From 0cd5f57375b634a6a40004c37c4e2a6e41fc1ca2 Mon Sep 17 00:00:00 2001
From: nkdiemgithub <nkdiem@ctu.edu.vn>
Date: Mon, 21 Oct 2024 11:21:37 +0000
Subject: [PATCH] train samples update

---
 01.train_ODC.ipynb                            | 461 ++--------
 ...T_training data_updated_1130points_new.dbf | Bin 0 -> 478216 bytes
 ...T_training data_updated_1130points_new.prj |   1 +
 ...T_training data_updated_1130points_new.qml | 835 ++++++++++++++++++
 ...T_training data_updated_1130points_new.qpj |   1 +
 ...T_training data_updated_1130points_new.shp | Bin 0 -> 31740 bytes
 ...T_training data_updated_1130points_new.shx | Bin 0 -> 9140 bytes
 7 files changed, 922 insertions(+), 376 deletions(-)
 create mode 100644 train/ST_training data_updated_1130points_new.dbf
 create mode 100644 train/ST_training data_updated_1130points_new.prj
 create mode 100644 train/ST_training data_updated_1130points_new.qml
 create mode 100644 train/ST_training data_updated_1130points_new.qpj
 create mode 100644 train/ST_training data_updated_1130points_new.shp
 create mode 100644 train/ST_training data_updated_1130points_new.shx

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",
-       "</table></div></li><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-7c63f0bc-82a9-4f9d-bf5b-91b5ec5e1bd6' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7c63f0bc-82a9-4f9d-bf5b-91b5ec5e1bd6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bcfcdb0f-c90d-405b-a958-b4f5dc11b1dc' class='xr-var-data-in' type='checkbox'><label for='data-bcfcdb0f-c90d-405b-a958-b4f5dc11b1dc' 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",
-       "                <thead>\n",
-       "                    <tr>\n",
-       "                        <td> </td>\n",
-       "                        <th> Array </th>\n",
-       "                        <th> Chunk </th>\n",
-       "                    </tr>\n",
-       "                </thead>\n",
-       "                <tbody>\n",
-       "                    \n",
-       "                    <tr>\n",
-       "                        <th> Bytes </th>\n",
-       "                        <td> 49.43 GiB </td>\n",
-       "                        <td> 16.00 MiB </td>\n",
-       "                    </tr>\n",
-       "                    \n",
-       "                    <tr>\n",
-       "                        <th> Shape </th>\n",
-       "                        <td> (151, 8874, 9902) </td>\n",
-       "                        <td> (1, 2048, 2048) </td>\n",
-       "                    </tr>\n",
-       "                    <tr>\n",
-       "                        <th> Dask graph </th>\n",
-       "                        <td colspan=\"2\"> 3775 chunks in 8 graph layers </td>\n",
-       "                    </tr>\n",
-       "                    <tr>\n",
-       "                        <th> Data type </th>\n",
-       "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
-       "                    </tr>\n",
-       "                </tbody>\n",
-       "            </table>\n",
-       "        </td>\n",
-       "        <td>\n",
-       "        <svg width=\"196\" height=\"173\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
-       "\n",
-       "  <!-- Horizontal lines -->\n",
-       "  <line x1=\"10\" y1=\"0\" x2=\"26\" y2=\"16\" style=\"stroke-width:2\" />\n",
-       "  <line x1=\"10\" y1=\"24\" x2=\"26\" y2=\"41\" />\n",
-       "  <line x1=\"10\" y1=\"49\" x2=\"26\" y2=\"65\" />\n",
-       "  <line x1=\"10\" y1=\"74\" x2=\"26\" y2=\"90\" />\n",
-       "  <line x1=\"10\" y1=\"99\" x2=\"26\" y2=\"115\" />\n",
-       "  <line x1=\"10\" y1=\"107\" x2=\"26\" y2=\"123\" style=\"stroke-width:2\" />\n",
-       "\n",
-       "  <!-- Vertical lines -->\n",
-       "  <line x1=\"10\" y1=\"0\" x2=\"10\" y2=\"107\" style=\"stroke-width:2\" />\n",
-       "  <line x1=\"10\" y1=\"0\" x2=\"10\" y2=\"108\" />\n",
-       "  <line x1=\"11\" y1=\"1\" x2=\"11\" y2=\"109\" />\n",
-       "  <line x1=\"12\" y1=\"2\" x2=\"12\" y2=\"110\" />\n",
-       "  <line x1=\"13\" y1=\"3\" x2=\"13\" y2=\"110\" />\n",
-       "  <line x1=\"14\" y1=\"4\" x2=\"14\" y2=\"111\" />\n",
-       "  <line x1=\"15\" y1=\"5\" x2=\"15\" y2=\"112\" />\n",
-       "  <line x1=\"15\" y1=\"5\" x2=\"15\" y2=\"113\" />\n",
-       "  <line x1=\"16\" y1=\"6\" x2=\"16\" y2=\"114\" />\n",
-       "  <line x1=\"17\" y1=\"7\" x2=\"17\" y2=\"115\" />\n",
-       "  <line x1=\"18\" y1=\"8\" x2=\"18\" y2=\"116\" />\n",
-       "  <line x1=\"19\" y1=\"9\" x2=\"19\" y2=\"116\" />\n",
-       "  <line x1=\"20\" y1=\"10\" x2=\"20\" y2=\"117\" />\n",
-       "  <line x1=\"21\" y1=\"11\" x2=\"21\" y2=\"118\" />\n",
-       "  <line x1=\"21\" y1=\"11\" x2=\"21\" y2=\"119\" />\n",
-       "  <line x1=\"22\" y1=\"12\" x2=\"22\" y2=\"120\" />\n",
-       "  <line x1=\"23\" y1=\"13\" x2=\"23\" y2=\"121\" />\n",
-       "  <line x1=\"24\" y1=\"14\" x2=\"24\" y2=\"122\" />\n",
-       "  <line x1=\"25\" y1=\"15\" x2=\"25\" y2=\"122\" />\n",
-       "  <line x1=\"26\" y1=\"16\" x2=\"26\" y2=\"123\" style=\"stroke-width:2\" />\n",
-       "\n",
-       "  <!-- Colored Rectangle -->\n",
-       "  <polygon points=\"10.0,0.0 26.20332950438934,16.20332950438934 26.20332950438934,123.74524022949538 10.0,107.54191072510604\" style=\"fill:#8B4903A0;stroke-width:0\"/>\n",
-       "\n",
-       "  <!-- Horizontal lines -->\n",
-       "  <line x1=\"10\" y1=\"0\" x2=\"130\" y2=\"0\" style=\"stroke-width:2\" />\n",
-       "  <line x1=\"10\" y1=\"0\" x2=\"130\" y2=\"0\" />\n",
-       "  <line x1=\"11\" y1=\"1\" x2=\"131\" y2=\"1\" />\n",
-       "  <line x1=\"12\" y1=\"2\" x2=\"132\" y2=\"2\" />\n",
-       "  <line x1=\"13\" y1=\"3\" x2=\"133\" y2=\"3\" />\n",
-       "  <line x1=\"14\" y1=\"4\" x2=\"134\" y2=\"4\" />\n",
-       "  <line x1=\"15\" y1=\"5\" x2=\"135\" y2=\"5\" />\n",
-       "  <line x1=\"15\" y1=\"5\" x2=\"135\" y2=\"5\" />\n",
-       "  <line x1=\"16\" y1=\"6\" x2=\"136\" y2=\"6\" />\n",
-       "  <line x1=\"17\" y1=\"7\" x2=\"137\" y2=\"7\" />\n",
-       "  <line x1=\"18\" y1=\"8\" x2=\"138\" y2=\"8\" />\n",
-       "  <line x1=\"19\" y1=\"9\" x2=\"139\" y2=\"9\" />\n",
-       "  <line x1=\"20\" y1=\"10\" x2=\"140\" y2=\"10\" />\n",
-       "  <line x1=\"21\" y1=\"11\" x2=\"141\" y2=\"11\" />\n",
-       "  <line x1=\"21\" y1=\"11\" x2=\"141\" y2=\"11\" />\n",
-       "  <line x1=\"22\" y1=\"12\" x2=\"142\" y2=\"12\" />\n",
-       "  <line x1=\"23\" y1=\"13\" x2=\"143\" y2=\"13\" />\n",
-       "  <line x1=\"24\" y1=\"14\" x2=\"144\" y2=\"14\" />\n",
-       "  <line x1=\"25\" y1=\"15\" x2=\"145\" y2=\"15\" />\n",
-       "  <line x1=\"26\" y1=\"16\" x2=\"146\" y2=\"16\" style=\"stroke-width:2\" />\n",
-       "\n",
-       "  <!-- Vertical lines -->\n",
-       "  <line x1=\"10\" y1=\"0\" x2=\"26\" y2=\"16\" style=\"stroke-width:2\" />\n",
-       "  <line x1=\"34\" y1=\"0\" x2=\"51\" y2=\"16\" />\n",
-       "  <line x1=\"59\" y1=\"0\" x2=\"75\" y2=\"16\" />\n",
-       "  <line x1=\"84\" y1=\"0\" x2=\"100\" y2=\"16\" />\n",
-       "  <line x1=\"109\" y1=\"0\" x2=\"125\" y2=\"16\" />\n",
-       "  <line x1=\"130\" y1=\"0\" x2=\"146\" y2=\"16\" style=\"stroke-width:2\" />\n",
-       "\n",
-       "  <!-- Colored Rectangle -->\n",
-       "  <polygon points=\"10.0,0.0 130.0,0.0 146.20332950438933,16.20332950438934 26.20332950438934,16.20332950438934\" style=\"fill:#8B4903A0;stroke-width:0\"/>\n",
-       "\n",
-       "  <!-- Horizontal lines -->\n",
-       "  <line x1=\"26\" y1=\"16\" x2=\"146\" y2=\"16\" style=\"stroke-width:2\" />\n",
-       "  <line x1=\"26\" y1=\"41\" x2=\"146\" y2=\"41\" />\n",
-       "  <line x1=\"26\" y1=\"65\" x2=\"146\" y2=\"65\" />\n",
-       "  <line x1=\"26\" y1=\"90\" x2=\"146\" y2=\"90\" />\n",
-       "  <line x1=\"26\" y1=\"115\" x2=\"146\" y2=\"115\" />\n",
-       "  <line x1=\"26\" y1=\"123\" x2=\"146\" y2=\"123\" style=\"stroke-width:2\" />\n",
-       "\n",
-       "  <!-- Vertical lines -->\n",
-       "  <line x1=\"26\" y1=\"16\" x2=\"26\" y2=\"123\" style=\"stroke-width:2\" />\n",
-       "  <line x1=\"51\" y1=\"16\" x2=\"51\" y2=\"123\" />\n",
-       "  <line x1=\"75\" y1=\"16\" x2=\"75\" y2=\"123\" />\n",
-       "  <line x1=\"100\" y1=\"16\" x2=\"100\" y2=\"123\" />\n",
-       "  <line x1=\"125\" y1=\"16\" x2=\"125\" y2=\"123\" />\n",
-       "  <line x1=\"146\" y1=\"16\" x2=\"146\" y2=\"123\" style=\"stroke-width:2\" />\n",
-       "\n",
-       "  <!-- Colored Rectangle -->\n",
-       "  <polygon points=\"26.20332950438934,16.20332950438934 146.20332950438933,16.20332950438934 146.20332950438933,123.74524022949538 26.20332950438934,123.74524022949538\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
-       "\n",
-       "  <!-- Text -->\n",
-       "  <text x=\"86.203330\" y=\"143.745240\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >9902</text>\n",
-       "  <text x=\"166.203330\" y=\"69.974285\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(-90,166.203330,69.974285)\">8874</text>\n",
-       "  <text x=\"8.101665\" y=\"135.643575\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(45,8.101665,135.643575)\">151</text>\n",
-       "</svg>\n",
-       "        </td>\n",
-       "    </tr>\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-6abee410-de20-4ca8-a9d9-927c94dca0b6' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6abee410-de20-4ca8-a9d9-927c94dca0b6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8917aa50-4f9c-4d12-ba09-a3d3cc48882b' class='xr-var-data-in' type='checkbox'><label for='data-8917aa50-4f9c-4d12-ba09-a3d3cc48882b' 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",
-       "                <thead>\n",
-       "                    <tr>\n",
-       "                        <td> </td>\n",
-       "                        <th> Array </th>\n",
-       "                        <th> Chunk </th>\n",
