From 87350aa0aed1283a804eceb8f71b3e089e26e7a8 Mon Sep 17 00:00:00 2001
From: nkdiemgithub <nkdiem@ctu.edu.vn>
Date: Wed, 23 Oct 2024 09:06:09 +0000
Subject: [PATCH] update Sen1

---
 01.train_ODC.ipynb                            |  88 +++++++-------
 02.predict_ODC.ipynb                          | 108 +++++++++---------
 03.compare_ODC.ipynb                          |  20 +++-
 ThuanHoa/KetQua/NN.tif                        | Bin 3066028 -> 3066028 bytes
 ThuanHoa/KetQua/PNN.tif                       | Bin 3066028 -> 3066028 bytes
 ThuanHoa/KetQua/TQ.tif                        | Bin 3066028 -> 3066028 bytes
 .../KetQuaPhanLoaiDatODC.tif                  | Bin 3536032 -> 3536032 bytes
 backup_ketquaphanloai/NN.tif                  | Bin 0 -> 3066028 bytes
 backup_ketquaphanloai/PNN.tif                 | Bin 0 -> 3066028 bytes
 backup_ketquaphanloai/TQ.tif                  | Bin 0 -> 3066028 bytes
 backup_model_train/model.joblib               | Bin 0 -> 14112695 bytes
 backup_model_train/model_new.joblib           | Bin 0 -> 11474743 bytes
 backup_model_train/model_odc.joblib           | Bin 0 -> 5077735 bytes
 new_import_ODC.py                             |   2 +-
 14 files changed, 113 insertions(+), 105 deletions(-)
 create mode 100644 backup_ketquaphanloai/NN.tif
 create mode 100644 backup_ketquaphanloai/PNN.tif
 create mode 100644 backup_ketquaphanloai/TQ.tif
 create mode 100644 backup_model_train/model.joblib
 create mode 100644 backup_model_train/model_new.joblib
 create mode 100644 backup_model_train/model_odc.joblib

diff --git a/01.train_ODC.ipynb b/01.train_ODC.ipynb
index e843d88..c892162 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=\"c13dfa4e-2a3c-4e65-b024-4c6a7acb274e\" data-root-id=\"p1002\" style=\"display: contents;\"></div>\n",
+       "  <div id=\"e0121a67-9c59-4a98-b8c6-3476833768e6\" data-root-id=\"p1002\" style=\"display: contents;\"></div>\n",
        "</div>\n",
        "<script type=\"application/javascript\">(function(root) {\n",
-       "  var docs_json = {\"0dc74da2-d22c-4d5a-9058-909a40067425\":{\"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\":\"a9cb703087ef426a8b066402d14afc94\",\"client_comm_id\":\"e9fa181cbfa447818f2cf7a3de16b563\"}}],\"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\":\"0dc74da2-d22c-4d5a-9058-909a40067425\",\"roots\":{\"p1002\":\"c13dfa4e-2a3c-4e65-b024-4c6a7acb274e\"},\"root_ids\":[\"p1002\"]}];\n",
+       "  var docs_json = {\"87f4326b-5234-442b-972d-c2facfa07de7\":{\"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\":\"4e316b7dc9ee4d24b33ce85f278a34f7\",\"client_comm_id\":\"c1d9b0ef859343b2ab155e76a0a8ad6d\"}}],\"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\":\"87f4326b-5234-442b-972d-c2facfa07de7\",\"roots\":{\"p1002\":\"e0121a67-9c59-4a98-b8c6-3476833768e6\"},\"root_ids\":[\"p1002\"]}];\n",
        "  var docs = Object.values(docs_json)\n",
        "  if (!docs) {\n",
        "    return\n",
@@ -1640,8 +1640,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "CPU times: user 13.8 s, sys: 4.19 s, total: 18 s\n",
-      "Wall time: 11.5 s\n"
+      "CPU times: user 8.65 s, sys: 6.03 s, total: 14.7 s\n",
+      "Wall time: 8.59 s\n"
      ]
     }
    ],
@@ -1669,9 +1669,9 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "An existing cluster was found. Connecting to: easihub.5da29079abf24b57a75baf959ffd2d88\n",
-      "CPU times: user 734 ms, sys: 37.6 ms, total: 772 ms\n",
-      "Wall time: 1.02 s\n"
+      "Starting new cluster.\n",
+      "CPU times: user 595 ms, sys: 46.3 ms, total: 641 ms\n",
+      "Wall time: 3min 55s\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-5c21f020-9049-11ef-8063-62b624311704</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-885db99f-9114-11ef-806a-ba496ec8b996</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.5da29079abf24b57a75baf959ffd2d88/status\" target=\"_blank\">https://hub.asia.easi-eo.solutions/services/dask-gateway/clusters/easihub.5da29079abf24b57a75baf959ffd2d88/status</a>\n",
+       "                    <strong>Dashboard: </strong> <a href=\"https://hub.asia.easi-eo.solutions/services/dask-gateway/clusters/easihub.127ae1e5b0de4184b0adf8062163f7df/status\" target=\"_blank\">https://hub.asia.easi-eo.solutions/services/dask-gateway/clusters/easihub.127ae1e5b0de4184b0adf8062163f7df/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.5da29079abf24b57a75baf959ffd2d88/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.127ae1e5b0de4184b0adf8062163f7df/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.5da29079abf24b57a75baf959ffd2d88\n",
-       "    <li><b>Dashboard: </b><a href='https://hub.asia.easi-eo.solutions/services/dask-gateway/clusters/easihub.5da29079abf24b57a75baf959ffd2d88/status' target='_blank'>https://hub.asia.easi-eo.solutions/services/dask-gateway/clusters/easihub.5da29079abf24b57a75baf959ffd2d88/status</a>\n",
+       "    <li><b>Name: </b>easihub.127ae1e5b0de4184b0adf8062163f7df\n",
+       "    <li><b>Dashboard: </b><a href='https://hub.asia.easi-eo.solutions/services/dask-gateway/clusters/easihub.127ae1e5b0de4184b0adf8062163f7df/status' target='_blank'>https://hub.asia.easi-eo.solutions/services/dask-gateway/clusters/easihub.127ae1e5b0de4184b0adf8062163f7df/status</a>\n",
        "  </ul>\n",
        "</div>\n",
        "\n",
@@ -1726,7 +1726,7 @@
        "</div>"
       ],
       "text/plain": [
-       "<Client: 'tls://10.0.53.65:8786' processes=1 threads=8, memory=28.00 GiB>"
+       "<Client: 'tls://10.0.61.9:8786' processes=0 threads=0, memory=0 B>"
       ]
      },
      "execution_count": 2,
