolicies>
+    <policy field="No" policy="Duplicate"/>
+    <policy field="X" policy="Duplicate"/>
+    <policy field="Y" policy="Duplicate"/>
+    <policy field="LU2022" policy="Duplicate"/>
+    <policy field="Hientrang" policy="Duplicate"/>
+    <policy field="HT_code" policy="Duplicate"/>
+  </splitPolicies>
+  <defaults>
+    <default applyOnUpdate="0" expression="" field="No"/>
+    <default applyOnUpdate="0" expression="" field="X"/>
+    <default applyOnUpdate="0" expression="" field="Y"/>
+    <default applyOnUpdate="0" expression="" field="LU2022"/>
+    <default applyOnUpdate="0" expression="" field="Hientrang"/>
+    <default applyOnUpdate="0" expression="" field="HT_code"/>
+  </defaults>
+  <constraints>
+    <constraint constraints="0" exp_strength="0" field="No" unique_strength="0" notnull_strength="0"/>
+    <constraint constraints="0" exp_strength="0" field="X" unique_strength="0" notnull_strength="0"/>
+    <constraint constraints="0" exp_strength="0" field="Y" unique_strength="0" notnull_strength="0"/>
+    <constraint constraints="0" exp_strength="0" field="LU2022" unique_strength="0" notnull_strength="0"/>
+    <constraint constraints="0" exp_strength="0" field="Hientrang" unique_strength="0" notnull_strength="0"/>
+    <constraint constraints="0" exp_strength="0" field="HT_code" unique_strength="0" notnull_strength="0"/>
+  </constraints>
+  <constraintExpressions>
+    <constraint exp="" desc="" field="No"/>
+    <constraint exp="" desc="" field="X"/>
+    <constraint exp="" desc="" field="Y"/>
+    <constraint exp="" desc="" field="LU2022"/>
+    <constraint exp="" desc="" field="Hientrang"/>
+    <constraint exp="" desc="" field="HT_code"/>
+  </constraintExpressions>
+  <expressionfields/>
+  <attributeactions>
+    <defaultAction key="Canvas" value="{00000000-0000-0000-0000-000000000000}"/>
+  </attributeactions>
+  <attributetableconfig sortOrder="0" actionWidgetStyle="dropDown" sortExpression="&quot;HT_code&quot;">
+    <columns>
+      <column width="-1" name="No" type="field" hidden="0"/>
+      <column width="-1" name="X" type="field" hidden="0"/>
+      <column width="-1" name="Y" type="field" hidden="0"/>
+      <column width="138" name="LU2022" type="field" hidden="0"/>
+      <column width="-1" name="Hientrang" type="field" hidden="0"/>
+      <column width="-1" name="HT_code" type="field" hidden="0"/>
+      <column width="-1" type="actions" hidden="1"/>
+    </columns>
+  </attributetableconfig>
+  <conditionalstyles>
+    <rowstyles/>
+    <fieldstyles/>
+  </conditionalstyles>
+  <storedexpressions/>
+  <editform tolerant="1"></editform>
+  <editforminit/>
+  <editforminitcodesource>0</editforminitcodesource>
+  <editforminitfilepath></editforminitfilepath>
+  <editforminitcode><![CDATA[# -*- coding: utf-8 -*-
+"""
+QGIS forms can have a Python function that is called when the form is
+opened.
+
+Use this function to add extra logic to your forms.
+
+Enter the name of the function in the "Python Init function"
+field.
+An example follows:
+"""
+from qgis.PyQt.QtWidgets import QWidget
+
+def my_form_open(dialog, layer, feature):
+    geom = feature.geometry()
+    control = dialog.findChild(QWidget, "MyLineEdit")
+]]></editforminitcode>
+  <featformsuppress>0</featformsuppress>
+  <editorlayout>generatedlayout</editorlayout>
+  <editable>
+    <field name="HT_code" editable="1"/>
+    <field name="Hientrang" editable="1"/>
+    <field name="LU2022" editable="1"/>
+    <field name="No" editable="1"/>
+    <field name="X" editable="1"/>
+    <field name="Y" editable="1"/>
+  </editable>
+  <labelOnTop>
+    <field name="HT_code" labelOnTop="0"/>
+    <field name="Hientrang" labelOnTop="0"/>
+    <field name="LU2022" labelOnTop="0"/>
+    <field name="No" labelOnTop="0"/>
+    <field name="X" labelOnTop="0"/>
+    <field name="Y" labelOnTop="0"/>
+  </labelOnTop>
+  <reuseLastValue>
+    <field reuseLastValue="0" name="HT_code"/>
+    <field reuseLastValue="0" name="Hientrang"/>
+    <field reuseLastValue="0" name="LU2022"/>
+    <field reuseLastValue="0" name="No"/>
+    <field reuseLastValue="0" name="X"/>
+    <field reuseLastValue="0" name="Y"/>
+  </reuseLastValue>
+  <dataDefinedFieldProperties/>
+  <widgets/>
+  <previewExpression>"No"</previewExpression>
+  <mapTip></mapTip>
+  <layerGeometryType>0</layerGeometryType>
+</qgis>
diff --git a/train/ST_training data_updated_1130points_new.qpj b/train/ST_training data_updated_1130points_new.qpj
new file mode 100644
index 0000000..18131bc
--- /dev/null
+++ b/train/ST_training data_updated_1130points_new.qpj	
@@ -0,0 +1 @@
+PROJCS["WGS 84 / UTM zone 48N",GEOGCS["WGS 84",DATUM["WGS_1984",SPHEROID["WGS 84",6378137,298.257223563,AUTHORITY["EPSG","7030"]],AUTHORITY["EPSG","6326"]],PRIMEM["Greenwich",0,AUTHORITY["EPSG","8901"]],UNIT["degree",0.0174532925199433,AUTHORITY["EPSG","9122"]],AUTHORITY["EPSG","4326"]],PROJECTION["Transverse_Mercator"],PARAMETER["latitude_of_origin",0],PARAMETER["central_meridian",105],PARAMETER["scale_factor",0.9996],PARAMETER["false_easting",500000],PARAMETER["false_northing",0],UNIT["metre",1,AUTHORITY["EPSG","9001"]],AXIS["Easting",EAST],AXIS["Northing",NORTH],AUTHORITY["EPSG","32648"]]
diff --git a/train/ST_training data_updated_1130points_new.shp b/train/ST_training data_updated_1130points_new.shp
new file mode 100644
index 0000000..050307b
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diff --git a/train/ST_training data_updated_1130points_new.shx b/train/ST_training data_updated_1130points_new.shx
new file mode 100644
index 0000000..18f235d
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