-       "                    </tr>\n",
-       "                </thead>\n",
-       "                <tbody>\n",
-       "                    \n",
-       "                    <tr>\n",
-       "                        <th> Bytes </th>\n",
-       "                        <td> 49.43 GiB </td>\n",
-       "                        <td> 16.00 MiB </td>\n",
-       "                    </tr>\n",
-       "                    \n",
-       "                    <tr>\n",
-       "                        <th> Shape </th>\n",
-       "                        <td> (151, 8874, 9902) </td>\n",
-       "                        <td> (1, 2048, 2048) </td>\n",
-       "                    </tr>\n",
-       "                    <tr>\n",
-       "                        <th> Dask graph </th>\n",
-       "                        <td colspan=\"2\"> 3775 chunks in 8 graph layers </td>\n",
-       "                    </tr>\n",
-       "                    <tr>\n",
-       "                        <th> Data type </th>\n",
-       "                        <td colspan=\"2\"> float32 numpy.ndarray </td>\n",
-       "                    </tr>\n",
-       "                </tbody>\n",
-       "            </table>\n",
-       "        </td>\n",
-       "        <td>\n",
-       "        <svg width=\"196\" height=\"173\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
-       "\n",
-       "  <!-- Horizontal lines -->\n",
-       "  <line x1=\"10\" y1=\"0\" x2=\"26\" y2=\"16\" style=\"stroke-width:2\" />\n",
-       "  <line x1=\"10\" y1=\"24\" x2=\"26\" y2=\"41\" />\n",
-       "  <line x1=\"10\" y1=\"49\" x2=\"26\" y2=\"65\" />\n",
-       "  <line x1=\"10\" y1=\"74\" x2=\"26\" y2=\"90\" />\n",
-       "  <line x1=\"10\" y1=\"99\" x2=\"26\" y2=\"115\" />\n",
-       "  <line x1=\"10\" y1=\"107\" x2=\"26\" y2=\"123\" style=\"stroke-width:2\" />\n",
-       "\n",
-       "  <!-- Vertical lines -->\n",
-       "  <line x1=\"10\" y1=\"0\" x2=\"10\" y2=\"107\" style=\"stroke-width:2\" />\n",
-       "  <line x1=\"10\" y1=\"0\" x2=\"10\" y2=\"108\" />\n",
-       "  <line x1=\"11\" y1=\"1\" x2=\"11\" y2=\"109\" />\n",
-       "  <line x1=\"12\" y1=\"2\" x2=\"12\" y2=\"110\" />\n",
-       "  <line x1=\"13\" y1=\"3\" x2=\"13\" y2=\"110\" />\n",
-       "  <line x1=\"14\" y1=\"4\" x2=\"14\" y2=\"111\" />\n",
-       "  <line x1=\"15\" y1=\"5\" x2=\"15\" y2=\"112\" />\n",
-       "  <line x1=\"15\" y1=\"5\" x2=\"15\" y2=\"113\" />\n",
-       "  <line x1=\"16\" y1=\"6\" x2=\"16\" y2=\"114\" />\n",
-       "  <line x1=\"17\" y1=\"7\" x2=\"17\" y2=\"115\" />\n",
-       "  <line x1=\"18\" y1=\"8\" x2=\"18\" y2=\"116\" />\n",
-       "  <line x1=\"19\" y1=\"9\" x2=\"19\" y2=\"116\" />\n",
-       "  <line x1=\"20\" y1=\"10\" x2=\"20\" y2=\"117\" />\n",
-       "  <line x1=\"21\" y1=\"11\" x2=\"21\" y2=\"118\" />\n",
-       "  <line x1=\"21\" y1=\"11\" x2=\"21\" y2=\"119\" />\n",
-       "  <line x1=\"22\" y1=\"12\" x2=\"22\" y2=\"120\" />\n",
-       "  <line x1=\"23\" y1=\"13\" x2=\"23\" y2=\"121\" />\n",
-       "  <line x1=\"24\" y1=\"14\" x2=\"24\" y2=\"122\" />\n",
-       "  <line x1=\"25\" y1=\"15\" x2=\"25\" y2=\"122\" />\n",
-       "  <line x1=\"26\" y1=\"16\" x2=\"26\" y2=\"123\" style=\"stroke-width:2\" />\n",
-       "\n",
-       "  <!-- Colored Rectangle -->\n",
-       "  <polygon points=\"10.0,0.0 26.20332950438934,16.20332950438934 26.20332950438934,123.74524022949538 10.0,107.54191072510604\" style=\"fill:#8B4903A0;stroke-width:0\"/>\n",
-       "\n",
-       "  <!-- Horizontal lines -->\n",
-       "  <line x1=\"10\" y1=\"0\" x2=\"130\" y2=\"0\" style=\"stroke-width:2\" />\n",
-       "  <line x1=\"10\" y1=\"0\" x2=\"130\" y2=\"0\" />\n",
-       "  <line x1=\"11\" y1=\"1\" x2=\"131\" y2=\"1\" />\n",
-       "  <line x1=\"12\" y1=\"2\" x2=\"132\" y2=\"2\" />\n",
-       "  <line x1=\"13\" y1=\"3\" x2=\"133\" y2=\"3\" />\n",
-       "  <line x1=\"14\" y1=\"4\" x2=\"134\" y2=\"4\" />\n",
-       "  <line x1=\"15\" y1=\"5\" x2=\"135\" y2=\"5\" />\n",
-       "  <line x1=\"15\" y1=\"5\" x2=\"135\" y2=\"5\" />\n",
-       "  <line x1=\"16\" y1=\"6\" x2=\"136\" y2=\"6\" />\n",
-       "  <line x1=\"17\" y1=\"7\" x2=\"137\" y2=\"7\" />\n",
-       "  <line x1=\"18\" y1=\"8\" x2=\"138\" y2=\"8\" />\n",
-       "  <line x1=\"19\" y1=\"9\" x2=\"139\" y2=\"9\" />\n",
-       "  <line x1=\"20\" y1=\"10\" x2=\"140\" y2=\"10\" />\n",
-       "  <line x1=\"21\" y1=\"11\" x2=\"141\" y2=\"11\" />\n",
-       "  <line x1=\"21\" y1=\"11\" x2=\"141\" y2=\"11\" />\n",
-       "  <line x1=\"22\" y1=\"12\" x2=\"142\" y2=\"12\" />\n",
-       "  <line x1=\"23\" y1=\"13\" x2=\"143\" y2=\"13\" />\n",
-       "  <line x1=\"24\" y1=\"14\" x2=\"144\" y2=\"14\" />\n",
-       "  <line x1=\"25\" y1=\"15\" x2=\"145\" y2=\"15\" />\n",
-       "  <line x1=\"26\" y1=\"16\" x2=\"146\" y2=\"16\" style=\"stroke-width:2\" />\n",
-       "\n",
-       "  <!-- Vertical lines -->\n",
-       "  <line x1=\"10\" y1=\"0\" x2=\"26\" y2=\"16\" style=\"stroke-width:2\" />\n",
-       "  <line x1=\"34\" y1=\"0\" x2=\"51\" y2=\"16\" />\n",
-       "  <line x1=\"59\" y1=\"0\" x2=\"75\" y2=\"16\" />\n",
-       "  <line x1=\"84\" y1=\"0\" x2=\"100\" y2=\"16\" />\n",
-       "  <line x1=\"109\" y1=\"0\" x2=\"125\" y2=\"16\" />\n",
-       "  <line x1=\"130\" y1=\"0\" x2=\"146\" y2=\"16\" style=\"stroke-width:2\" />\n",
-       "\n",
-       "  <!-- Colored Rectangle -->\n",
-       "  <polygon points=\"10.0,0.0 130.0,0.0 146.20332950438933,16.20332950438934 26.20332950438934,16.20332950438934\" style=\"fill:#8B4903A0;stroke-width:0\"/>\n",
-       "\n",
-       "  <!-- Horizontal lines -->\n",
-       "  <line x1=\"26\" y1=\"16\" x2=\"146\" y2=\"16\" style=\"stroke-width:2\" />\n",
-       "  <line x1=\"26\" y1=\"41\" x2=\"146\" y2=\"41\" />\n",
-       "  <line x1=\"26\" y1=\"65\" x2=\"146\" y2=\"65\" />\n",
-       "  <line x1=\"26\" y1=\"90\" x2=\"146\" y2=\"90\" />\n",
-       "  <line x1=\"26\" y1=\"115\" x2=\"146\" y2=\"115\" />\n",
-       "  <line x1=\"26\" y1=\"123\" x2=\"146\" y2=\"123\" style=\"stroke-width:2\" />\n",
-       "\n",
-       "  <!-- Vertical lines -->\n",
-       "  <line x1=\"26\" y1=\"16\" x2=\"26\" y2=\"123\" style=\"stroke-width:2\" />\n",
-       "  <line x1=\"51\" y1=\"16\" x2=\"51\" y2=\"123\" />\n",
-       "  <line x1=\"75\" y1=\"16\" x2=\"75\" y2=\"123\" />\n",
-       "  <line x1=\"100\" y1=\"16\" x2=\"100\" y2=\"123\" />\n",
-       "  <line x1=\"125\" y1=\"16\" x2=\"125\" y2=\"123\" />\n",
-       "  <line x1=\"146\" y1=\"16\" x2=\"146\" y2=\"123\" style=\"stroke-width:2\" />\n",
-       "\n",
-       "  <!-- Colored Rectangle -->\n",
-       "  <polygon points=\"26.20332950438934,16.20332950438934 146.20332950438933,16.20332950438934 146.20332950438933,123.74524022949538 26.20332950438934,123.74524022949538\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
-       "\n",
-       "  <!-- Text -->\n",
-       "  <text x=\"86.203330\" y=\"143.745240\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >9902</text>\n",
-       "  <text x=\"166.203330\" y=\"69.974285\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(-90,166.203330,69.974285)\">8874</text>\n",
-       "  <text x=\"8.101665\" y=\"135.643575\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(45,8.101665,135.643575)\">151</text>\n",
-       "</svg>\n",
-       "        </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 0000000000000000000000000000000000000000..d58063b65b719d9eec024edb7cb0b93eba4f412a
GIT binary patch
literal 478216
zcmeI5&CVq^a;7yHuM8NoGGNT=TMO`+{Qp@RY8btcWur?5#;ZY1tDx4vsuHSIfDO$3
z__}-}hTq^x<{^`(fSmA`!SK|Zi~bH-85!*N5i^-VGV;Iv-#`8H|MMqbef6(j{mXy(
z>dEolhrRMU`SquJ@&4m~KFZ<W|Kh(rD&*HcJc>{M{oB9qnyw2ceIx(-Z;$iCuiyUk
z?)|SH-@gCxtFOYp|8V^G@Bi2DKm71cYM-|6&tCSUeR-Lhewmuv(yq<@Xy<7iU)pAA
z+o`)PQ@h@eX_(sP?>_we?jJww_FveKZ@&G`?*DQBaMcN>wr{4}&~B8Pz8lv`Fm?0N
z-PV4iv<^etwZ!xg@8VwxCj11ZW*Khdj;UGuwhz6jAKTk9$4=I^^SBbz#c&>%PcRLF
zscYB%HczoPMNISBHRBEcxE*uXOuXqmWW4%Uf@utxhH<^^knTUEH#O@p9qZYfuBNkJ
zKfyE!rhZx{JcEWvYU!6QV483<?7C^|P2<?DGcoNlUi~A%Gz+Go9jDv84;9vCT4rFH
z*ST+Rcyh%<o>|0nHJ$zX38n>@x@DS%<IN42(3jf&SWis5j933iFs*`VUHj&ULomsh
z;aE>hSJT<A|G?DB>uujpeRsqmn0h>nj`hT}%XsyV1e3hpwxdKLx+xA7)@~fuaMK&t
z@wV;{r@5IIzTRF9=W+c66Mjk*VrZVd-gey#d`lcbbn`kie=9+%cmLztcRzo4|G46p
z@~cv?s12{TEuKQRwu!H?=v#e*-n6tsv)=Nz-j0~e{*z346JBpe^pSD7twY2#_Cr4i
zCOn!jAdeB*2Cq}?N=!8{h1c6@?)w|!tlQmfSo<mTCWImIKGk9*7>;FGx`CK#V3OC{
zwi$-uHmu8rW9-HzgkBqTD@<_o8$R@<aU!M~nB?`gnfp;*Z)1#gUdAQ#rlISa+c3nt
zUe{rSPE0j0$?I){X~6DTZ(6#3y<skD>rLx|_g!MDfT?Q))AnqN6H86IOyQ=-XVVc$
zr2%;-Q3#Cby7t!LPIo_g+y!N%hj_TW-r`;Ne&B?)`Q6(ee){7dj?Mp4%HRCfaFQLN
zhwbP>6ryYT@z%yi)4Ixt9GLp1L#%J=<In;D+PNd9sNLm%6HF3?X#1|iB>U2By=m<6
z$`mk-{c>A|dFxFp27NOzU5+O@NH9qhqV3nYy{&7E>0#!n3%v=^*Y&ox5nqeN5EC&)
z6)*prV3JApc9>f%O_}1n;Lx{=gkF2R*p9bpA6X3T+Va_SIi1}>f=QwfE#7A5+l0~g
zHdNSNZ+k4$n{Iu-M<IrGTG*R*8L$44U<y%)c4`pQ+m{w~Lx+%T7(xv5t)F8Q0<|4`
z)75Yu*H17>6r$}gguAUWiyMv*y9=0lSpYV~*W01PtUG(tL&uAMC72`%(e?|LtZc))
z_$Oc*hGJHim@bC%xcmbX=9R*;X;^N1gtcjgX_S>k7?*eRZAMUUJLG+em>xP_{42o}
zq7Y+?fwzq7?#DEaLo1kC4ApOV9&HCldM}lt5Iu-tq}L7Yt(_yLu^s0-reT_I3rBj7
zUQ-KGh(ch336t#TI``x8-h^pg+zc5k+Bwz26rvC#*0<gUtQo%_<IuF>*@P(Hc<a|a
z*e5HF_-xvlUHv0@HiakzFg3S+ioIr-mqGS7^(|J7W1t>`NZ1gta0qcVoX7POOd$%<
z&sgX+E%Diem)#}2-pVuThPdo@Gn|KI9N3#4I$r!M!4#qp9d>VG*<_41#3d_zgW%9@
zY4)8O{oIXz_vzy=|M>3Z!~37U$aQ*k=9~Huh3E$?^uns4?b#I8JcReAacXaPZf(6O
zi~x!0;y(1aeA1ilQHW_8vCu1Gk|pJ`zX_`#7R=rb`%MpvS{7n@=y>t32c{uJA(jby
zY?~ntAy#Z~3KJP!w_yEV6K68QbRjWa4CitA1XGAYU>2~!ds7^Ehr|NXo4RIQZW!mK
zH$!52=y>t31QUKvpwR$R7q<n5NO-`6g|L!{V0$)A{WSBYcQKpf@(Cu1LUdh=n;ymy
zTdx^L>}(QDz1$4vd?JIrDG~D8p9v<3LUetH`6l$H_<j`ELi8g>fRZ-ieuU{lV!D=1
za`gn0L?OBc32(5}KVn*CGpF>Xv2PKb*hhNU>yB+`d~ZsWy!2;+Num%~Dc*ImoH9Ox
z+NBMc5FJ`^(~I?C3ji@)iYC2yf=QwfT{~gtMZZt~g={LJH_65sBr4i&dSL+=F{Mgg
z`a8iCq7W<AILLr}!_i~o#d5#tVT&}@>219X8#G3a^e!cnT|B`Qq7dVVybv8S6x|PO
znZ|UXjPxWCK^U%wf53vUi7~xQ$x90lOyhkm1U5L`5M$VmuoYS`wZn+|eZ^6jeCJK?