@@ -2172,7 +2172,7 @@
        "    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-532de703-b597-44ca-8022-483d395445af' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-532de703-b597-44ca-8022-483d395445af' 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-234ea933-9d45-40e8-bb93-1510fadcb3d7' class='xr-section-summary-in' type='checkbox'  checked><label for='section-234ea933-9d45-40e8-bb93-1510fadcb3d7' 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-bc453e7a-c72e-4969-ac1c-8a9b56c9c6ab' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bc453e7a-c72e-4969-ac1c-8a9b56c9c6ab' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-127a526a-c7db-41d8-b8e0-646128f317a7' class='xr-var-data-in' type='checkbox'><label for='data-127a526a-c7db-41d8-b8e0-646128f317a7' 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-2b9a7dbc-b71d-4b5b-8dcc-e3747f0c2645' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-2b9a7dbc-b71d-4b5b-8dcc-e3747f0c2645' 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-74794f3a-490f-433f-bfe2-3422cef7ceb1' class='xr-section-summary-in' type='checkbox'  checked><label for='section-74794f3a-490f-433f-bfe2-3422cef7ceb1' 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-4331605a-5c58-4648-87f0-4749d52a0eb8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4331605a-5c58-4648-87f0-4749d52a0eb8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-72830bee-e5c7-4894-86b6-af2af49f9129' class='xr-var-data-in' type='checkbox'><label for='data-72830bee-e5c7-4894-86b6-af2af49f9129' 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",
@@ -2247,7 +2247,7 @@
        "       &#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-debbf210-d984-467b-b87c-ab4a4dfc6046' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-debbf210-d984-467b-b87c-ab4a4dfc6046' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-011a6490-bf2d-49fd-8ac3-2dedf79110c2' class='xr-var-data-in' type='checkbox'><label for='data-011a6490-bf2d-49fd-8ac3-2dedf79110c2' 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-4612fe71-2c49-45be-b7cd-2b368b04eadd' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4612fe71-2c49-45be-b7cd-2b368b04eadd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-df34b2a6-7d59-45bb-9262-8cecc2473a73' class='xr-var-data-in' type='checkbox'><label for='data-df34b2a6-7d59-45bb-9262-8cecc2473a73' 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-bf886095-b229-49c6-911d-379ef6d46ddb' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bf886095-b229-49c6-911d-379ef6d46ddb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-886ef4dc-b048-478b-81f8-66bef46f93ee' class='xr-var-data-in' type='checkbox'><label for='data-886ef4dc-b048-478b-81f8-66bef46f93ee' 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-93f5f719-aa69-4eeb-ba5c-769072548432' class='xr-section-summary-in' type='checkbox'  checked><label for='section-93f5f719-aa69-4eeb-ba5c-769072548432' 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-cc1c4ce3-9d08-4617-b6fb-a53731cb124c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-cc1c4ce3-9d08-4617-b6fb-a53731cb124c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b7d18290-9de2-436f-a2bc-522e679edadb' class='xr-var-data-in' type='checkbox'><label for='data-b7d18290-9de2-436f-a2bc-522e679edadb' 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-b7fa6c0f-af20-4cb6-a679-206add25faaa' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b7fa6c0f-af20-4cb6-a679-206add25faaa' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-dff0e89c-d005-40bf-95c9-bd53eedf4021' class='xr-var-data-in' type='checkbox'><label for='data-dff0e89c-d005-40bf-95c9-bd53eedf4021' 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-718bdd13-8777-46e0-ad2d-5b1325fa544b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-718bdd13-8777-46e0-ad2d-5b1325fa544b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e688bb50-9fe2-4bfc-a25c-c17ee9bbffa3' class='xr-var-data-in' type='checkbox'><label for='data-e688bb50-9fe2-4bfc-a25c-c17ee9bbffa3' 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-825a54c8-6e4b-4951-a0a1-895627a5b641' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-825a54c8-6e4b-4951-a0a1-895627a5b641' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7f5b2112-0228-4ceb-9461-edfa4914449a' class='xr-var-data-in' type='checkbox'><label for='data-7f5b2112-0228-4ceb-9461-edfa4914449a' 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-74b03cee-5b4b-4510-9d3e-00bbcd852ded' class='xr-section-summary-in' type='checkbox'  checked><label for='section-74b03cee-5b4b-4510-9d3e-00bbcd852ded' 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-0992be57-c02f-4094-b618-63e3076c29f0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0992be57-c02f-4094-b618-63e3076c29f0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4eafe7c2-172a-4835-bacb-65b959366da2' class='xr-var-data-in' type='checkbox'><label for='data-4eafe7c2-172a-4835-bacb-65b959366da2' 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",
@@ -2377,7 +2377,7 @@
        "</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-16b12a72-ba51-4151-9097-3ec6bfda6e0f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-16b12a72-ba51-4151-9097-3ec6bfda6e0f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-60a145cc-e9e3-4a3b-982d-90df955486e2' class='xr-var-data-in' type='checkbox'><label for='data-60a145cc-e9e3-4a3b-982d-90df955486e2' 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-f61bb112-85dc-45fe-8641-0974553ba82d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f61bb112-85dc-45fe-8641-0974553ba82d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7d4b007f-f13d-480c-abfa-12e9224cd209' class='xr-var-data-in' type='checkbox'><label for='data-7d4b007f-f13d-480c-abfa-12e9224cd209' 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",