zQZ(ts6HFlrfwXy8HaU-xll%>sR*V3reN*nR%=1i4sgjrePB7so*6A&{>0v3vhH1o>
znfqFZWt_22FV5<Q<&?y9DVp@+2_}g`G{A&qlX2B#6Z7d|X*qUk>;u5CpJsUThmSw~
z{L5c{{OR}a(o23JzrX$T_T|?PKimAj#RF+OMnoY-ta5F!q<_EXAu6$i9T_1cyTne0
zEFbIK5K|3Ik{1F~>UcI`p~`m1ByGSn10C}0#rm<ugds82z=S9Sq7MzStc?3jZyc97
z%r`AqP>CHG+iTN0%|pYRUX`1kL?Ify*gnggj9Af()v&zj#Ye=;ORZ-Uq7dji%YxOd
z@!lp&$fpp~3%zXEds9eo&6{40n;xPNBXWacN5)~TINqBEB#am(jeHCi$$JwqRltPY
zL~_$ZraY|E+i^%*c)>JGl4mb2g^+X+-9$_^Fd+(owX6e%3i}S}Fx@0kh@nFU<y#({
z;DEfw5MsicE>ch;;rMOedMgWyLgr+2CP^b7mqK7W;XLrBR|ONI5SU5FJh}vnwnNfC
zgvH6|U|6)gV+!dIdDE+L(~~F!W-u^eftlLvn5Q}H$dH}V>oNNZG1b5%Q3xc`o1aZ&
z49HH2=tSI*v4#jaG1b5%QHT|TIpEl1dhxvpBR#A*+V6SDNPu2OOf@he3V|WSAUiLz
z_gmS9hJEaKX34sh`@tbZttiAKYawKs7HQ!ljeD;VOyk%}T95b-VQ9hLRHHYAC<JIM
zSPK!OMKMB-xH)2aoXB{D^lJ5{IYc3l=1?*xM@%8w5PB09!rqW(YC9OytA<I|LSXh5
zy(v$dC+|%I7E+GKSRZeC6>fTSh(fFb-kY$eDfSu(u?i+kFfGS<C}OICDMTR<6T+H@
ze5i20>0xD2HUOL$daV&GLQn_;a(vmgzfJojdsy=jFyZTG$Mt*cO*MLx?8s;&8;<O6
z+KxR~G|kxGH0^64Ldq#(s(~p)A@F{S*VufPR(jJs5K}T5$InWW>=-J%U`8GL&7S1b
zlP_}?dG>zu;nV*{UWl+x@An@+{PM^A|HuF5CBbBNU=+R`v#f=fh81hY<6G1A7rkjj
zuHGW;Au&bmF8`Zgk|+eWK4YEU6HHj8yd3L^>2f^L!2=V%Eb}tXNTl)%6F!GK6H^o|
z{H=7;TR;q$uu|{XYjD%+SIjsa>)D$!ZdVqP-Xu{7yw_q{u)OIFgJb|Z)DzQ{WU^}~
zm}EyrhYY+($&1;H?TAZO(9JMVU*cv@g#PB1m@+A^EF_rjc_CWlCc=kGwvH2Ug!d-Y
z;alx7Jb~Pl!$M3~lF6=}V7ljpz-&6E1+$=Dz|`PlcHI=CdcZZz#FR;SWg)>7@<QM{
zO~Vb}cZ@eZ%%)2+oDuU-E4D~)n9$j<cbb^4B$Hh`!6Z8}+6j5!pJb=R>n%dE_%OzX
zuaiW3#FR;SWg)>7@<L!aCBBhS#PpC02f-rj9NaK1SRK0()0JehYbTgOUI;9w>@o0;
z`_M*Y1PimbD>CaL%gQ!{z$U1cBfTmyy;asiv_0N%Z{wc!5c{20+0==FMc-nxXO`B3
zy(#-I{>s9mHzBb=`1pcE8~V7OvhOfcC_{*GMyzjNu_8MFCJxB21e0Go!GtJ;d<G5k
zO=EG>!){z;Uzx|)n<S6N$ljD|d0{ER6rvFLNGHA`jYWCeA$jw{fPBDv(;>AKF<l5I
zzjT5rL?OnupKeGSwNaWD<Ny;)-8u}|MYxUh7JMvY;_GcL<&~ubQ`nI)VJrKSU=iln
z<(usJc0u;0E6HTnPB6(@h-s0WMTbZ@dK1=JPQ^SFF=bL-Sx7L+S_s6!v84YArWU!A
zkM+cKC7JBn2_{(!fecc}S@Z-`H;(e!n;pcINqJ=<!6Z?L4haVk6hdD3`_V6L_%IM6
zu#42kRm<Tc;KXz#ne5s-CV;uWH-#<Iaau4gr^Ltt%PjF}t=OGp-5xPzQeIg|FySYb
zCeOIJNj|Cj5kF5nbqE?^w_tp|9gr!Eq1P+H<kwCxNfZK~Qynpc*k5n4f@PJ=$q4Bo
z^m@qZ&)$@4d0{ER6rvEAxJ8<d{pJ=w0Xbp+3~qXOB;60>R&LpwF645!bb?8u5ZKZg
zl7+@+Q%Ed;-ZWzk*nIpnBzx0A%<GB?CRq#7VnByA<mF9IRuW-aFyd<gltYN?upF<P
zV3M^E_|PLF;aD%e-Q2LAsF&S>GqyKji*%e8M6Oq?uw-vKs(D#C!4%d)EC{J$$;zH`
zK)Ox1>0w$O&#XABi=`{;KunimIbJxyBvA+?-Nm#ZKC-YKAx#G`NrW6rR^kXkQs#`D
zZ#s&3T{*!dQHZ8lIs}Vi5Ms|mj!el|vXXspX5>xpIxNR4KQOiTybyR#I>zp#H?1vh
zhA{-O{r&#qPx5(UZbLhY`ugPr6MkYgu*FvB0}jE24@egi9K`hcJU(;91XIWhF(AD9
z4Aam~1wLZ>jHs_)onS%~0z-(Uoc@#EByUtle8lwnJU(;91XIWh(IeT{5l6V`VZqn2
zo|rx(>g!i0n8I2Je9pTVDgYBc;fXxthi4Wsy*`i6Trt6P&kKPMo;}G<i6}&i0eSw-
zL1OxhsIOn0V3H_A)3vgbJ<s2P-ZUd?B~nhsU4-}7TVi^B9-p~lf=PB{VC21aH++F1
zh9P3GXb5@s_HUVB$#OFi(`Q6|{pti$h(b(~dbjQ38uIWol4sM}VbSv1#@&Kb-}enM
zy*`i6T=9Xa3sHzpdJUG6Z=;3q4MD*)HAshu3HYs-VF}W>64Pfyef{bL6Mo9QZW(VY
z_F>$Qd7g$a$&QbrA&DqHDt$k?2I(q^>GgSh=86fX5QV@78O+l5G1)72I}P%A;tA{Y
zM%2fxGx$PKGZE8gM1B401XGAYj6HB*MgP`oWQ%RUgtZSyBafv2_am%@Ag0&n@tG?o
zm_ig{mS+$?r?p{fXDl_60XdfGAyx1GnXOI|LlDzvM1B401d~J|FdTorIJtQe>m#Pu
z=kb{<CYU4&fzK{rGJWex@eg_vzRG~?E3snxOH7{;_4TV0OtK>bn3kv6DKV5_=rxnS
zPNFt^jXhwRkkj?hYos?}17Q)8WpB#3U0Fza6QU4UJU(OZ?K4c0a_Ue|OjnZ0uKmE&
zBMLDt=r+%L6JBhIDV46$O|J(rd}eDXGbGFFZ6k@=*qahgwJ=E(LRO{}&mdqzXecDf
z$w2X@mr%R*XL8e%D8#(>Pq#>8BRevKWsn+1$gf3{UOmAiQHZ6Vp1$4=E2avGDOIl4
zO;2`Ybl5pF-Vh+#Vt4W#VhI)@{})Dp3w9IU50qQ>rj**Xzmwi1J2EhPi|IdXlG*NW
z1NO>DG92u|#j4l2i4z%NQzxHI*Rn~jo?yDKg}_c3$&kGD8uY4B615>;8-hsK$G+j~
zx_<14DG~D8p9!Y07D6%$AhlHNHF3TPlj{o-T<80qi0N83$<-4~VJ!qkbeK$U_MPll
zlq|EiA*U2_y>8QmSZI#N7%?S6Ui<TbX^^!L?J@(Cte(6dJ<|EFGKA>5uDNylQkE6F
z2YJ)G7EOBf1QUK@rT9E`HzanAnBwd$wl-n95c%1*L*@n9n^Gk&{heTvybw*-$)`->
zJrA=?4RXL@2(coi@(rWF?O2c{XZ@SE?|=O8$6w#Qdw*#YonHK#Z@;r^8A1>DqaDIp
zh)ME7#MO96-9I4~3rt~!9+s>`Ovr`POvDt$yZmp0N%BHSw*KLU$-#Jllk8+)n-1I1
z#yB3wkb=FbQf~@T2&~h4whax*{;`xLvfKW?`Sj!4kH3HW{@vyOF?n?G&2J5FdUzn+
zk9LqKMBfhMQ%rq}^?Sq=)xzIem?R3(%Lkl}IAlPM6a?%|38Z?MBnpAWlxs0z5ikwq
z&5$>}jN6rk<fbQ4h<?Sl9-s6kERsO5h&R0iMWvhGC{c(WZ%W0@4ZR7SY$m1zQnj1j
zC{c(W3yYriCi(gTdsE7(R&SCh1R|=<^95jixkZ}KrWD(yzaP&g%qsyCHmnynw=jf|
zi3~oQ5*D?3lSCnqdH4AOFeJV%o>}Zo3AJl~CcQ~^Wc)v^EFz|B*(6s_Foh@tHbWQ7
zCgr9#4`q@ZVoHR(_Gg0W9)-XR?eQ5Tn2?*d*r`EG*Rn~jo?r@52xK>W9@Cr4Z?zLs
zBILC{6HFlr(PJ6;v)+WSeiu25i0N83$<-g2rVxb~yQhnjW%*vw%ZMov^4gyXrVxb~
zupRA5Z^96;EqWO-UCSo9dV&c*Wr0e$K}KSFn654G5mO@MwLcR~Aqs)S0>v{(Fs;aN
zee7k#bS<0Y>Io)^Li9~n4i#iTj&yp(K%JNpA+P<JU<zv?mKjU^53xJJ)DLAymYA+(
zlUzN)BvFWN?v|q02qvu8<47;jt=fFkBvA+~^hc(zC%p-a#|wPyO&PZ<3rTO1ybxHH
z3`}eM(&LKEY<Qo-I=yZl)*C*pwH=}UH=jQK^!AHf@hU_rt$Lj#F9g=S$~Lqe6LvRY
zH7qcV$cK1a;tl}JO0{cGOjmZG?Ani2ue0QZSg{y+#^<!+ZLgbG?9`CO$upi=hYVoE
zlu3DIA;E+w1hV=gzael$Oen6hhI|<o`Cw3%0=6NhE6HTnPB7syg++R}$zgv}#5Bsc
zRRz<yAU`?24s<`lcUD_s%A~xqkYK`3<YU7P?zSgLZt&fvPM%GGh2@l3tG6BDW=Kp|
zlF6=}V3NEL$lf8(pqMLEGP*9ZBLk@hI(!X{z3CxdrI8-;Kgc$;p?Mb5!!*=VM#%s0
z@u#1Ec{KdX`t|)A!~ehNLiYpPIRz62-p_(X{fv~#$JgFB#1z%L`tJkNBGZESVrsdh
zA2+?B?aSx{F<nh(zkY%#gkC$zkQ@gJ+h4)dwB<5OV%lZA`bUCEmaMenRDMG+V0t#m
z&YRxVc;fXFOtNGJ<GFIp127?-|C5OfVu~_e{r7<hi3Ko(Sey1)gdCX4PebyicQu{;
z`U$3cuxM=Yjg0-_6cY~g%Zz7JzXy>*bb^?68L$44U<$#aN%H1R`|It1l}3`N4PPfl
z5Gnsud;8|sw;x~r>KFM$@fUbhdc9pkuqbRpo8kv&Fc3$2m4FGKKf8^4mKAJQ8+&3h
z`>*p6ELzdAWb5WU-`4%E7h`(pO-Mx0?ddy+sn)b0zAPh{u*((^@;FP275<1$$W0GP
zz;1auy@9={MsLEB6-+L5NFg=snD$BbcJAk6G8|&6fholF8X0)^F%rIK09#gB%5sR1
z6H^UL5`}0GyTe+D{TbBucv{I#54pgm<5~z}s(~p)A<&z~TMIV#W9ad16JS~}mT1tM
z;)_$rs2mctnYGlLqdEg}EE)<?h>)gZ-e=hxqze^H_&o7&L+ZnAY%z}AIun!Ge>(es
z976|*>4C_C52_-QR5)a87kbk$$pWx;!-un)z9*&{m=J|Ps{REdJtX4YG2NF_E_k!W
zfIL35WbOal5>pLK=vctiVUm3q<Fje(@mP|Z9<syZL#ueHx*xK?=AJ~<tfk%@)p|A|
z3IR;ubd#C(?P!-NtSmx4a;($q;tLg@O_ib$=tTh&qD8Wta_conVl>~=#pAohH<^RK
zA9xRLM&9(ydU!H~kc~6)(UJwdDK2mA`fj=RCiyfZrZeu8Fzb%HAu-j!BvA+~;9rY`
zY<M=!b6ZZn6H^ULVJ(CN$Db@&K>&6tW_5|F2Br{&SeLcfZYI46VF+T%s8ky1Vfqid
z1+kOqX>UTN_+m9IdsD{k%EDs^(S|6*h^eI;Vnf@Au5a=AX!NEY{i(;~d#snV{@q`H
z`1tORzh2oo&)5Flr}saawGZQl`_Z)$g#aLY%4Aw&6e3OwVo&aX_ogL|0K>i~Vv6Ej
z{x`vdj)m8u_UWqEZg}#sZ(_O}PjrxAlC=;^gY}e8MtWH2UnU$Nrl{iOe-lh$Ekuhg
zPERn+$c9r4A&BX6Jki1Y^0oSi*Z4C3{^sqkFaPxRpI?5k7)ngUr2Mapn3TfVnh}$&
z-b!!8q!iB9jF@coR(c~QrEs=p#AK_t(i<@;g|jsyCR@Fg-iS#loUIu#+3KzIModcK
zY|V(tR&S*@Vp0lcYer1AdMmvVlTtWaGh(vUTj`CMl)~AX5tFUnN^iuZ6wcO+m~8b{
zdLt&KaJFW|WUIH*8!;(`vo#|oTfLRuh)F4&tr;=d>aFxfOiJNw&4|fXZ>2Y4QVM5l
zMohMPE4>kuQaD>PVzSj+>5Z6_!r7V;ldaxLZ^Wb&&en{WZ1q-pBPOMAwr0d+tGCh{
zF)4+!H6tcly_MdGNhzGI88O-Ft@K7rO5tqHh{;xOr8i<y3TJCZOtyL}y%CdAI9oGf
zvejGZjhK|e*_yriV3^=~WOhm=U1CxSXKO}Gwt6eQ5tC9lTQg#^)m!O}n3TfVnh}$&
z-b!!8q!iB9jF@coR(c~QrEs=p#AK_t(i<@;g|jsyCR@Fg-iS#loUIu#+3KzIModcK
zY|V(tR&S*@Vp0lcYer1AdMmvVlTtWaGh(vUTj`CMl)~AX5tFUnN^iuZ6wcO+m~8b{
zdLt&KaJFW|WUIH*8!;(`vo#|oTfLRuh)F4&tr;=d>aFxfOiJNw&4|fXZ>2Y4QVM5l
zMohMPE4>kuQaD>PVzSj+>5Z6_!r7V;ldaxLZ^Wb&&en{WZ1q-pBPOMAwr0d+tGCh{
zF)4+!H6tcly_MdGNhzGI88O-Ft@K7rO5tqHh{;xOr8i<y3TJCZOtyL}y%CdAI9oGf
zvejGZjhK|e*_siPt=>v+#H19?){K~J^;UW#CZ%w;X2fKxx6&IiDTT8&BPLtDmEMR+
zDV(htG1=;^^hQid;cU%_$yRTrH)2u>XKO}Gwt6eQ5tC9lTQg#^)m!O}n3TfVnh}$&
z-b!!8q!iB9jF@coR(c~QrEs=p-@h^RH}EUcO0|heDV(htG1=;^^hQid;cU%_$yRTr
zH)2u>XKO}Gwt6eQ5tC9lTQg#^)m!O}n3TfVnh}$&-b!!8q!iB9jF@coR(c~QrEs=p
z#AK_t(i<@;g|jsyCR@Fg-iS#loUIu#+3KzIModcKY|V(tR&S*@Vp0lcYer1AdMmvV
zlTtWaGh(vUTj`CMl)~AX5tFUnN^iuZ6wcO+m~8b{dLt&KaJFW|WUIH*8!;(`vo#|o
zTfLRuh)F4&tr;=d>aFxfOiJNw&4|fXZ>2Y4QVM5lMohMPE4>kuQaD>PVzSj+>5Z6_
z!r7V;ldaxLZ^Wb&&en{WZ1q-pBPOMAwr0d+tGCh{F)4+!H6tcly_MdGNhzGI88O-F
zt@K7rO5tqHh{;xOr8i<y3TJCZOtyL}y%CdAI9oGfvejGZjhK|e*_siPt=>v+#H19?
z){K~J^;UW#CZ%w;X2fKxx6<2h-v0XXPjCPE<%du2e^g%LyxGJL1DzKuJCm3)IlLB#
z$t#(xUBr~h;k7_aUdd$bBBo3ZuLWZAN+xR;F=cXiEfAAeGFiKbDU-u%ftb9K$=XFs
znH*jV#N?Gs)-Gbo<nUS`Ca+|&b`eu1ht~ozc_ovzi<mMwycUSbE19fa#FWY5wLnZ>
z$z<&!rc4g61!D3_CTkZlWpa2e5R+FjS-XfSlf!F)n7oq7+C@y699|2=<dsa;E@H~$
z@LC`yuVk`z5mP3I*8(wlC6l#_m@+xM7Kq6!nXFyJl*!?>KuliAWbGoROb)LFV)9BR
zYZozPa(FEelUFiXyND^1!)t+<ypqY<MNF9-UJJzJl}y$yV#?(3S|BE`WU_V<QznPk
z0x@|dleLSOGC8~!h{-FNtX;&E$>Fs?OkT-k?INa34zC4b@=7La7cpgWcr6f<S29_<
zh$)l9Yk`=&lF8adOqm>B3&iA=Ox7-9%H;4`ASSP5vUU+uCWqGoF?l7EwTqZCIlLB#
z$t#(xUBr~h;k7_aUdd$bBBo3ZuLWZAN+xR;F=cXiEfAAeGFiKbDU-u%ftb9K$=XFs
znH*jV#N?Gs)-Gbo<nUS`Ca+|&b`eu1ht~ozc_ovzi<mMwycUSbE19fa#FWY5wLnZ>
z$z<&!rc4g61!D3_CTkZlWpa2e5R+FjS-XfSlf!F)n7oq7+C@y699|2=<dsa;E@H~$
z@LC`yuVk`z5mP3I*8(wlC6l#_m@+xM7Kq6!nXFyJl*!?>KuliAWbGoROb)LFV)9BR
zYZozPa(FEelUFiXyND^1!)t+<ypqY<MNF9-UJJzJl}y$yV#?(3S|BE`WU_V<QznPk
z0x@|dleLSOGC8~!h{-FNtX;&E$>Fs?OkT-k?INa34zC4b@=7La7cpgWcr6f<S29_<
zh$)l9Yk`=&lF8adOqm>B3&iA=Ox7-9%H;4`ASSP5vUU+uCWqGoF?l7EwTqZCIlLB#
z$t#(xUBr~h;k7_aUdd$bBBo3ZuLWZAN+xR;F=cXiEfAAeGFiKbDU-u%ftb9K$=XFs
znH*jV#N?Gs)-Gbo<nUS`Ca+|&b`eu1ht~ozc_ovzi<mMwycUSbE19fa#FWY5wLnZ>
z$z<&!rc4g61!D3_CTkZlWpa2e5R+FjS-XfSlf!F)n7oq7+C@y699|2=<dsa;E@H~$
z@LC`yuVk`z5mP3I*8(wlC6l#_m@+xM7Kq6!nXFyJl*!?>KuliAWbGoROb)LFV)9BR
zYZozPa(FEelUFiXyND^1!)t+<ypqY<MNF9-UJJzJl}y$yV#?(3S|BE`WU_Ys?$i4p
zvx+MV^UK%j<H~mVzcw-XXM`3K6EPhX;7#wS$k{S`(^;jeo<~eo<v;73n9eFy^*my#
zD*svM#B^4vs^<|?Rr$|4C#JJXRXvZGs>*-XIWe78s_J>fR8{`7&WY))QdQ3*rmFIv
zbxurYm8yCkF;$iStaD;It5ntVh^ealXPpz%S*5C;M@&`aKkJ;B&MH;)JYuRU|5@k6
zbXKXV=Mhs?`Oi8hrn5>_J&%~G%74~5F`ZSa>UqReRsOTiiRr9TRnH@)s`8(8PE2Q&
zs(KzVRh9p&b7DHHRMqo{sjB>EofFeprK+AsOjYGS>ztU*DpmD7VyY_tS?9!bR;jAz
z5mQz9&pIcjvr1JxkC>{;f7UrMomHypdBjvz{<F@B>8w&!&m*R)@}G51OlOs<dLA)V
zmH(`BVmhl-)$@p{s{Ci26Vq9xs-8zoRpmeHoS4okRrNe#sw)3k=freYsjBA@Q&suT
zIwz*HN>x3Nn5xQu);TeqRjTTF#8g%Ov(Aa>tWs6aBc`hIpLI@5XO*gY9x+vw|EzOj
zI;&LG^N6Xc{AZmL(^;jeo<~eo<v;73n9eFy^*my#D*svM#B^4vs^<|?Rr$|4C#JJX
zRXvZGs>*-XIWe78s_J>fR8{`7&WY))QdQ3*rmFIvbxurYm8yCkF;$iStaD;It5ntV
z-h6ofqgeySm#@`_StDIKA|{tuj*TLwqarTL#N-mou~EcyRK#VOm|S8xHj0>zinuHj
zlS?eeMiJ9d5tn6Ra*5^GC}KJ);<8LkF0mXNMNCIUT$YK+C6;5Oi0P<^%Q7*!#ByvD
zF&!0gStcfzSdNV%rlTS*%f#do%dt_!bX3G;nV4K+IW~%zj*7S}6O&6U$3_v;Q4yDA
zVseS)*eGH;D&n$COfIn;8%0b<MO>DN$t9L!qloFKh|4lDxx{j86fqqYaakrNmspOC
zBBrAvF3ZH^63eks#B@}|Wto^<VmUU7n2w6LEEAJUEXPI>(@_zZWnyxP<=7}<Ix6C_
zOiV7Z92-SUM@3wgiOD6FW21=asEErlF}cKYY!opa6>(W6CYM-_jUuL_A}-6s<PyuV
zQN(mq#ATV7Tw*ykikOayxGWQsODxAm5z|o-mt|sdiRIWRVmd0~vi$uU!)6Wq_<~Yx
zVp0lcYer1AdMmvVlTtWaGh(vUTj`CMl)~AX5tFUnN^iuZ6wcO+m~8b{dLt&KaJFW|
zWUIH*8!;(`vo#|oTfLRuh)F4&tr;=d>aFxfOiJNw&4|fXZ>2Y4QVM5lMohMPE4>ku
zQaD>PVzSj+>5Z6_!r7V;ldaxLZ^Wb&&en{WZ1q-pBPOMAwr0d+tGCh{F)4+!H6tcl
zy_MdGNhzGI88O-Ft@K7rO5tqHh{;xOr8i<y3TJCZOtyL}y%CdAI9oGfvejGZjhK|e
z*_siPt=>v+#H19?){K~J^;UW#CZ%w;X2fKxx6&IiDTT8&BPLtDmEMR+DV(htG1=;^
z^hQid;cU%_$yRTrH)2u>XKO}Gwt6eQ5tC9lTQg#^)m!O}n3TfVnh}$&-b!!8q!iB9
zjF@coR(c~QrEs=p#AK_t(i<@;g|jsyCR@Fg-iS#loUIu#+3KzIModcKY|V(tR&S*@
zVp0lcYer1AdMmvVlTtWaGh(vUTj`CMl)~AX5tFUnN^iuZ6wcO+m~8b{dLt&KaJFW|
zWUIH*8!;(`vo#|oTfLRuh)F4&tr;=d>aFxfOiJNw&4|fXZ>2Y4QVM5l_RY87**WZA
zzE&T0t@P-Lm^@M`+C)r+Bpxe>$s?7bO~h14;<195JW?szL`;Pw9xI5+BbA~}#8gP)
zv4WU9QYqR*Oob#KD~QP>m7-0=R7m2nf|xu~DcVF#g(My;h{+?BqD{n9NaC@Am^@M`
z+C)r+Bpxe>$s?7bO~h14;<195JW?szL`;Pw9xI5+BbA~}#8gP)v4WU9QYqR*Oob#K
zD~QP>m7-0=R7m2nf|xu~DcVF#g(My;h{+?BqD{n9NaC@Am^@M`+C)r+Bpxe>$s?7b
zO~h14;<195JW?szL`;Pw9xI5+BbA~}#8gP)v4WU9QYqR*Oob#KD~QP>m7-0=R7m2n
zf|xu~DcVF#g(My;h{+?BqD{n9NaC@Am^@M`+C)r+Bpxe>$s?7bO~h14;<195JW?sz
zL`;Pw9xI5+BbA~}#8gP)v4WU9QYqR*Oob#KD~QP>m7-0=R7m2nf|xu~DcVF#g(My;
zh{+?BqD{n9NaC@Am^@M`+C)r+Bpxe>$s?7bO~h14;<195JW?szL`;Pw9xI5+BbA~}
z#8gP)v4WU9QYqR*Oob#KD~QP>m7-0=R7m2nf|xu~DcVF#g(My;h{+?BqD{n9NaC@A
zm^@M`+C)r+Bpxe>$s?7bO~h14;<195JW?szL`;Pw9xI5+BbA~}#8gP)v4WU9QYqR*
zOob#KD~QP>m7-0=R7m2nf|xu~DcVF#g(My;h{+?BqD{n9NaC@Am^@M`+C)r+Bpxe>
z$s?7bO~h14;<195JW?szL`;Pw9xI5+BbA~}#8gP)v4WU9QYqR*Oob#KD~QP>m7-0=
zR7m2nf|xu~DcVF#g(My;h{+?BqD{n9NaC@Am^@M`+C)r+Bpxe>$s?7bO~h14;<195
zJW?szL`;Pw9xI5+BbA~}zx(w5$D;D8iuvVh^>J03{&QTHnEq36A|_%wD!`lGQIWG{
z_NKE+RXvZGs>*-XIWe78s_J>fR8{`7&WY))QdQ3*rmFIvbxurYm8yCkF;$iStaD;I
zt5ntVh^ealXPpz%S*5C;M@&`aKkJ;B&MH;)JYuRU|5@k6bXKXV=Mhs?`Oi8hrn5>_
zJ&%~G%74~5F`ZSa>UqReRsOTiiRr9TRnH@)s`8(8PE2Q&s(KzVRh9p&b7DHHRMqo{
zsjB>EofFeprK+AsOjYGS>ztU*DpmD7VyY_tS?9!bR;jAz5mQz9&pIcjvr1JxkC>{;
zf7UrMomHypdBjvz{<F@%{q*+b*AG9RJ^ep+Uc<Z)N&$&UDV(htG1=;^^hQid;cU%_
z$yRTrH)2u>XKO}Gwt6eQ5tC9lTQg#^)m!O}n3TfVnh}$&-b!!8q!iB9jF@coR(c~Q
zrEs=p#AK_t(i<@;g|jsyCR@Fg-iS#loUIu#+3KzIModcKY|V(tR&S*@Vp0lcYer1A
zdMmvVlTtWaGh(vUTj`CMl)~AX5tFUnN^iuZ6wcO+m~8b{dLt&KaJFW|WUIH*8!;(`
zvo#|oTfLRuh)F4&tr;=d>aFxfOiJNw&4|fXZ>2Y4QVM5lCYa2QmOI&%S`(8}I9oGf
zvejGZjhK|e*_siPt=>v+#H19?){K~J^;UW#CZ%w;X2fKxx6&IiDTT8&BPLtDmEMR+
zDV(htG1=;^^hQid;cU%_$yRTrH)2u>XKO}Gwt6eQ5tC9lTQg#^)m!O}n3TfVnh}$&
z-b!!8q!iB9jF@coR(c~QrEs=p#AK_t(i<@;g|jsyCR@Fg-iS#loUIu#+3KzIModcK
zY|V(tR&S*@Vp0lcYer1AdMmvVlTtWaGh(vUTj`CMl)~AX5tFUnN^iuZ6wcO+m~8b{
zdLt&KaJFW|WUIH*8!;(`vo#|oTfLRuh)F4&tr;=d>aFxfOiJNw&4|fXZ>2Y4QVM5l
zMohMPE4>kuQaD>PVzSj+>5Z6_!r7V;ldaxLZ^Wb&&en{WZ1q-pBPOMAwr0d+tGCh{
zF)4+!H6tcly_MdGNhzGI88O-Ft@K7rO5tqHh{;xOr8i<y3TJCZOtyL}y%CdAI9oGf
zvejGZjhK|e*_siPt=>v+#H19?){K~J^;UW#CZ%w;X2fKxx6&IiDTT8&BPLtDmEMR+
zDV(htG1=;^^hQid;cU%_$yRTrH)2u>XKO}Gwt6eQ5tC9lTQg#^)m!O}n3TfVnh}$&
z-b!!8q!iB9jF@coR(c~QrEs=p#AK_t(i<@;g|jsyCR@Fg-iS#loUIu#+3KzIModcK
zY|V(tR&S*@Vp0lcYer1AdMmvVlTtWaGh(vUTj`CMl)~AX5tFUnN^iuZ6wcO+m~8b{
zdLt&KaJFW|WUIH*8!;(`vo#|oTfLRuh)F4&tr;=d>aFxfOiJNw&4|fXZ>2Y4QVM5l
zMohMPE4>kuQaD>PVzSj+>5Z6_!r7V;ldaxLZ^Wb&&en{WZ1q-pBPOMAwr0d+tGCh{
zF)4+!H6tcly_MdGNhzGI88O-Ft@K7rO5tqHh{;xOr8i<y3TJCZOtyL}y%CdAI9oGf
zvejGZjhK|e*_siPt=>v+#H19?){K~J^;UW#CZ%w;X2fKxx6&IiDTT8&BPLtDmEMR+
MDV(jDEvEne?=LEZzyJUM

literal 0
HcmV?d00001

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 0000000000000000000000000000000000000000..050307b3529d05634fbba23f6302f248a545e315
GIT binary patch
literal 31740
zcmZwQc{r8byEt%rZ$+XaR4UqgOCm!_BGW@fBqhlh6{UnSB}IdwLZ+0Yq|j(+qLhkg
zP$88R8W2fjNJ&b++gk5^j_Y@w^T%<$-_N_&Gp%Q>d);e2`xOwFAtLa9{-54pD@Q<p
z1vX{<%Z9^zE;ID6c`<6tcd_T<PgD5JUd6E|KNhKz|NZ~0;(!0gp=v~i{$FL^%Jd7K
zJZ83VR=wG7QkIP-7yh;Cx*d-ZsY&lj4JQU?K+9R(lpWE(n#Z)SxcOda4>7@E7M||H
zW5U0#n4h_w*a$TEE0DjAN6yhFgxE;5U<1wfYq#(i;jAe-TY`xRq2-t~1oeCKn3;~T
z>}xxS38TSZfvswMQfIIQu~Ea#TASKKQ({B+mt6Z$IYS$2n{<ecMzhtve!%@Hk4f!3
z*P^kEm?#>#cDOG)C38$tLy3u@4PA4bBab<roSe+i`!WV?!-fqlQd}OhO;2QkM=U8f
z7HyKCO^i$!k6|nC&v!XaY#dsA$F6@9PxF`)rPH2I*hNen?VbEcR__5G^XEdhk8Tt(
z3ACYd$D()))V-{e);S*SV)u(f|KIT>(fkij3=_%VF|qf5w3>LT4c%8Mw3_s-dJ)+?