@@ -2507,7 +2507,7 @@
        "</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-af72c09d-9e16-4b13-8a9e-a3d6541497b7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-af72c09d-9e16-4b13-8a9e-a3d6541497b7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d6ab7bfa-b149-4670-a1cc-3c224d5e3a07' class='xr-var-data-in' type='checkbox'><label for='data-d6ab7bfa-b149-4670-a1cc-3c224d5e3a07' 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-b83d43d1-2737-4fcc-9af1-febfebfaabc4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b83d43d1-2737-4fcc-9af1-febfebfaabc4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b0d582cc-0ae1-4e98-9249-884c456abb7a' class='xr-var-data-in' type='checkbox'><label for='data-b0d582cc-0ae1-4e98-9249-884c456abb7a' 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",
@@ -2637,7 +2637,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-2767e562-5731-445f-a9d9-b64609bee256' class='xr-section-summary-in' type='checkbox'  ><label for='section-2767e562-5731-445f-a9d9-b64609bee256' 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-6a5dd268-b822-4177-8e98-f4168bee661c' class='xr-index-data-in' type='checkbox'/><label for='index-6a5dd268-b822-4177-8e98-f4168bee661c' 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-a1fe7261-b87b-4c78-be9a-a9dfd53772be' class='xr-section-summary-in' type='checkbox'  ><label for='section-a1fe7261-b87b-4c78-be9a-a9dfd53772be' 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-5cec1b01-6921-45cf-ad71-0891dbccf326' class='xr-index-data-in' type='checkbox'/><label for='index-5cec1b01-6921-45cf-ad71-0891dbccf326' 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",
@@ -2648,17 +2648,17 @@
        "               &#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-05049d36-e5ee-4b0c-bb92-ff32306e09b5' class='xr-index-data-in' type='checkbox'/><label for='index-05049d36-e5ee-4b0c-bb92-ff32306e09b5' 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-61fa7351-6e92-4e7f-9cad-19c2135eb661' class='xr-index-data-in' type='checkbox'/><label for='index-61fa7351-6e92-4e7f-9cad-19c2135eb661' 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-720cddb6-1e56-48aa-b13c-b53fd6675615' class='xr-index-data-in' type='checkbox'/><label for='index-720cddb6-1e56-48aa-b13c-b53fd6675615' 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-baaaebf5-f875-41ce-b29a-c772fd69fef5' class='xr-index-data-in' type='checkbox'/><label for='index-baaaebf5-f875-41ce-b29a-c772fd69fef5' 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-5467aa8f-c682-42cf-b88c-38433fd55e44' class='xr-section-summary-in' type='checkbox'  checked><label for='section-5467aa8f-c682-42cf-b88c-38433fd55e44' 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-838b98ae-67e4-4e08-b25f-e494d45e32db' class='xr-section-summary-in' type='checkbox'  checked><label for='section-838b98ae-67e4-4e08-b25f-e494d45e32db' 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: 119GB\n",
@@ -2771,14 +2771,14 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "CPU times: user 1.56 s, sys: 40.3 ms, total: 1.6 s\n",
-      "Wall time: 1.59 s\n"
+      "CPU times: user 1.21 s, sys: 20.7 ms, total: 1.23 s\n",
+      "Wall time: 1.23 s\n"
      ]
     },
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "6cb6d83d6dd14fc182a817559af7b71f",
+       "model_id": "1892d69c7e374663a36b6c29a5e4887e",
        "version_major": 2,
        "version_minor": 0
       },
@@ -3177,7 +3177,7 @@
        "  * 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-71dd3e2d-3ce3-4513-90f5-939933ece170' class='xr-array-in' type='checkbox' checked><label for='section-71dd3e2d-3ce3-4513-90f5-939933ece170' 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-895c727b-5c3a-4746-9fa8-3bd8937b5e89' class='xr-array-in' type='checkbox' checked><label for='section-895c727b-5c3a-4746-9fa8-3bd8937b5e89' 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",
@@ -3307,7 +3307,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></div></li><li class='xr-section-item'><input id='section-ebc62ab4-89bd-4e48-bd4c-764480df63bc' class='xr-section-summary-in' type='checkbox'  checked><label for='section-ebc62ab4-89bd-4e48-bd4c-764480df63bc' 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-d35cf001-edd7-468c-afbc-aec378a6ff5b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d35cf001-edd7-468c-afbc-aec378a6ff5b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7addb185-7d2e-40a6-9757-fc6905f0d50b' class='xr-var-data-in' type='checkbox'><label for='data-7addb185-7d2e-40a6-9757-fc6905f0d50b' 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-2d047dc7-1249-4915-9ed0-e17a15b5afd5' class='xr-section-summary-in' type='checkbox'  checked><label for='section-2d047dc7-1249-4915-9ed0-e17a15b5afd5' 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-c388d9bc-4a98-416d-ace7-5c953b354bdc' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c388d9bc-4a98-416d-ace7-5c953b354bdc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-22305c4a-78e7-4f0d-b48c-ae932233bfa2' class='xr-var-data-in' type='checkbox'><label for='data-22305c4a-78e7-4f0d-b48c-ae932233bfa2' 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",
@@ -3382,7 +3382,7 @@