zMwG2=lD(CfG@9q<ftgkLJjP~>%2g>}ViVA=KMoi?S4htD#e(g`CZZW=uDRuXpWK(#
z{{o3kLW65C7%1g2b^Re16L%7mK|8Z3|NHEVJceJ_f4733%Vab`n=u`hS9#3h{O`d=
z+eo=7Xz*8{=r(PG);`3hqCxvI8ux(5z;y<%_9rHbrge}>V?QM4S@V!ygB)6+-(lMX
zu%Yu@9Yo4aLxbznIS)2;&uVuN<Dwb4G(T^9!egMlJq`#V#zS+D?<lMXyL(EelSQwc
zj|R8cNeZsvAmfs$KusPEo_EE}93Ercl$kP{-k0fUzg9M7e!j_L;Czo6(`TfB=Ib8s
zX?%;vz$rB@@FV9k15J6q^rU$WJO-Zeru;p`6w%g=v(+wa<}pyW+oIjXW}?CU*L&Q<
zV-6*Gy*L&|ObPA5w98jx{?KQ%F^ZTn8r%(i*%5pOp0P$}B(Yg&dyg1L1woxES5M|T
z9wVlL2A3QbJ-}n2-R!PRAf}22{n+KBzi1o0e3Y0PTJPUi^Y^v!n9YTLFGFda>S)tP
z?maTGjK`RXvON+Hk#e)qekwYS^@e8zZDX1NeeQG6;BQfBEsxO?sadZ<pRESkw_OJQ
ztm~xhhO7%Fb<RbD{w2K8jmHf27w3D4X`+=sd$v^W7k8-ddGt4**gQ1Th9F6)A6%y7
zhhlx^MPgcL&`-;9e{&i5S8^(HiOokF>gVNcNq_bz|0^+Vw4r|NLl>8UuCAddkC+Y`
z^kX%`GUWQw2ksMFfCm5m+8XEwGq&nQx;GHhMH?DVCK!|VZ_mj}VtQyp{rs$%JO*xo
zhj}+KeKg0|`~HhY(Q)O-En)^}8t{L5;^e*6ds0r!5N+rg?KUCj$zR(-Y^YBoV*p&=
zq;P2-GgN*VJx?Pv=nL*onnlj#>!)|5oH5$azc1s?W8h!;F}0Q0LNs^|iLG!AL(izQ
zir6Bwq5Gk;iZ^sW*FJ0}wis=wu5lY^|DxYS%mfW?HDA=6jJL7{^uCy)4V8=5qGQfv
zdVNdKhQ_Fp**s?G9)waeLxW4W=I%hoRHJ*ePII)O=iLg&8|n|W`pCH~MT5TrIi@uJ
zFq9!<j>T}x*Q2(4G_hsF&02%n+)2bNhuhY4YSv}sc*}=dOA57{H;JtnZey-d%l}Bs
z3JoqnM_!K4JUzYWr(!>`m1sl%+bKalGvRH;c839C)@U$(&2j1EF^|l(4o;!(-zv1M
zDfX_39Xtl!Urk?Oat$_UL;Y^{a~=bIkh~kc_SI-Z_w#Tj>E}&FB}h42v}0ZpoPF7}
zZ&ei}W{0K*1N`9v9s_-lltCvsPkS_YZ^ehkm7#v(+hkJC0d1(xgCcy!TOzcGKb4px
z8uXi;x|8?}47*=!gortz<$wQc-7ua%H0I=v6DPI?ZRnm&g|-C$?Bd}@%oz>-3K%-l
z=WtPln9Fcm=tk|$Y+`GNTdEhe<axx_p-r`S-6`46W9(fQ80^y`wjK@IuCE1LAB=GW
zg0xOoG#L9;UVh;XjUB!nw456njBUI>FL_KAuP*tx9;tH!8jQtp4&QkUjA#9WX2dq4
z!TZ+~*T`dFTv~HyH8FRzp*m&iNW5ffVo7Wh8k|bcNI2e0i*?VxI}_WC7FzUVZB7$u
zXJu{n#5~Z3`oH;;XrDEfK8G!6L-A)1^dUoidYT9+=ZOY?1w>cS*v5G#F|Xm4U`p+e
zJTdR#7R{sfQi|Bt;g%>z?J8|c+lHGGoG1LVz+6RA&S$u_jHGsDE-_!Up?)`IDUbOb
zvUy59y)S-f5Ccn3f%ya6bB^F9QqCU@?%C-B!8|5SMomv;1F--!_-p7DO2+B0H<uIJ
zjs`KJew{0if!C?neIc<xG?;JHuD9edGiD3VilS|B2ij5Ns4Q7k9s}W-O$xOjG>Dh7
zwUkMFNlv53+le+buPUBT$FVqDa=cw=@K->8fVO$II<es4Cf`HtpAxZ<;pX$7z2Xzw
zJ=|XZq~+q}i0v6}iJjDL(C4>zxCMQn_L$nf;r3CIK0kkYo}t6-ZayvN#v;cH8*ZjK
z)UxQ96F%HRDyhAs<s#6A`qrJl>0C5NpVYY@4dTc<TzKyAPG6JrB6a``p3To7h?igv
zboFciv4d#v{Mw`U@EB-PJI3uK7KsM2`ew}?Jf`@`>FLgq#G=s30`AIvf_N9&srFJ$
zV$o>u+&dOQTnFd-$(Hs#htOasR(uF;cPKW}qjTRFw4qq44#sJS53JvuCw0c64aFMb
z)}&lg=^0{iXz*8{^uIZ57DFt4xEU^@bJ&{s#1e+vnPt=>=<_=~+!EdXGgVS9aky>X
zORateu_MFnaTvA6Da4KrHya;nzH~fF8gAB`sd>tha>s^SuRgV|S;UfuoA4ZJOEric
zN7J>uer}>EpSkyI+uADHUQ*EDufSphTJFgbQtrfXJ8MQQ*MQi`;U>C*n)3o;sl%;n
z6}4tMuACZf0_&-5P$1>fhTAlIYJs%hJw4p6np3l;<<1PZ<Hpq9)4n`?xXI{JQ=@G#
zW4H;cQ)|;E=aM<xa^$HQE+uw$xD6^&`)5Mz9NJLKo~uD)??YL{&ZEIx`A&fjj~SXr
zY|1Bg0S)5L*qphvAACyN{6(~(f4>6e5Ae^1*AJ0$m(YgBwq<-0Cv(H&iDjX|{KnDj
zzxcW*nOHU&gjv5;Wofxf3B+>H;IDw$f4Qd<CrK=oJKVAYX<sKy=T4W0Tl5`j0gp(z
zE5mL1Uuv`N61zIwZkGLLMZ~TRw~SnBTdotkKHPpDp;k&Q4{fLqshvW`{#4y-q+CAQ
z(41nbCe7O{p!fO)8uUl2YqaTnEbs!kFE`PK=8KnLtb)0TnJFz-fHpMm@Y3Zma9?lz
z%p~P*p$)Z(7Z49Z-AT!`+-)@I2hV@9q0d3>G$~hzHZ(74wxjLkOggbUXp`06xw0Wn
zhVfdqD2CWwwCcbw3a%$feo#iAwwHToA1n{maL@9Xp?nI9S`pgNyuUG>#MfoDH1Af7
z2KkIHI;VIHgm87?2gvd6qd|^Ltc)H{hfQ;9C1^wW3<anY;*gWEv|K3~%+W<pgFy_w
z{%bU;^8p(C6<~j+&-R!%v4_LWw1wIzA7YP&TMy(XhRXN(5qmt`W<lIKWW}3_m7zh-
zLV3dj9s{}6HUIobdwGHe&vw05Jb4cBf@_F9MT5Tr?ljgXIcE6BXTwc2kB;Hvc;tBH
z!|jC_J(p^FE){66`dmyd?B_Awp-VX0v@fqjllELPXKDnr>opaZqNzPcOZb^8n;s5h
z@w~}{X4I<CB2(1n?SgVXE-Lp2=8$uFffhK%Q{NbJsz*1f-#9_X@Rw+!F@Be>gMEGG
zd&P#@E3~bp$7+Yl6^YM~nN6)4ZCZ5C->6+YCa-AF>KZ+l*J#2TqMZw&Ty3nm?GI`-
zXy?Vuzovqn6HiGvLG2Bi?GcGS%U~Y!T*x#$h{nlp(Uz_nTM}~+V%oS7o>%C()S{if
zshai!?&qmk-P7vy+UwBb!b|7KMe>*)o%IPmbnLH3Grdy!ReK+g>0>skWvG#R_73gX
zCaLrpVAGW4TNrBZ(ez)0R(3%wRq_6htO2zTX!kbe>*eg_F%LY0<05E0@exf@J@40X
zxMu^=F?M-$d~ZMtJ25wRFI;<OH`}?GS|gf5blID5IF~=}*JDQ0IHU<J<CpaPpOE)n
zdDwhJ2^}{-q1|S0tyY42w)&Q|MIyCkw6E#vFSQQCeaWyXPM$`ty#=jSfAFU;*j$^<
z3EtE`qb;7P>LhX;`qtcb%f~c+X+<kIr1~!S5RbXBF6R0i8e@Jzds>{Dssr{pf0T;^
zwKg;d*$cajz*@Z~^|uF+bNPy9YY-y080<%oa$PO8b~I@<!H4&wd5phr>FLJ-<h|`c
z<4wIODFL=u;GXz3YTwYzm!xUE1B>hX>n2966K&x%gR`sQp3Nx??2f1XL>JnN#eKXg
zxYxReMYu1ib)(%fUK4&4)))%gGsP>Y^`Oa_$Fv^?JCZ4KMV{u;zoXU3W$!t&kIPJS
zc+qlV9J%&hv_>xjS1HJGa#z0f)TQz653~tpvo_~|9dX|xYe?-U+8iy%$rTHEjPtu0
zO`GYQvJb6tmS;pXSW~LC-Yjar(CQxN7MUAynNenXEemLW){hppRD19T!)4kV+l&OM
z{YE?OU?`eU#AU2TomwnL^Lztnu5Z$kyTJT!?8)8!oIImHXdQ>QxNi~WGykTiXiTN=
z^k1~E(Fwmc3GtcF>=y@$X<smiW+)pm=PS%Rw9A{u#nHa?ADYLL4C#qr17|AICJ|!+
z(Hy78MZZ}UUwBMoq}91RGACgTA<2KXP11I{@`uMPoc%_7G#QUrY&0?7ckwgXeCFn#
zl{%9>hMp0NgC^2y`n3YC;fv2p?uw1X1kuVL*j8;G!)HuYs`O5|5*vYLwRz)Y4TwK?
zsRpPfI}jU*RxA|Vq&$ny9C`dNy^`cuSVCwW0vRLZH26$#%JZIfD^gAv&2#Fc%4a%!
zhJSQ_)Hq9GqtGUwdez`+!Do_$`EF&4h>4&XBpJt=u7>%8o!hHC(w11G(e{;>zq}gA
zXDsdhP3<TBHA@t2cFfiOt1v(ENZQ-}m-MYHF*JAHx`Q91_>6?<pApieA7qU|Q_qYj
zIFQ6=M1x9nmMM{Q8H@H}f<}wyaXvFO<lp;LGJj`{L&NpmsQ5&CFBwu!9PQNix5BN-
zeCBHONckLTViIVR&$(&+g1N;GQO?-2wA^^Kkl2ENn+|-YDRJZbd(<S+6y$%_Wvt;d
z6>Wj+9Fh}YNuljMrB{&Y%x5+}`P;ISOO7XvcCCdaG8*QTLLRxP(@Fl5H32Q~PUVx?
zTlmcFAO*LKQKZ~NwA>b{YW{XU6P+pMS0YMm651)zGrPn5`Am6Zan?*RVlrs0<tqMh
zQ10;9RE-AGC$lD_o!X>2Cw4iXk!5Y=U7t?MO+o7pG8W75gm;Yl$|*pF*i^Kz0=30*
zFpt}vT$W-^##ELpnqbrEg*qGgjL4E7BX*N_lO>0yFfuN{bQ7OxToJH+9(ku()6h~b
zSx8H}@|okpu(+#3j>knyyYskn2eeNw@2lyO)Ocw7o)!!2hWTxg;+8*cWG>3$qb+f}
z(Dw@F%ofZ4>L<{)E04A?tVDe(tcPb^*?sFQnftP)qq$TU&2b*dXZjLsLN1t*b5TG`
z+-&-$8Qyot16LBoEr`uP8(rA?H$wof!La*X;4)&0Xnxb~sNRG%H$SJG4!4!WW}^Kn
zICg3t#H~RAoT5#eh$*3McKjps24dlw6m|6%w0}`X3)?u*dAk|nI!mp(22WCM7Mjn+
z(wn0{!J48*^UA}t&r(4<Irm?p<wqWqaKx$SmJcbXigs@P*A#Ea>sue(t-6BtOKNDx
zebt3m_3@Z_><yJBv|mz3YY!L^{2a`A&zhg-?Ma=p(H8fdV0L%#m~7R1lV+|VHV3Wa
zVw(u37jpLzyyK0uKhr?FT()uU{@<`}nEf_2U<D~R7wvsq*|b$GKJ(H$;PSYo#5DiM
zQu6xLVO?~R+w+o1WRA|7ho*jZ$I*CEJ~P=<!$O_pI9Xa~S#7^RJd)ruIq7><!%5DA
zH6P6+RN1z20-wpf7Akv-wli(CF46gOZ%>7Ocfy;9RFeN>>7bPuS-m$`;4|Tek}_TC
zyRrc7a_`KzTS|Q9wa<0cHWDkcbkU4_JbDAFdCbY;sqBTp<ofi`ZtnOXyX^&!S$?dd
zeH0z5^wFjzZ3?J-1?$X)({-+sIS|VL&HufRZe$^kkv@DYMKqe!X^1v<TI#hUFxS5I
zmiMOP5HT3b==e9W@a%<C=Xi|8W>uR%am0+!bW0{UT=j+c%w@?)=`3Q#XfrO}_;hg-
zti8BtKCr$*Y$2NPGF!F#YoJYpo^drL`4HA3w63^C(S?xb%c&f&-Fu6aTa4Ct^vSg2
zu;wOd_+7vD4lxt7=<sfHU5H=43#F*177;T=^9*em6&(X@_mjERnv=wqpxN)Ji_%Pm
zm_0~5=g|>jW@yS~ciQJcJeaZe<dq}ELoo`=9Bsr`^=OR{h|A417Y32_V%Ac$vc1Jw
z%G-F%+MFHvGfA$5Wq}rC<?LDpx%8YcgQQrpZqHhV=2SW5v*>ajlNcoHcZ2K&U|FIW
z2+KWH3gt1bg_o~<*iX)7Ihv^Qe*2z_JZ4O>$1J%RVk^+piz_GS-h&+ck>!#BCx}_0
znd$7@|91x5&kY@gqn{94iFWmzQOBw2uwO%2I=h^#C9|y2R@+Bgd|%9Cmi%3QDE<;D
zw+ihHKgcYO&tu%KuhR93AZCLW_RMHjjSjTI%2mxiWG?_~HQKwtnZlj0Uc6)ZiJh$^
z7G~L^m44K@aXyI0jQ7~*8$hq!4z1yV!LvS?SItX^5GhI}$FoPP>zSK1HJQgqunN{3
z$RXx{cDk>Qnev3k{A>IY?j1_Z5sfq3Z>tjYSue8^72N1^cS1A#IA!z;Pafki*;i>^
z9Vxd4ZRA9)Df(-9O!BU|JLO7=IivMYH2U-CIFH%-F7%@8Jz_3s>{Cu=XRh!V#o#s{
zOM1MuX#d`Os_-Af`ul=%i;jn++&Z-UxA!F`z2z})%-4&$KP9#vjc@togg%T9e9cL|
zIj@MhqRC#}<7?Ihc?NYg))NwYv)s@$C;prm;0HN)rxNLdWd8(f1KQ$mm#%+W0(pkD
zwg;lfz8Tg=v@Q0ooa6I&Ozv5o<!#%@@!Zi?*KOF5t^(^-A5SllptcE3Ecc@Nt3@!6
zGZMF#r|-jNH2+YsE+fdhNk#P-%sEZ!^gwIPTWaEHz+(cUtiIi&ZEy=(_kPLKzfGb4
z)O;D_Msk2GPqfRwN2QBffgRX1?gD)dUTDo)-)37w-pz46<N1}|Yj3nkFWw)y<i%rz
zw5NoedrZz{E1Fx#n(}^_qbtg{-T(A}*fuoI;cX_%U~b?0L+Sas5u|_dK?@wS@S7v#
zRO^+zZm$$1=8Gn9aA|PTcF5(8j$|zzBz5}zkF{9-Jg^)3tjZ>H3$kv{@<+RRylH0X
z4jvOWC3llmFDVy*_H5gl-hc3Hi(lsl9eqt~JKFejhjzw;Rjuga9jqW0h*ncsef9(7
z8768}#3bDzwgW9$C*s#Vn8QXL6n~;dEeOrzx60}x=OMSvx_da5<ab#+(V8n-$A5$O
zuXxbueDoDk=PtB4vphXZ;C&BHkM)W8MJyOi;iJpB4!CEoQ|H^{_7Dp}dv_;S;2PZP
zAIeMPs=g50jdr_po=x9Q9+PkJ^-Td;b7Sp6Q#pR6_5j$L!s2{~22yS>8au;RX2&sD
z7oG6OeJ|N}!P<v5-?H@1qBAh&JbN&3zl4+vMGJni{PoclJjTT2TK5Zjufxz*UzC{V
z2>pCP)IRNO`u>HZ*<}9q%m$k}U!>>-eWxSPTE8q6dI;@W_eiajGd<pZv?&gW0#WcD
z-8rS{6;Ips0W@*><ZWYMOx-BYsGp(z;6b$T^{=ar!aViFj`=Sx(Ro}X+VX$Aj=K<N
zC2{88*i2)aD709O3%`!b@ELifyzpwWKZF&HCTzra?t%Rie;2lwDbVM42raavR{!{9
zi0AE&#ozrw?pX|4tZi}U_$fSQzmvz`%|hgTh(-IIcu&O?%;fx5<BE~Q;?Tsrt~|DY
zF-I%BCO@Cfo#N4^j1=k#iiACag1;w+(CbS;yM6e&*UESvld>v<Yev?HSclQNn?igI
z;63`_T-sqp)~8vCXb(L{|E`AiveO}3^c0O-kD&Rn3~t3j`+VOX;m5Wi=Xn&Zx}_pt