        "       &#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-0c9b90a2-af7f-4f13-aa38-332182b60d88' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0c9b90a2-af7f-4f13-aa38-332182b60d88' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-39dc44e6-4a35-4380-a23c-c32ff103bc35' class='xr-var-data-in' type='checkbox'><label for='data-39dc44e6-4a35-4380-a23c-c32ff103bc35' 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-48c58922-0642-4d34-9fab-3ca4b03f4c35' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-48c58922-0642-4d34-9fab-3ca4b03f4c35' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6b580238-66ca-490a-8538-7109bbeab754' class='xr-var-data-in' type='checkbox'><label for='data-6b580238-66ca-490a-8538-7109bbeab754' 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-53c1824c-4ea8-46d8-9772-277799b6fea7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-53c1824c-4ea8-46d8-9772-277799b6fea7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9aba31fa-f393-48c6-bfe7-891a1bdc1eea' class='xr-var-data-in' type='checkbox'><label for='data-9aba31fa-f393-48c6-bfe7-891a1bdc1eea' 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-856669f2-fe98-4eb7-b12e-6f86159bf6ac' class='xr-section-summary-in' type='checkbox'  ><label for='section-856669f2-fe98-4eb7-b12e-6f86159bf6ac' 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-46d8c2f7-0cd3-49bb-b4a1-b3b8c036f0c4' class='xr-index-data-in' type='checkbox'/><label for='index-46d8c2f7-0cd3-49bb-b4a1-b3b8c036f0c4' 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-2ffefe14-1b39-4003-96dd-d837587566e0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2ffefe14-1b39-4003-96dd-d837587566e0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9fad1a5b-c891-471b-8012-3a6ebaef8844' class='xr-var-data-in' type='checkbox'><label for='data-9fad1a5b-c891-471b-8012-3a6ebaef8844' 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-33663653-d7fd-452f-a77d-a672c207cd4f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-33663653-d7fd-452f-a77d-a672c207cd4f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-098b25fe-3b4d-420c-a481-d65e1ec38a07' class='xr-var-data-in' type='checkbox'><label for='data-098b25fe-3b4d-420c-a481-d65e1ec38a07' 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-58879100-ef7d-45be-844b-e34e98631fdc' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-58879100-ef7d-45be-844b-e34e98631fdc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b8784e40-4592-42ec-a956-8e5a4418ca64' class='xr-var-data-in' type='checkbox'><label for='data-b8784e40-4592-42ec-a956-8e5a4418ca64' 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-54820973-8e0e-43e4-bf13-f24fd6af33ed' class='xr-section-summary-in' type='checkbox'  ><label for='section-54820973-8e0e-43e4-bf13-f24fd6af33ed' 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-c3df4638-1f8f-4735-860f-273dd79a1082' class='xr-index-data-in' type='checkbox'/><label for='index-c3df4638-1f8f-4735-860f-273dd79a1082' 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",
@@ -3393,17 +3393,17 @@
        "               &#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-9acd68bd-1407-428f-9eb8-dd85a8831072' class='xr-index-data-in' type='checkbox'/><label for='index-9acd68bd-1407-428f-9eb8-dd85a8831072' 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-5895aa23-af55-4edb-a3cb-5c47714e0ddc' class='xr-index-data-in' type='checkbox'/><label for='index-5895aa23-af55-4edb-a3cb-5c47714e0ddc' 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-d0d5a843-d131-49de-8af3-797b6b6c2106' class='xr-index-data-in' type='checkbox'/><label for='index-d0d5a843-d131-49de-8af3-797b6b6c2106' 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-99f3886a-42a9-4eec-b9ff-150240356aa9' class='xr-index-data-in' type='checkbox'/><label for='index-99f3886a-42a9-4eec-b9ff-150240356aa9' 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-0df1ba7e-70e0-4963-b778-ca7e88255e68' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-0df1ba7e-70e0-4963-b778-ca7e88255e68' 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-396afcf6-ebe5-4809-8493-637f3291f110' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-396afcf6-ebe5-4809-8493-637f3291f110' 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",
@@ -3437,7 +3437,7 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.image.AxesImage at 0x7f59916c71c0>"
+       "<matplotlib.image.AxesImage at 0x7f975db3b2b0>"
       ]
      },
      "execution_count": 7,
@@ -3471,7 +3471,7 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.image.AxesImage at 0x7f5991e46e60>"
+       "<matplotlib.image.AxesImage at 0x7f975e1fce20>"
       ]
      },
      "execution_count": 8,
@@ -3524,8 +3524,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "CPU times: user 7.81 s, sys: 3.16 s, total: 11 s\n",
-      "Wall time: 6min 45s\n"
+      "CPU times: user 7.19 s, sys: 3.26 s, total: 10.5 s\n",
+      "Wall time: 4min 16s\n"
      ]
     }
    ],
@@ -3937,7 +3937,7 @@
        "    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-4e5014b8-6fb4-4e6b-9e54-acd0675577fc' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-4e5014b8-6fb4-4e6b-9e54-acd0675577fc' 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-f13d8d3d-5b41-4c19-b39c-c2b65af9d443' class='xr-section-summary-in' type='checkbox'  checked><label for='section-f13d8d3d-5b41-4c19-b39c-c2b65af9d443' 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-d7c9f6aa-1b83-44de-bcf8-e5589496bf83' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d7c9f6aa-1b83-44de-bcf8-e5589496bf83' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-51218740-ae07-4484-9670-fdfc36a11db9' class='xr-var-data-in' type='checkbox'><label for='data-51218740-ae07-4484-9670-fdfc36a11db9' 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-4706b96a-27b6-43d5-a1bd-343eef391ee2' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-4706b96a-27b6-43d5-a1bd-343eef391ee2' 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-1974bd77-4c2c-419c-a275-3dac4fb8ab3e' class='xr-section-summary-in' type='checkbox'  checked><label for='section-1974bd77-4c2c-419c-a275-3dac4fb8ab3e' 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-78c8147a-1fb5-4065-a549-f41ff162e825' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-78c8147a-1fb5-4065-a549-f41ff162e825' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a7f86062-a307-460b-b309-1531e5e7eb59' class='xr-var-data-in' type='checkbox'><label for='data-a7f86062-a307-460b-b309-1531e5e7eb59' 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",
@@ -3953,7 +3953,7 @@
        "       &#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-ef09d0d3-0c36-4db3-8d62-da61d518572d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ef09d0d3-0c36-4db3-8d62-da61d518572d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d2b11d6e-8f7a-43a7-b579-fd994f803046' class='xr-var-data-in' type='checkbox'><label for='data-d2b11d6e-8f7a-43a7-b579-fd994f803046' 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-ce225554-d9b7-46f3-b3fe-d02124133aec' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ce225554-d9b7-46f3-b3fe-d02124133aec' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a88cdbae-5fdc-419f-aa68-b097e1a163f8' class='xr-var-data-in' type='checkbox'><label for='data-a88cdbae-5fdc-419f-aa68-b097e1a163f8' 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-376c11e3-8bd6-4393-998a-50b1fadec5de' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-376c11e3-8bd6-4393-998a-50b1fadec5de' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c93aee0b-2687-42ec-875b-fb53523d790b' class='xr-var-data-in' type='checkbox'><label for='data-c93aee0b-2687-42ec-875b-fb53523d790b' 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-7978d564-7400-41e4-bfe9-4fd5c2cb29fb' class='xr-section-summary-in' type='checkbox'  checked><label for='section-7978d564-7400-41e4-bfe9-4fd5c2cb29fb' 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-91ae585f-76ae-475d-b53a-849766f7dc65' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-91ae585f-76ae-475d-b53a-849766f7dc65' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7a679e55-43ec-4903-a170-6a93b8d30f70' class='xr-var-data-in' type='checkbox'><label for='data-7a679e55-43ec-4903-a170-6a93b8d30f70' 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-d9c86852-e567-459e-9b4f-caeb5b9ffde8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d9c86852-e567-459e-9b4f-caeb5b9ffde8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fc35ee8d-12c7-47e3-8db2-383e99b1c387' class='xr-var-data-in' type='checkbox'><label for='data-fc35ee8d-12c7-47e3-8db2-383e99b1c387' 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-e8580485-540b-49dc-aba9-9bdf96c44a76' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e8580485-540b-49dc-aba9-9bdf96c44a76' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5712ee21-8757-4f27-b5f1-d49903ec15f0' class='xr-var-data-in' type='checkbox'><label for='data-5712ee21-8757-4f27-b5f1-d49903ec15f0' 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-8ccd0122-7cfd-43da-8870-657101e3265b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8ccd0122-7cfd-43da-8870-657101e3265b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-490c3888-f685-441a-9908-30ecb94a7b0a' class='xr-var-data-in' type='checkbox'><label for='data-490c3888-f685-441a-9908-30ecb94a7b0a' 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-f00791ca-e25e-47e1-b3d8-45f318196269' class='xr-section-summary-in' type='checkbox'  checked><label for='section-f00791ca-e25e-47e1-b3d8-45f318196269' 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-3eaa87f2-d300-430a-b94d-c3643701d3be' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3eaa87f2-d300-430a-b94d-c3643701d3be' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b84605b2-6961-4839-bce5-a9ef2a5d8182' class='xr-var-data-in' type='checkbox'><label for='data-b84605b2-6961-4839-bce5-a9ef2a5d8182' 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",
@@ -4083,7 +4083,7 @@
        "</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-32141ad4-67d5-47c1-87f7-faea52bc2607' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-32141ad4-67d5-47c1-87f7-faea52bc2607' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-89c6d7e8-7934-41b1-9c1b-75302d90e0ba' class='xr-var-data-in' type='checkbox'><label for='data-89c6d7e8-7934-41b1-9c1b-75302d90e0ba' 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-a77a8e54-d17f-4afa-8087-4b8c3b990ce1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a77a8e54-d17f-4afa-8087-4b8c3b990ce1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9f399674-038a-423a-bd1d-18420727a409' class='xr-var-data-in' type='checkbox'><label for='data-9f399674-038a-423a-bd1d-18420727a409' 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",