z2;Q+bfxmknQcFT>J(;F^B>-}cI}%z)(c>LMtBc*;{Q~-er<2ti`swkK(ZVaTr4PZo
zvYEAOW)HRFXq9`{ob82kF)!60-%F2|f;MGtTN(q$8%*^-WkbuIKs&UdVzCmuN8h5i
zO!agm*KiWeaHE)9FPPJUP=gvLVyS4!;k!@FgMQHC_wV9|wA?AQiX!o4_aP4H$hgy{
zs7uPFp*8KD<7UExeMny?_QWnHb{cJ#W>as@G(NNFZinV9YG=@l4?W3NkcIZS&>*ym
z&biXjoSmD6kG8?s@nt%H4V?pJp!u)Rn)2~0#Aou+o|azZc$sKx_2oJ}UqdWqBXO^V
z=84XtUHojGT@LHF-fE{bCX>7=>l~W%U-qNt+hA_^Rb<9}I-fp|_A=RZNsl+2=V_&Y
z9VAc7x_}n?%iZp!AD>xujsJw9bzVfXC{5a2J(ka?_^&fDAnTN@OK96lMauqyeLmRx
zbcPnWhAg!A<NS6l66Z5*w|Cnl(R-bZ7ACt*qI3|(75NuoJUW-jLHpvaTc8PZ-{%+4
zt`Vp2doG&RtT#gKhJ42UV?$HNIC8wpXnIcie}~rC4cP^wd#GJOJI&XfHW%jTQKd4*
zo5e}Ft7u=R9}SFL%x50esc0~g#IB)jU46l$-w5`%R$ZDcEk^7*+T>AEB7#t-{@uU^
zZDC@0XzfWkjzuPXW{maW6fTEYKAO+0#Fbm%JWY;|Idh&x>;~HCQU~`qIG3ea9aoD5
zh}}f9KPD8Y4aY07Sv<CzmMcIrvH3i*1?qH}e{tG-I=<gRlX*H|ZVc<__X9V`ThKo1
zHkzYwR?#NNJ$>$oOnOSK5Up6T&}<*nxl3RkFM`?~v?HaTT^gY;$k{U1;sc$--bI`A
zt6!xq4c4HO)sqrvUw02}iatM268bZz@5i+R=yNYZ%V{kgOo6#fgz?CYfn<*as~Bzj
zgaJ_xSkrhWP!*$0`^fufi)S_X_WJXfdvC*L^Ju#+L9^_4v-tfA@(h!EX8$(^l%jQC
z=2$Fx19Or_)2#_~?0A6Y{bPZx_H;h;-Mr(oG}+6@dWaU=Y|Jc!+~`hL#Tvl^GIl&d
zYgMU}Jev&Xa&Yd}2Xrp;7;Wc|vE8W+Jf@`lf<O}4hs!EM`@=F+DSppmbb5;PjA-or
z1T8SRY{}~inE$mLmAO_(j`tMp{L(9$TtPnbF|fwniN+Jp(B!<WYaW96+|H<ZLiSv;
z%F%9GZGYuj&tsyK#>_r-l+;;)_RYDab$Kn1*)_|;xHOSiCEBENSLcIpo-<?@FF109
z*mJb-{Kd`&*J1oC?hn$YF?1E$jx&SjHeKW~>55`izv<lR1=`}LMwjj5V9!wD@_W^L
zNS!ay1SQgBq+oog8=UxKGx-L9^$IOPblm++7z4x_e7ei1RikZaaH^GqdFnaoLrG7`
z{(07Gw5k1%+alLNo_(!Bov8;oUJaT=Scj|Y28dhtBuUj%dxKW_Zj4M9<Pt{Ye%@eD
zzPDh#Mbkf-xA*|e$Ci}*T+{DG>a0bx_&(S(6XxN{FTeSJ@+MY?Huc<!sC6(FdlmoS
zPN8#>dbCpY;$NjOw<xI}^CZohlzWG^Xs5{cb2>amAxBf)eG9SoXft*Mzq|tF9B2M;
z|C&PV1KN8j_1Xo7FbCTBI8Tn+N3>~C+T97Fum`!MVBb@E4Gn0gmZp#Agz=ciM;839
zrg3>An)eJFpDx%35pz-|-|8hfUK84N9sdO};SeWVMRm<QPwW%gp;%v?b(s(+PgH1<
zI!CM-ZR5l3=Eu9a%u%Z^&Y5KYHLC?}eb{g5TaG+NUca+C#EA5fpV3^FbQ?NDzhrJR
z`l=w=bHZvx%eS2Cw+gQPf4{$CeL*XIo-jX*fpa<RD%ebOI&Emp`LEkw$?=$wv`bFg
z1Ih8eqSeoBKKpAkd=C_@x_o3ixrTPMNoQUNUVvD5YJouJQkrw@K>JXb)ST}I@878R
zE2o>1I=`W9$*SL`I}PUO51*@@pyO>PT7SlQNf$1UDHSkyF@{<f+BL`qw1FwE51pq#
zbJX2vV(Z4&{boa~&mO(VlCB5zpdIS+iFqKxWA^Rm%x|am9nDSl#OG>lINp(1cYoTK
z_o4;)Xlz}T$Yo~O2XnSQBG>){?b~|IyFZR_8CIBEXBC}`{zRK2vpXdCFqa9n|2(>k
z&TsqBL??2VZcO4b7uEmCZKU(tUuY+KD=lK7oWQ(*-e#KD=tsL-a9?%;94~rW)3#h%
z=Wn!8FIse*;5^5*KaCKkbEg5cqk8{5f}FXGrNHzhD;mi){6X8{`>*1e3zw<mM1Gf`
z_80B(&l9mqv$)Lq?H8Z!B>TNtgJ?MozETz{T;_04rspSW|Ij|zbhc<IbD86xCsrAD
z4IPgSM01?u^;&Nq2J<&iEPwEg7z=G}yydwM+HgPDT8gNWxi)*KAXyuHAE@Ot7uG&s
zxj586{zuAj(3W~H-u~Nw%fzc_T^mK7En5(+#cS$=*2P>#+9R#+6In-Rk3c)~d(#{#
zsFSCqm~2eeQ`sZYre59Hk^<|n+onu>YbZa|cG*H`-!$KLxv$_dlSPI9@@EngMuSQ8
zk2TQd*No;oI(nO&=P0zSOM0@sV5Tnn6YR(s#}+{|JhV_<H6O+f)q!Ii5)-jUqbX=U
zxX;dmT(i@2jW^Up(RwO3{c5j*{RNU$@+l(ZT*T1i8%plwf>}&$jjJYeHTD=Zi(99=
zM?uVR?WuHH1uZugZJ&D;^9I&TH*hlCg{G1^$Dxhu%Q2M{;WJw#BNm;VMNAy+$Np9G
zE1>_}f0bKWr%p@)?Zt!-1yM&K2iUMhJA=f~?D1%jfgfD5jK_Q$Q9kM$i80xdXp);&
z8mn3Gm@SL{c!bkykV5Ou{%J86^1Hk-<J<zMNu%XXkJqwY3-hB3GG-@4$+=8GYqZXe
zFZSRuFBW|~tUzrdn%T9_t4g7-%bR*ALXp}eG^Y;{Yv;N1n6k)V&G+=4$)G9De^c26
z^RZdK>`x!2HW`gQe#E-Q9O$zotlPFsBIhy%ZSY*wohOYv=C)CaOapC$Q_=n;$(-A&
z%x6k_H<x8kCgo(&YS(*~@>KXt{lHw=+0^9F-0w{bEMfDRL&v5x%Da$q)6i;7_irmH
zgn9Tvn`cjV6XT*8C^m}@6u|f{mSZBdmlzN2e&%}x_uCLhN(P=dwucxW?Qx0XQ5Bfm
zyXZ-uv<@OBk9NXPY{}_Eu$L;dO2>5<vFT{fxWQwN!k(dnK~isD({c)EUEJ@j2cewv
z?|T<UlJST=1FcUedPFdc0f`^|Cw|>e>QqDvm5#ho593&$#mcZWYBSMfmORVJhJ2(`
z$GfJA1X4~3E%DG;9U&DSbGk)mw#pe|%4lky5`vZx+Z2tLUL16d*eo>N?dpZUArAS}
z7q#8~9x)ZP@?Z6TFQoIB?bBYzo313Lindz!MeyGYXxGnO2Yy)*Q$srwxWD3U8syJ%
zAO8!c<<!w4%SRtSaT@lqoM_PySwYIpM*Fi`p~x2MtgzZ<_STx%95mMM)9;KwbD5=r
zIU_>IypgSeX76wIdSw8Y*_7Yu^`4BW?73)i4yk#Leq3hRh}J<xYMN-bKCG3u@aHn$
zjz7PwM&>!}d1!5ojt}#|tnY*w<k50kXxHv88tkZtu|q=j<V@N==c6?>FJIfO$!D(E
zao;tNISE@E?e}%3C#ADtzVg)i)7}fDZ`DB)jtP6(G=tClX;^eJAdT1pwByfv)@{_{
zGqb-w3tD}Km@e9bORw9TV13#<SG_HsjJIq(wC8Vk7@ERf_sFVWC2I6s^wErU=B4F8
zo#Cmb8JQ%f$~HhNdD@^S&*d{xJC4X4KSqvch&DCPZrizuu)f*-@3vJOF&JCu7-#AH
zY+MB7@@D@F8FVId3$_v3D2rQv&i>&s`foD-g^>9J+Ze5&?2PbySWg}J(Kl`P0aE8e
zv>E^P*F9R589@=m7NLziGtaUe@)`!?)_+wcYhdifXm(S7L`OpIux{M%!F)0YVw<2v
z>=|+JHS|5K9TOfYW|BHh(ca(fA9HFxpRpbL>R>|#u_b868;;*qfc^8rQ;hCPkhKD~
z8CvT8%6E29=ZBpeMY>Osa^`3+F0U2c33;hLGe6%_63?@jqRq_?8Dk3N#=py#zfb0P
zYzwp`Kc%tb;9fT!b&DNM=6LL7XyticZ_;2bxzeg?-_^t9c$R3XYC@+s!8LsGVjcKR
za=+~5Xof%KK0k!D<YBe~ZLa2}Jrf`wqSAfHSG$$eX@z#KLv5-T><f~8-1qf&9kG>Y
zg3hn*7eRjFoo2ydncu{$(U$tnDK>+=M*X3^&qYX_#a@Lrt-$WU7}%3<7W!OXtBI7e
zLF<#!Xk*}e3lqJbw|_~lguNOq+~1|u-V^p@Sc|P~COHqbEgHLBjFrER&kW8;tn(Ej
zeTW^Jsn_xL-UxUfUaBuyBtgs`Eiv_{ck&L%A#L9C(4CHd4rpV|q$2y{_)K>~=wV&5
zH-_zqwt7bXiI-7)#zsfpxO4)k(+Q3LaKk?K5k8}w^f#lAj*V;3K7X6?ZQg1=GoPn<
zNogV}=Zx0ncOWEc6`$$a8Gm<!G%**n3AcP+U##IV_gPKRhC9eTTZ{HM-g{I{3Cw{E
z4FByRb8YrIGz*1|@qIC{2Iguz<+BSZw;t_|$Mh}6kPlfd+41eudSb3<Ulay2c0*sz
z(X~6TzJZt<TFIE@>s4UAUs!8ty~rkF8_-nZ-~3p171pwp{BN%%b6@sGG<jpC6&G*t
z826HIBLm4CmhFyK?{-lCIgIc14(?VlWZjUx39YN4cHY|}9<zrXU~-Af!`YkBJ_Ij#
zYfuSm8Y8=GHw2J#@jw%JdF{o<GKdvTAJwn*Ben%iGJ@S5@eqDbV7};?43dLjd!oI*
zm^MBcax7&9yUU-^d+miL{<&tHU=yrQZ^->298Bu;M(a}17rWjD`6Z7kMaA93wxT_~
z;#I5-`^%FjZy1=qkJvV}B*#F%v=Myf*7=l=e`z@%v=`RNH~Fx>(k`{|@krW#`l6+;
zxp5&{67~pM&tFza`&~aYixWp5JHXn@>P6yhPPCu!M|+haY+wv~RiZ@pjag0m-2k+^
zivqGMd3+|tqk8WmItFY<n^%6&`2gh7XH_iQJSv%7Lm=8cCq+{O82_I9(0$%S@&)W2
zXj>XLiJYFvXI||*?=t@^DHnv+CVKvwG3-ekpP^EFoXic`JJBLbCmY>`zDMHE59ug6
zC)tIj==x5x4934F`vS(iy-Vs0Ml=8RQ2i(LOJ<QyyW+_D5jzC!;<_6}-(k;}Z}`&H
z79U8t-Dok*wfAm8o_%wldHQD>&+kFIJx=wxO(>rkx%|?1=dtA7+>6#>_tf&{M!3G@
z4-rdfpS2IIX?^o&4)jX{b`PR1(O5qeP2s8UGQ|Ww^Q&dBENvR8GYoB7Y)kHbi1iJd
zpD3%^kn;>jD|_~!!Up2H@1k1GJ8X$XpecTTxZZs|d{c3a6K1)R*nTt>-3tk-8zDbv
z#A|p#a#rjEXwwha*{a&{m<4tTqhywoatG0V?_SY%$^lG3L@170B-)_V`eip)!TWbu
zQ(fDVl#4<WdFR)78RC$?<{y*S%_P?sjb`g)*zRWpu||{Hga|tKJ%rZlRP*o8N<I_V
zc#Jbh?{y4X_MUkiJUc!kD6#ID7VWQN(X!GQ{q->BbX={}DU~9}i$e>2d?7U++F5Li
zwAX7DV)1C6_3tVa75Pj{yM=Hk*^|glK>K@CuD2e>+XqS2V;<3X@Gx4+JJ*l})v(?_
zc1`O=I*uix?Y-L?V+wuprQn?I31q#PeFW{b?)Uuo%dnsCQDYdZhTOBGX#bY{S?&G>
zzDKYeoqCO05?WPM&D^~Ld`9g>Y|RalD`6i)>-IdjB^B0l4Cbk6uAuKqGTP_|_e~gx
zF)!V`@yLh1W5>~|=YKz?1mAv~ad7qc`jMPV3L4M<eAmc*FqgUF8<;}!XY3PbX@?Iz
z+Xlu@wa)$fhm<>s*0Vv<L?D#My#08$WBqqxsc3sf+I~)kx%TmYE5!ro7=8+^&e^PI
z7nB?2HdT+!CeJ7hZSpz}@6Hy;$t|A0Hi<>-G@AP_fdzMbAP4{6B*U8Qkzk)eI~-dv
z+G-8_29eWriw*QV)6tY$vY#J?dH5&C6}s2|lJm?!n`~UF)@uTL-HUt{*AEcOM4RZR
zDU$$mr!M7F0~P;>okg4c-TK0-*>FE6FDu(j_GGZnq4nE6{8_5RW9ECVomlmYlsk{+
zy#3bsB|o^#?1-e%$ET3%yMQ)x<nQgWa4tSKOwA^rB;_umt@3Tk^MX8s@Q&A88&Zi~
zLc7@A@$LrXp;dom7CO)vGYc(3WUG4N9LRgGd6jS>o|MZ*JJNJ?cAX;3edlo0PQ((+
zL3{I;^(RuE$5aY7?thp-EEjEx*yHK<oMFvW<k6kmbPTwRmhH`q33Y+*^y3|;a4wT_
zSJ3v#H)Wj#`zU<cv?ZU|RkYF7(Jdz-ccHoN)rE01_jC;{kt-$b3D3R9WYY(iB2w-;
z+N9~Xr2}AH+a=wutd-<H*?DN}dizBEz3^`8yXK4``zP4>Xg^<9`kjOIj$8Nc`{+F*
zb>2Yx<}SVaKFm|aIHje^uZZ15dt7<BOCMtWQ&JTQ&*^wnfL2%Csha?OR$#*$Jy$wD
z+(K)s8L_OV8TJD3il$d@B+vaeT2_}?`m-*09|qHNSJ3%pA)55o{pQ9nzB^PYDSf1N
z2W_Ox+rZ~fc+6Sp4yPqyq|Uo&ERj8lvy*s?`snQCiX;cmzK3=o=ea;PtQ9;>DT`iC
zzA0oEp-CT{y1jW9>}51x<Gk!Fsk0bu`DR0lJjfFneRvqorTK~bXue?y%`YLh&Gp(i
zwSdO7C1?>JCO%@1<}v+eTE`WPCv}#hU6p%3je+%!=PI+lM9?wd0h*Ad_5s0fTxQAg
zH-j;B?0AT#Qg5?>3+?5Aa?H*^8WTN2+xhIolts`cer;W9L)XsOkI@Qdeb~GD1eEj6
znCp^6o^2Ug&zGN_yCJ6CKRQ%tK8<^xpv@HRQrTPu-!xgf*$ti`<({H7EBti5*9ZF<
z>K2SSbcxtAw8e{3jRi*Y8UM}p9^<l!m7|S4*&coZ);Imm$@5#NRiN!&xb#Ck%nets
zUD1$6-}g$iFI_hUjYsjBw<5WdB94<fpQCv-1b(~)@#h8WrY!F`VpV7wxiZtOKk%5b
zIf-jWA0+kyE%`_D^)(QepFg^zmQQ2FmuT;v>O54q1ivA*;?F8MIuCz^mLq4HA_;Bj
zbMV~oB{WX1M*Gnf`!OHJoOn6S9K*fjc(2jUM*M76g?%&U82$ItcM_{XyEsS3E)?GP
z#p<~U`PAN^wR>*W5rh0^__nJf1gO15Tfz7Xi@_MMxAtS51)U?*q6MTBY#$F}K=J7~
zO%1Z&lwF6WoBKC8Qx^8koS3xsI=zN^G`9(p*G*7`b(vh<Q11wGp6}2$Yue5K$G~3x
zq9z|n8hgJ-lX>jB@|iV{X?Pc@=|}SuAJAH6U(@=z0QT42Va4C4edI?p)+C<=+Gg<n
zy)M-rlS_`*fabR|N8zOtj7Qg}OYFN&tPyQtpHP)_B8=hNOBc)298wcnL7wP1;YaXY
zWI}j_B+W~GLhBFJQ``i3lrPdt^hR7HbvC0V)}IJ$fIQJv!)w()=<!<6j=PL8>;B4P
zx~(MM_S1LeGg^qqWL8Zvj|mmC9?YiWN-LT_d#sM~P+MxPdh_ixIo=mEGt-|B4?zDC
zX%u$BgT6;?Xi<C9LRm2Xi<{(9U-X=m`--;U!;+I__aIN3dT6Cc6|r`-KU$fI^4VY?