@@ -4213,7 +4213,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-ba2ce023-6c7c-4d24-8b38-02b171c5db0f' class='xr-section-summary-in' type='checkbox'  ><label for='section-ba2ce023-6c7c-4d24-8b38-02b171c5db0f' 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-eebe631e-52ab-4a74-a199-c6dee8e1f772' class='xr-index-data-in' type='checkbox'/><label for='index-eebe631e-52ab-4a74-a199-c6dee8e1f772' 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-2d32d405-25d9-4ecf-a716-a8485d39b045' class='xr-section-summary-in' type='checkbox'  ><label for='section-2d32d405-25d9-4ecf-a716-a8485d39b045' 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-0ab920ef-93da-4d1a-ba62-91bf35efa86a' class='xr-index-data-in' type='checkbox'/><label for='index-0ab920ef-93da-4d1a-ba62-91bf35efa86a' 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",
@@ -4230,17 +4230,17 @@
        "               &#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-4b4ccf71-0ff4-4d6b-94a7-b12f33adcc2b' class='xr-index-data-in' type='checkbox'/><label for='index-4b4ccf71-0ff4-4d6b-94a7-b12f33adcc2b' 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-a1e62476-abdc-4278-bfbb-2c248523948f' class='xr-index-data-in' type='checkbox'/><label for='index-a1e62476-abdc-4278-bfbb-2c248523948f' 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-1d1d6fa8-3d10-408f-9f93-c57e08aea171' class='xr-index-data-in' type='checkbox'/><label for='index-1d1d6fa8-3d10-408f-9f93-c57e08aea171' 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-c7c1b6cd-d5bf-4ae1-a0eb-1ba5886a318d' class='xr-index-data-in' type='checkbox'/><label for='index-c7c1b6cd-d5bf-4ae1-a0eb-1ba5886a318d' 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-9207c333-a8ac-4559-8e2a-deba428a497a' class='xr-section-summary-in' type='checkbox'  checked><label for='section-9207c333-a8ac-4559-8e2a-deba428a497a' 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-0a4c7b2c-40d9-42c5-9c8d-52e053b31f94' class='xr-section-summary-in' type='checkbox'  checked><label for='section-0a4c7b2c-40d9-42c5-9c8d-52e053b31f94' 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",
@@ -4326,7 +4326,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Best Parameters: {'classifier__criterion': 'gini', 'classifier__max_depth': 15, 'classifier__n_estimators': 100}\n",
+      "Best Parameters: {'classifier__criterion': 'entropy', 'classifier__max_depth': 15, 'classifier__n_estimators': 300}\n",
       "Accuracy: 89.0 %\n"
      ]
     }
@@ -4348,7 +4348,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Accuracy for test data 89.0 %\n"
+      "Accuracy for test data 90.0 %\n"
      ]
     }
    ],
diff --git a/02.predict_ODC.ipynb b/02.predict_ODC.ipynb
index b4de8fe..25b6016 100644
--- a/02.predict_ODC.ipynb
+++ b/02.predict_ODC.ipynb
@@ -528,11 +528,11 @@
       "application/vnd.holoviews_exec.v0+json": "",
       "text/html": [
        "<div id='p1002'>\n",
-       "  <div id=\"bd3f1738-c4de-4054-b390-21b286df9aac\" data-root-id=\"p1002\" style=\"display: contents;\"></div>\n",
+       "  <div id=\"f3c3be5b-5176-4178-bd41-1f802d730ee8\" data-root-id=\"p1002\" style=\"display: contents;\"></div>\n",
        "</div>\n",
        "<script type=\"application/javascript\">(function(root) {\n",
-       "  var docs_json = {\"9748598c-bd07-4a6a-87e8-99e4b2b56590\":{\"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\":\"3cf52f994e3846cda54af1109691f777\",\"client_comm_id\":\"bb047a638750441e97f5136dcf116f8d\"}}],\"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\":\"9748598c-bd07-4a6a-87e8-99e4b2b56590\",\"roots\":{\"p1002\":\"bd3f1738-c4de-4054-b390-21b286df9aac\"},\"root_ids\":[\"p1002\"]}];\n",
+       "  var docs_json = {\"b9f89ef2-e54b-4e52-8ea7-709a77684335\":{\"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\":\"087e9bae86994c52a461fa6f5e46cfa1\",\"client_comm_id\":\"fe7c35a3eb7a45549ae5599e32846084\"}}],\"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\":\"b9f89ef2-e54b-4e52-8ea7-709a77684335\",\"roots\":{\"p1002\":\"f3c3be5b-5176-4178-bd41-1f802d730ee8\"},\"root_ids\":[\"p1002\"]}];\n",
        "  var docs = Object.values(docs_json)\n",
        "  if (!docs) {\n",
        "    return\n",
@@ -1640,8 +1640,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "CPU times: user 13.9 s, sys: 4.02 s, total: 17.9 s\n",
-      "Wall time: 11.4 s\n"
+      "CPU times: user 8.62 s, sys: 6.08 s, total: 14.7 s\n",
+      "Wall time: 8.56 s\n"
      ]
     }
    ],
@@ -1669,9 +1669,9 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "An existing cluster was found. Connecting to: easihub.5da29079abf24b57a75baf959ffd2d88\n",
-      "CPU times: user 750 ms, sys: 21.2 ms, total: 771 ms\n",
-      "Wall time: 1.03 s\n"
+      "Starting new cluster.\n",
+      "CPU times: user 558 ms, sys: 47.8 ms, total: 606 ms\n",
+      "Wall time: 10.9 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-67ff080a-9055-11ef-8996-62b624311704</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-8c65de2e-911a-11ef-809f-ba496ec8b996</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.5da29079abf24b57a75baf959ffd2d88/status\" target=\"_blank\">https://hub.asia.easi-eo.solutions/services/dask-gateway/clusters/easihub.5da29079abf24b57a75baf959ffd2d88/status</a>\n",
+       "                    <strong>Dashboard: </strong> <a href=\"https://hub.asia.easi-eo.solutions/services/dask-gateway/clusters/easihub.461440310b8b4ed2b4e37952f524a910/status\" target=\"_blank\">https://hub.asia.easi-eo.solutions/services/dask-gateway/clusters/easihub.461440310b8b4ed2b4e37952f524a910/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.5da29079abf24b57a75baf959ffd2d88/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.461440310b8b4ed2b4e37952f524a910/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.5da29079abf24b57a75baf959ffd2d88\n",
-       "    <li><b>Dashboard: </b><a href='https://hub.asia.easi-eo.solutions/services/dask-gateway/clusters/easihub.5da29079abf24b57a75baf959ffd2d88/status' target='_blank'>https://hub.asia.easi-eo.solutions/services/dask-gateway/clusters/easihub.5da29079abf24b57a75baf959ffd2d88/status</a>\n",
+       "    <li><b>Name: </b>easihub.461440310b8b4ed2b4e37952f524a910\n",
+       "    <li><b>Dashboard: </b><a href='https://hub.asia.easi-eo.solutions/services/dask-gateway/clusters/easihub.461440310b8b4ed2b4e37952f524a910/status' target='_blank'>https://hub.asia.easi-eo.solutions/services/dask-gateway/clusters/easihub.461440310b8b4ed2b4e37952f524a910/status</a>\n",
        "  </ul>\n",
        "</div>\n",
        "\n",
@@ -1726,7 +1726,7 @@
        "</div>"
       ],
       "text/plain": [
-       "<Client: 'tls://10.0.53.65:8786' processes=1 threads=8, memory=28.00 GiB>"
+       "<Client: 'tls://10.0.61.9:8786' processes=0 threads=0, memory=0 B>"
       ]
      },
      "execution_count": 2,
@@ -2169,7 +2169,7 @@
        "    scl          (time, y, x) uint8 34MB dask.array&lt;chunksize=(1, 532, 830), 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-2fca167c-478a-44ae-8eac-81cd28f5c6c9' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-2fca167c-478a-44ae-8eac-81cd28f5c6c9' 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>: 78</li><li><span class='xr-has-index'>y</span>: 532</li><li><span class='xr-has-index'>x</span>: 830</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-d1373444-fed5-4333-b4e9-ad4507d21269' class='xr-section-summary-in' type='checkbox'  checked><label for='section-d1373444-fed5-4333-b4e9-ad4507d21269' 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'>2022-09-02T03:35:38.706000 ... 2...</div><input id='attrs-0f4f8bbd-13cb-478e-b5b4-18c722065e69' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0f4f8bbd-13cb-478e-b5b4-18c722065e69' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f68b6ee4-666d-4b5c-bed0-ed51c4f6a410' class='xr-var-data-in' type='checkbox'><label for='data-f68b6ee4-666d-4b5c-bed0-ed51c4f6a410' 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;2022-09-02T03:35:38.706000000&#x27;, &#x27;2022-09-07T03:35:28.392000000&#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-f12533b1-3791-45ad-8d1b-91338189e325' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-f12533b1-3791-45ad-8d1b-91338189e325' 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>: 78</li><li><span class='xr-has-index'>y</span>: 532</li><li><span class='xr-has-index'>x</span>: 830</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-f2827d51-a273-4502-9e1f-af8a5ec251ab' class='xr-section-summary-in' type='checkbox'  checked><label for='section-f2827d51-a273-4502-9e1f-af8a5ec251ab' 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'>2022-09-02T03:35:38.706000 ... 2...</div><input id='attrs-6f7ba043-82e7-4351-8a0a-8fd16b67dc92' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6f7ba043-82e7-4351-8a0a-8fd16b67dc92' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b7c73deb-aaa5-4c14-9652-bf4a1210e096' class='xr-var-data-in' type='checkbox'><label for='data-b7c73deb-aaa5-4c14-9652-bf4a1210e096' 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;2022-09-02T03:35:38.706000000&#x27;, &#x27;2022-09-07T03:35:28.392000000&#x27;,\n",
        "       &#x27;2022-09-12T03:35:36.984000000&#x27;, &#x27;2022-09-17T03:35:28.396000000&#x27;,\n",
        "       &#x27;2022-09-22T03:35:33.676000000&#x27;, &#x27;2022-09-27T03:35:26.885000000&#x27;,\n",
        "       &#x27;2022-10-02T03:35:33.797000000&#x27;, &#x27;2022-10-07T03:35:23.874000000&#x27;,\n",
@@ -2208,7 +2208,7 @@
        "       &#x27;2023-09-02T03:35:31.370000000&#x27;, &#x27;2023-09-07T03:35:31.878000000&#x27;,\n",
        "       &#x27;2023-09-12T03:35:30.073000000&#x27;, &#x27;2023-09-17T03:35:30.006000000&#x27;,\n",
        "       &#x27;2023-09-22T03:35:30.187000000&#x27;, &#x27;2023-09-27T03:35:28.858000000&#x27;],\n",
-       "      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'>1.072e+06 1.072e+06 ... 1.067e+06</div><input id='attrs-fe88e4d4-641b-4a99-9c52-6d52220f59c1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fe88e4d4-641b-4a99-9c52-6d52220f59c1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ab7d10c1-ac03-4122-b0eb-955fa035d042' class='xr-var-data-in' type='checkbox'><label for='data-ab7d10c1-ac03-4122-b0eb-955fa035d042' 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([1072225., 1072215., 1072205., ..., 1066935., 1066925., 1066915.])</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'>5.95e+05 5.95e+05 ... 6.033e+05</div><input id='attrs-90e68735-071f-418f-a162-b1265f9aeaa8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-90e68735-071f-418f-a162-b1265f9aeaa8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9a569353-13a7-406d-8c5a-9c047e9c514b' class='xr-var-data-in' type='checkbox'><label for='data-9a569353-13a7-406d-8c5a-9c047e9c514b' 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([594975., 594985., 594995., ..., 603245., 603255., 603265.])</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-56af1360-e98f-4001-9bad-aa4e47d1354d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-56af1360-e98f-4001-9bad-aa4e47d1354d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-67bbbbea-e13c-47bc-8e11-a2b11f15254d' class='xr-var-data-in' type='checkbox'><label for='data-67bbbbea-e13c-47bc-8e11-a2b11f15254d' 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-af88923a-b9d7-45af-9813-a95b510be1e1' class='xr-section-summary-in' type='checkbox'  checked><label for='section-af88923a-b9d7-45af-9813-a95b510be1e1' 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, 532, 830), meta=np.ndarray&gt;</div><input id='attrs-43f25870-47b5-4137-b258-ca9647801aec' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-43f25870-47b5-4137-b258-ca9647801aec' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-96690609-ce9e-412f-a23f-d00f8b27538c' class='xr-var-data-in' type='checkbox'><label for='data-96690609-ce9e-412f-a23f-d00f8b27538c' 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",