z`Frm^Cf0#={bf?MWIBui$qU}>rq}lkZBt=^`RZ7Bevc;497E5g6Ya_s(f%~(Lw+As
zOlY9<oGvucdFhVpqM+}|vOhhQ=9jwB;<qji-5Uux+@*E;4RlQHK{MOPSgFB#q;61a
zxhR^P=XW&EqJnjIA@3a`cl%m9Jzg)`OcT{&)d3#U7V;}yfZop^Xo=Nhxd$MBrtKRQ
zbvd2X`4dg(YURN{)1l2TTq}K#<^=lC-sUD|tEj_T^5@4QFV~QAztGw{r-&FW<S|S?
zJFk(J>qk2*F_`{y6|7Ur&P{OMO3M94Yn%1Cc)}vc{ce;lp6*9%0PXq3So`p4uzvf<
zIrJ5^KWH+ict)Ch`27$)qiOXt2k{q;*LOkjy*T{l(WZe9*XVf;q8$x=a<)(ezFAg|
z<T=n>!ap?o8)AE}jDqoK65n%*{m{8^fM||W$hiLamT}N_L!7i6NFTysp*8$jlItY|
zxe|x0W^poq=djU2?KjnbHiB=te@~cF?@sC*s+6n^ZVjuPe0wgBnc&9RxqkyOLA01t
zBB}qRU|lV9&O6zS#73Zv>69B&495#qRTB!O<wl~_CC@CLAp?1$olz!&-lUumn!>zZ
zkIyq;-k7!d@I-o^!e~0nGnxnBJXgDItN$B9%8f$nf0=Y*HT0inX1p99K+B1sZ7wSJ
zn*{qVmNkUe)RX><GaAiCew*@h`1a%TXjaGt(sntbXrA|2(r4gZ8DyP}m8K?!rYt4S
zw>l5|#C<d?yh#p%GY0KO%$<1}kVBIH!q<~XB<DF6&Fg2+nc9~y7Qa0^*@eWkoN;KX
z+q%!Yn#0}^JK?EM$=JvdM|(CSbK4?Q=&yq(4|bCGfg^$TX8hHpA22T#Hn<?4Pjbeb
z@o2wx)k`Yq!v2sbX7L^pYj7mdR=5=UuG|XmyU9X}+!S)2QfNvSnpT7yhVNdSWkW1U
zT+We3oA=kMQxMiS3ra6$T_ODhX961kg>HQU#33eeRvsm3q|S+GH%B~hYkv;oyXS~U
z$CnJnQk+R>j)}AEwnMyoVap;Gi+s1lkwIJH#g|Zqu|xI4_#DnDQf@Mu`Z;fBMMK!<
z*mYl8fy9cODQHq3bH|&mg>_1$u5~L&%*UCEHfmjbTFY*jR|Spi{GLealtpXqmf>Z@
z!|xNl-ZQxWC^0#-1$Qd0E{Cy7f!}?QdzjcXv}dvRef*%kjBoo9wjrJv7cI!WsCX~r
zG2M@TvT=wZ#zQN}Z*>Xsf_cE^;uxjl#Q13YV;gNYTfzEf*7}$o$B4<Jl^#=k&she)
z>yRI;@PJ<5bTq}y+0&lSf;H1w#!aip_dpy4w9@S3GtR<26aNttEf`1YoPoAZWTfJH
z4agVFDi>ZCOH2`M%)axHf?$1OW`!@(h|NSh;xf<c9E|<e{weKa=`&J7yBqsDtP<LF
z`qrT8s%%nD8O=2H)jTyQ_h9v}edT$?W}!K8=Gw1Y4DrPExR`=l#8l7@Xr;Bd>qBmI
zq_>?fEvJfhIK_{(#ShjLj|i75ll4Z98d^*5xphZ(K${S|q*i{K)Txe^WD!1ck1xy{
z&t>gSB=ZN(Y_w%<T4EwlXNN<O*vRvw+#EFf-wtyP*2A1@yIP3@H4U^Rht0npuY~o~
z8*8S2r#2T&FR3ib6~?1WAHK&e&meVbqQz$%3Vsc3e(q!Y{Jvab^U$(9EXwlXo%T5t
z8FnF+m=@ZlTA{jK+Az;)TrD@7w$J%!))!{AhC~0k?!`CLBr@mXXrsmT{^9(DYv;S|
zzfm1Y>eN9K*dX_}0Olm`6{2p&(ss50?FoDN>O9DKSg{@YzSDO_7p-t$VOHA)7^|EN
z#x^98I`z=9ZWmg<hISoVI$}_r{N@TrAMK;*)&p{IU)1YjYu^Qvat3H^1L0+UitwGr
zmVH{STZtK>3HMZ4eK-lRjqKe)J+ijTfj)+gW9#-UxbfvW?1eL!eEsx1QqBl%?n!O`
z;ttqnWpeDJ5y=5^jL`&y?|t<x;xVt9%sxM(wh&FKthQ_#%x`}=);8=Q`5w+9w6f%N
zH96a1|HO9T+<#<l$XSeb>xtyVM1OeSZ;s|Ip=N^CpBeCDFZ5Z(?1^%0vOk1ligws0
zbzhq!oae^$*`YGz8kV5t-SA#w<^sp_RP!7ldloomXtIC3g5E(t|0z!FiSKk$&Kzyv
zD15sQ`y;=7eZ^|iAhs0ER?crl<_aD&rSHt4xpRnFpyh7epn3~_+fH!Ns;Hlfh%G}~
zdUN}PxZPal>?`f}>0~{eV~KVyDNc9V87`weDW`l1nQL>Fqv7wJZy5JAY=IJ~a|K$b
zr*wX`JeL_*?6&3Mcw$y)d%j(k?X>1Habs7?Um$rY&PuesCF0)>sB#(OR_oD=I>~rs
zjix*4pyH~HTt-96`HCpDRcJ=jH3~ycav7)5txO5Y*Kusn#QEm=Rd->()Xzz$uKp%<
zu134pF(Kz|A(uI(`C#qWm&9z*Ql~$f?hSo1<J3D<><ckFw0qKhxsnijOFZ?qd_!_N
z9DB52j}{#+#1n6qjL^J9+nEE}K)sYqIrL|)?~^}{2_^T%5$(dI+FvW=A!cw;bJ%)-
zm=juCQLPz!KD?VLH}=KTzF-ZS{<eK;H88HIZR87`+Dpngqm_kTv7H9(MdxURQVlKV
zf_7ozik7X1AXe0VvZOPDlv|5toVEC|Nh*&ikI))dPS0~4TG!Oc@#3c;k5V49{{C)K
zZav!5w`Q?tA<j~f)txI%%@u80h}P+)5NkYL|5tG=H8->)onJg1Z$n%cbTy(nh}5|O
z%~5S*z^KbGclsq9`IGE_;cP^^qN1j|@f^%Wd-LMv`;&6+Xz8z>XeYp0T}yb%__!^^
zHla0_=Evxkz&A0+Hi-y%65EWHb@1LTQJAX<pSqnHOY&zN544LNX#peR;J)PPjk-tc
z+=4bSx~$L_@(hRjyzA|}Nu8c(fdd{&f*!E{ET+`Ih<y9O@j{!j?e?P_=nD)wPmj4x
zug@FpyhzV}yCo2#@U&)*b|!UhMJw<e;7P~8o|EkjAMP3v+lF@1r{nzFI4)zZc~eKl
zn3xaR^>IzTm&3VCmUc^PoB=Ukv;`_N-3&vyO!fVB{VMvz{LsekZ&u2`$YrLk5qR*A
zeD}ifM;oD)*Oq;m%M?$r`_oP>0PSdrf7ZTNTxN%Z$O?T2Qs;KGl?m(8ufXqIPOsgy
z?XnZGK(tTA`-P9x!d^}1yLW!lYu|x3GBUAR;tQ9_xP0tFAjws7g3x|iM&H#v2>0`)
zu;X3YC+|dS78;X1yPU^tYV5hGN%mlIcA;GoIwMn33j2`Wi2qqe-<4prap!j{%iV?X
zXdqp2kiIJ+X!~|Q4w1SKdx>9W3tp%1%5Jn}ZqxK^Zt)nqYWExwvImQ^2d%<N$)oTI
z%(W9k2OIa0Yu}6ZI=jZT^(E|u%baxk25l4j(3X3SI41$^`mWLBu=ydRTqv6OCNZNH
zh}pl%On3Q4-=i?J<t1(rU!cvGNWLs}qsI$Jo4rCNvi%R_<Zhmv9JHC#8G-gQ#L!{{
ztQQN<a1xBC@56qy%95%YwH}zi|1sw(ZzAOmpw;9RR%A57_i7f6lG*{p4x+uDmgYV5
zE!3^C5f{h#5Q{|H=)Ej;Q!k8-doDk6q3=o*+KFWk=k#~NH=2!uzJKZa7mXGo<=b{;
zB;=4hwI1oLA$1-?+c)xhZ<sWndA$2enu|TL7_<fX<xzI9R{o)QnO6dhLt@bm<+xpK
zg`9`cZZk;-+IHj6!b>bxUQXsRmjgEZ6r*E!Jld2Wy(agoxXg=Ndty|`ehp3n+RU-P
z)-1TkWllIwTJlkroXcS}sckoR<=*BpQXjW;&!0go5$#y~>M*@G@SE?BL4~z)#Ezi7
z51#wxWHFbK6X{wMz$bPTZQ{E{B8M`$jJ(s$>Sp>rB%zrpH|<;-1@E8k7_Zy3&SPj}
znva@%Jj!M699y>CnCwU4B%}RRN!Zu|zYAX2xc{;>y}sjU^+)@wM_=JGK3OvksnR-A
z&;lh@-}&TmnI6N=AE#+-a{{e<yOv)}JoGQ;&IKCLc<Cfs)#X=*udauE#{4|vPZH$%
zQqlB7%1y7?ahVj2$nE{)TQANjwDx)Zu0FP0My>X}*L?Cl7bgvE$^NsN4_CuC2RG(O
zr;~MG&S|u;=GEelH*py+p$(bl^mu2`7JRw<<=Z+gqray>{uzyz($QL))T`NRxQym^
ziDh}TTn1W!|KZk5doEMs(!TC0jUzMB%Dv{PUV!r)r}6MqGWm@j&RH~_BJM<C8!pp1
zcIU0ZQRLdsp+&Ax)3k?ksi~LUkwfb|kCypxX8kpYm*&23Z;2$|xp6L_^-5~%jfH*p
z22Bcj_FPiuMYLt&cV~=z0{a}FuDWkT?Gjp6VTD6g36~kU@^s}RYFTJ|uk6r0U&du*
zzbtxhPM>Wyny5llkqNX<EBDn=^mpMnIcWZAx0~NU4A%7H#J3N$?dGD@$~?L^7TVIi
ze?M0$%9HcFjHbNV;r`VEE)$X`5X8`SeFaUu!eZ9}XrB?EjXOS0Bjv85O|)BCt(pq=
zZ0nY^0Q&x2Lt~#2bl!7<%Y2{UB7b`#DR&($PuS5*0mjt92i4g&G;Ym9EB2W0UIM?n
ztb951axQK2`DmdV4LL~=f3nus1k})bb^|TA_U`uDM_i_AwUekdJ<pqHQcWq6dtt40
zP})Tr_RPWDh*N;p-uatX3Grar_dDZ-z7o5Irad|%#2)6_?n|c3U)M$KHrf_ngMhpR
zJcc{ZRpE9Eu|hP3KYQ6@^&pq9;eoILjd$;$)$*;jEQFluN$>s<f#h2S&RsOSr<di7
zjbS~U`zODzmDG6;&C*iEx18ZIqqQw-2go-SoFcScCSgq-Q0`v(BJmiqPk>X5X5{v<
zM+))`Pn@scYpWx5-bXWuTW#=oC<n2v<HCiv#7fY*v(Bd&K%I|T4CHTC6Dvh~U26Y#
zBFv9wdH5;?)AM|QCjDgAE<0GWiT%*wAKXUDJw$V!GcoE5<U<}#c;hQa@7W`?@I`O>
zi)`Sx20p)DH=BI7#CeRi^MK8Q(4~;49arOB`<c{PhIac~&vFZxGtX{2C|yCzJwcni
zZ2D<)3y3G?9Gq3xPRcz+`{WlcqP+&5L+$=C3+Xd@h9-KrjQt$qNK5ZS-?ny>a^-05
z2RnBBae&zSigHFTZ7&sQnrG+jFov8*%2$DgaN1rf(L5zhg(6L04!ghix-`9K&(UHQ
zKKSwhtp4i8LvI_%@v6{d7C2QK!*gGHd+_{6`ix$nO$mPcS=SI^;iQVMIqylimuRPh
z6y~NGKz{z{nL;Icp0ChmN<6y!2JV?rT-TLL^!lpN(tQN4?}zKlaMMiGr0>dWG|hb@
z3&m|Ae->>&WjVcPHE17_{Xcw$=f1$#)o<-5axQPszHa5d7|I15ROPJrNT2&#v@@Yf
zF>cTXS1xLoUPYg6Et(GNN$w!zdmjDmw0TUQUmcou)xxcT@c!+5nYP@HKKFVwrI={H
z<B&hom|p$U`2#tZcWC~-eJj<Woz-oQV#d%q-=n?R^|(*u8|3nG*P3?HKI;RTQp!K+
ztwMZe-`jXkCpva~L^~t!PkH?v9&>qvef1SOjy0fF&%7=33D$(SRhh>bDUg1!5iNV3
zC-*4qlN+n;+Wvr+YeLg`_FUKou1|bVNI1iga-Y!VI<~~E91A)B;(v1*9Emlf?Q^~=
ztp@MrWEcBrndQV<(7yS~hy0L*wq&_Vb({&Y&uE5nQ5_S1ahZ8>oSEsgTr1i#?-5b1
z5QB}}XvkltPs)8k`*T)uM;VMAaz^W)9He=aHnc^L0xL_;ahVnA{*xyvlX73ty0ns}
zee~cmj)m8PN2?NRM+?5D!%XnuGF_23e9LJ+-+^}6w`W;dESH(3e<!G1k(B#}R;Uv8
zt`uS-rIB80iFB^kiT2Jx!1zW3ml68kYv@Ar-~D>54de%1ZZBTbV@c}lMsx8v`7IXa
z9g*=iM{Vi7?)e{EwqfC}L@2jm{Mu1;&h;Jb{SMtq&IMR|$^53Fzn0Y5i*_tNs4(*;
z<O>X5dc33e`Ul$E50Z9k(_suS`yd)Xui+=!T4CD^u|jx$y|!m+7Lq#q&_-Q1vpVvf
z$6V1&R9{5C^XB|QyLoiS0)Loy=v=$8CxDLq{b)Ltf&W@y->A9mXi;B!uYaRun%v7f
z3$`>{f0QGQdj`;yCcl=^AAtXUPQkl>v*;N92QBl&sawkZ@V+OX^$4J`)L*nysd8=8
zTOi;1hG}?B^I(H$oo`-U{Q>)J%%8^A$_tR|`-gUQ`mSs74`F}77mbV+f<q<<M01?m
zS2g!6g8AS5U)@tzkug<}g|@Nv&@I{HklWt3e}e14P+uU(MzhKn|EUGfZ<*ZKC3Kt?
z<e*9Fy|PMz{EK!~apOVKp9u~fkgN?3x}>HAWx#Wf%HDH_^vQxF(DtrKzFHguzn?YG
zE%fUZIo?RL%ILLGK9Hx4=*o(_BSfx22<>r9!>uimFa{hy`|%N*m@wKVyXF--a6F;L
zTQ{1?eGwdmmi^qad>53Pz4%_)+J1685wx_M+kGo?U@yn0zManGzi}iu8ck)QS<k$D
zSksVu?Q?PrIi4t*sDbsqcv#mCzV*&8ggie%F|;zDQS2wL;5X4D8upwd&s}f~TH>A8
zB^vPD1JvpqY)Cs39E*0TDzCcu3jFTYA(?TSBsLWshn89p8JY|IXGz<R`PHP46ck5$
z5PST#6g=BeDeeFINxK%5KwFvDSFx`GzAJB<R-{Dw0>SZU?y}-P%GKf9K-VW<ZAiNo
zltioi@OXO_jHw;J-rV*h{k)(QTF{?+rQ;yKG^5#2HkRaD1*Op@>ZI^`cS79rY0pRr
z5+@5zKx0hLWvjtD`Z}wGL|Za<5}b%Or}oR1lD}N$-8#XON+Za<o`m)_rFFgceJ*3C
zZ9T`0J_i}JQJ?=L?>!Fr*3_lyVPwuFI2p~B=du3xTP_p0^q$zrIi$`hXqyFOH1s4P
zmwtcjy2Dn)rlL*K(fRZF2aIvOBQE;RA|{I#9BI<&@d<LVd3rt-r0)@wL(BW@rLa!{
z+5|^dwUG36g458Hf9dE)Lk_8&o9k$|nAFKdyU^y~f214Y@+Yed;FJ5I_m77*vGI#i
z7R*WZ-8K#`A!`$Ye6+uYv7akzxC~cPYuB@pq?|mOn{9+knFc(+%<134$=pzII@)0~
zJ5ie|h_mLX>O0YPrhqnQnMB`d*z?tY*(o~aCwW(9piR4Q*CX>c>>UZI*6-(#<0+zD
z=gxH0hBj~OTXxcgKHHgS53MB(wV^MMvbJpsQz7M)(CSYwJt_w8U*k*bsXn&El+kY5
zERIQs_<F;GJl#Q(?-87Z_Ey4nX)?qpW?!wc4ao0?3aX%OR7#idggDFG@!~=UlBX3^
zMSH>wT=AI=Yr-kbt<!gs<Ef!#Ev=1v2xHtI)!v)NKE%|~#?-Jsin&3X2({)+BY7La
z*=QGQy}y*rgm|K|^?NOSr{|!R?o!wMs>EZM3FGSC(sxq>?O4OW)(5a|-=evH^>|Zq
zyt!zu1(}ftp?$7Sl{g|s+nFX>>8^LW`z0VRY%hM(SBI3FhgN4N*Kyg4$FR(<n$2EE
zObbm_sC%*1I6ia7Sm2PfD6#oyyczdRq`ttK+c^1sru6w~qqVp${5mfe)*^ol3U#}a
zayn=WrYwvtcY@#D>RhD3CS$+g0<^ZMGmkx#;djMWtzg(B&nKvh_C5X8Y^&GsEut64
zEuOy9dT1AW6_Y~(VGjFd*)3t(m+PbL?cKZ55OM-9)V!|5kl!c}G(dZNK+62vTKJB3
z`2$s35`zgEqTSMJ%<6}Gy)VHxRd)fo26)ftSS35RIIJATRGy_<>((X2jL?1?h=uA@
z!|zsTTvy98B4&)H+50rI3HF#7Gz!#AP$#w!?WSwjNk{lLQ2UbXr9Rs4E<*F$IeF*Q
z@q8v<`j7#e%-;nUqs7?h^X!Bn4&i5Y?Id$_K@+sqwU3rbbwRHA%e?SCv~M*<o8BMA
zTGbB!eOOtIZ&&HNxde^Py>L3N7Jl<V#ZBIsj;Us7%df21{jdbyqX*S_SLyq1j&}Hl
zh;<(1cW<4s+<J~ahoxw%^k)<;y$)@6yvaNj66*_Epl$f~tM^(G{5OLwr?ie`k^8a?
z&E5J%qw8(hBO%7BSWmvm7PLgm_bJsH1MiB&<+%d`WQ|X7Ioi|uMuP+u*pD)Qa}J-r
z4=d2hJl?0(!aTr5cy36MGdZ3W+Spjn{^zX_OX*DQ@FH=f;7YXl-){!7#o$|^LV@ez
zBz6<DM*A(;u~1(C)^@i}dfGFS)VT`ndEqm^@vt@#c3!byHSJq%(B%3w9aqAC7tuYP
z$G=W(HClvt#?6{i*n40h<=AFJ>a;}@yVO%KHUieskL`+dA@dGFJG4#zk}A%@w-M87
zjw|cXXJn7I;rz;<fzu)8<L)kKHYasDplzENX*v2D>`mJ%zWga|*N$j~7i}##5VOZ6
zRf_qN+_s<-+GeX;U1p=<ekPBSrE9H%YtXdCb}&)U_vD=ue!h_8O$D9N#Qyn~^Wnb}
zT4uh)+(nq2iwoLFfmV(<tOK3Owf4TFMr<wGvhCfrCe2)C&)%w@pG%3YLwj{9=9+Rj
zmkCH~tkb3C)}#3!jQKXSpPlXMlD&oYJ+5f>r|+>fp29dbs>;w}KB?0U?XP5M)FGHZ
zw9St1;?jO%16sxODUAd0jNA@RP4K4u=SH-#w@PId4#2vF&hl;IuB1+PH1D+`GYU>Y
xzw4y*kK;{j6Pm#G<<%S3!SC{q6Y9((xk|y!Xw&9SP8^X3d$VN>-MgT@{6Bd6-m?Gz

literal 0
HcmV?d00001

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 0000000000000000000000000000000000000000..18f235d0fa63e4f38a7ad094aaba2fb796aea8f7
GIT binary patch
literal 9140
zcmZwGaVY11p1|>0KkMx8to5_jI_IpPpS9LnKWCkD*2+(lq)D12Nt&!ANs=^8liV~(
zlO!ii&PmcVO_DTenj}q=<RrOCk|rlfnj|Y}(zM_2eI9lH?DwC?x6k+6_xtSidcW`7
z`OVjN{^skO{nM}R-1$-Hvy?yo&;S0%ci;XH{#xe`-~aHJpKgEi-~ajD5C5L^v;R6=
z&HKOSfAc5)|6zXUZTNr6Sj|SZ^C1T~#u+Yfg`3>xDX#;66v=p|F_$H*Vm({g!zUc!
z6zBMs>)horF9Rb&gy#?u%M@m_h!w15GrQQwAx`imm-wDLJmfiV1HTG2g}c5=VkQe%
z&KfqcgO51Kan5p)tK8xN&v+9U8N~#qGmoXb#|E~smrps$Y0h(*8{FdwuL6G@UR-EC
zKaOK6b6Ctu*0F`%?B_5i`HFA2#t%H=1-}GF#W0y!EaY9@=L2@~F`w}{U+^{Gaho6c
ziJt@iE}DtVU_Q%O%|^EKAqP0d87^>zo80FquLGka8P7E4vV>KvXDfU7gd?2d9N%)C
zyFBJ);7>w?&(Tj}nZj%qv4XX1W*7T7#0kFS65n%&hdk$P;Mbw1aM#yK%wz$}S;HoF
z@DT?&&RH&Um0LXE8E*prK8guUXC6y=j}2^NFQ0Oh)12orH@L?WUIoTPFpjCrVKFON
z#};<8pTnHwE56|xKk$eb{1W)n7$!4|g}lrAe85gV<}*I$3%=$%Zu28Q@pE8oG!vP@
ze3r4Ajcn&b4seV!T;K{fxzAHx2mUOQ@l0bbOIXEvwz7v$IKnB;@h#W6%VS;!#)Syq
zv$$BMFq=iJU@e>3#Xb&kf-kwm_uSzj&v_g8O{gi{^-U5pS-^7Eu!$Xf#6ga8mWy2F
z77uvFo51)eCNQ0OEag2mu#LTZ%27^pp3B_e9#41``11&c7Z{q;&r_MhVpg(_E$n7L
zhdIete8V+<;1MtQB`_g|$;@IQ@A5t$u#=DZjL-RkulbJK{K!xI9Qcc9CNhKhEMqkr
z+0KU?;23APz!h$CpQpSIOpIha)0oQ=R<WL~?BNrRaEfz$%XRMZn3sXS3=uv*zl>!H
zvsuIn*0Pyh?Bft8_>xO}&mA7}oVS5Vp{8(GQW7&+z;f2Gi5+~zL5_2li(KUv4|v9#
zz<-Eh0@IntQr=?&+t|ye9OX3Uxy%jj@q|}_$q|fWDsx!OO4hN3-R$QuC;5tRxW*4W
z;sw71{$mW2nZ-ih<$XS2Cm-_}pYsJ@^BuSOk)QZEFeRFa%wRstSj|SZ^C1T~#u+Yf
zg`3>xDX#<nDU$I_V=hZr#d@}~hfg@dDbDdN*SX7MUIwOy2;Z~RSf((WMXX>go7u%a
z4sn7nxy1L};UUj?8~CeGQ@HC_Nz7yc%UQ!FcJL7gInG%wa+O;=;2CcM)1sKbbmp;?
z_t?NT_VOu5In8-4bAx+4;Z@+b5sYJak)e5go5NyOvW_k6W<Q5H$ya>CHGbd`FZd-e
zJ%-85Vj=JHJ|D1?kNJ$x`GT+cj@$gmPy8JCT{IJ!!F-mnnvHDdLk@6^GhE;bH@VMK
zUI%7GGM;J7WeKZT&sO&E2}d}^IlkpOcX`aqz+Z<5pPOIDGKJYJVg+m2%r5qEh!cFt
zCBEkl4|&epz|2rnxGOV>nJi#AYuLmNKH?z9Im<<^a*GE%<4xdiqL{#R=CPFb*uXaS
z@+n6-&3P_!gL^#TRbW;G<Cw}E7PFFdY+*P1Im}7E;v25<1CMyYFM+>}VKTE=$h*AH
z2khiyKI3z~;A_6)Hb3$cKL=(<Gm#n0XBn&6$aX&D0LM7P1+H+D`#j}!;O`<C&ot(;
zgjK9(D|`5aBb?$K-*TP1JmzI!PKfY5%ZX(QvsuIn*0Pyh?Bft8_>xO}&mA7}oVS6$
z4>g6mexJll7O<Q(Y+?r=aggJj<sw(P#RH!4CNMXO2~1}mOL>nCY-2B<a+K4Y=Q20A
z#}i%!ejmX&rZT+H(A>T+W+m&`!fy6+n3H_PH(cWf9`S--0`p>+%q$l2F7NXJJNcN;
z_?$2Jn(w&HkNm{Xf&U!ML}oCbWvpf++xd_K9ODcZxWY~D^OV<t`H_rg8gp5~D%P`=
zJ$%9uPH~QJxz1f4^D^)cA;Rb753x*PHj7xnS~jzbeH`KhUvi1>xx+)A^ER*`)D-S2
zNMa@nSk4+Yv4f8|$Z^hck*nO|0nd07_%BgRU^??y%6n{J8+-YbqnzeEm$|_`p71KL
zFoJPRWe$s3$vU>MoBbT-Bwz6j*Z6@)yx^C>e~n=>vslQxyw3;h<YPYLbH3nfzT-AO
z@)JJ?7DY3W8O&!HtJ%nQKI8z$IKu_5aFhEy<#ph{MKYdg%w-9ySkG4W@Cipa#W}v^
zI(K=@%fR9g;d@pb%M@m_h!w15GrQQwAx`imm-wDLJmfiV1OFIm3U~c6iJ2^5IcwO&
z4nE=_$2rSIu5yb9JmXDZNfZ;9&ODa#9vj%kUOwe0r#a7MZg7t$ybAnN1ml>>9EKMg
bn%|!)S;rQ3v!BD9<SV}68b9!e7h(Sjs`>H2

literal 0
HcmV?d00001