+       "      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'>1.072e+06 1.072e+06 ... 1.067e+06</div><input id='attrs-0b2cb58c-1bed-49e5-aa6e-cc8a6a19d83b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0b2cb58c-1bed-49e5-aa6e-cc8a6a19d83b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-99555933-9ce3-423b-9a06-380393438ff5' class='xr-var-data-in' type='checkbox'><label for='data-99555933-9ce3-423b-9a06-380393438ff5' 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([1072225., 1072215., 1072205., ..., 1066935., 1066925., 1066915.])</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'>5.95e+05 5.95e+05 ... 6.033e+05</div><input id='attrs-95006730-4870-4b7c-aeb8-92b5a0a76612' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-95006730-4870-4b7c-aeb8-92b5a0a76612' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-07ad6f7a-0440-411c-bb3b-284625db0d09' class='xr-var-data-in' type='checkbox'><label for='data-07ad6f7a-0440-411c-bb3b-284625db0d09' 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([594975., 594985., 594995., ..., 603245., 603255., 603265.])</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-1d38428d-f0ed-4a06-8199-dced68e17819' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1d38428d-f0ed-4a06-8199-dced68e17819' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-62bd207f-8b55-40fe-b61f-6b6b4f326ada' class='xr-var-data-in' type='checkbox'><label for='data-62bd207f-8b55-40fe-b61f-6b6b4f326ada' 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-9c2efceb-ac4e-4b9f-ba1e-2069b67e4a58' class='xr-section-summary-in' type='checkbox'  checked><label for='section-9c2efceb-ac4e-4b9f-ba1e-2069b67e4a58' 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, 532, 830), meta=np.ndarray&gt;</div><input id='attrs-b4bace8a-f4e5-4b7c-aa79-7f287d761e63' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b4bace8a-f4e5-4b7c-aa79-7f287d761e63' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-dfef7041-b112-425b-b599-a52476456afb' class='xr-var-data-in' type='checkbox'><label for='data-dfef7041-b112-425b-b599-a52476456afb' 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",
@@ -2322,7 +2322,7 @@
        "</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, 532, 830), meta=np.ndarray&gt;</div><input id='attrs-1b7a1554-85e6-4d7c-94d1-4a3c147c273b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1b7a1554-85e6-4d7c-94d1-4a3c147c273b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c24aab39-feb5-4d9b-a571-18c3a3ff5405' class='xr-var-data-in' type='checkbox'><label for='data-c24aab39-feb5-4d9b-a571-18c3a3ff5405' 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, 532, 830), meta=np.ndarray&gt;</div><input id='attrs-7a3ff6b6-d01b-49ad-9bb9-5871687267a8' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7a3ff6b6-d01b-49ad-9bb9-5871687267a8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f12741c1-1d90-48cf-bd03-f548d63fba68' class='xr-var-data-in' type='checkbox'><label for='data-f12741c1-1d90-48cf-bd03-f548d63fba68' 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",
@@ -2436,7 +2436,7 @@
        "</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, 532, 830), meta=np.ndarray&gt;</div><input id='attrs-7b2ead5f-95b8-45e6-abb1-44eac80ca393' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7b2ead5f-95b8-45e6-abb1-44eac80ca393' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c12288d5-1e5a-4116-bd3b-7f8087acf514' class='xr-var-data-in' type='checkbox'><label for='data-c12288d5-1e5a-4116-bd3b-7f8087acf514' 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, 532, 830), meta=np.ndarray&gt;</div><input id='attrs-d36b1706-39d2-457d-8696-1b194f599a9e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d36b1706-39d2-457d-8696-1b194f599a9e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b26f4032-46ed-4478-b639-40fb30097558' class='xr-var-data-in' type='checkbox'><label for='data-b26f4032-46ed-4478-b639-40fb30097558' 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",
@@ -2550,7 +2550,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-e87af479-b32f-42bc-b42b-ad0b5d1d0379' class='xr-section-summary-in' type='checkbox'  ><label for='section-e87af479-b32f-42bc-b42b-ad0b5d1d0379' 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-127c543b-3703-4d49-90c8-2c28e36da838' class='xr-index-data-in' type='checkbox'/><label for='index-127c543b-3703-4d49-90c8-2c28e36da838' 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 03:35:38.706000&#x27;, &#x27;2022-09-07 03:35:28.392000&#x27;,\n",
+       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-9ca3406b-e1c2-4ecb-a867-e4a042f2f8f3' class='xr-section-summary-in' type='checkbox'  ><label for='section-9ca3406b-e1c2-4ecb-a867-e4a042f2f8f3' 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-0baa563c-a462-424f-8fb6-3c7452bc6eae' class='xr-index-data-in' type='checkbox'/><label for='index-0baa563c-a462-424f-8fb6-3c7452bc6eae' 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 03:35:38.706000&#x27;, &#x27;2022-09-07 03:35:28.392000&#x27;,\n",
        "               &#x27;2022-09-12 03:35:36.984000&#x27;, &#x27;2022-09-17 03:35:28.396000&#x27;,\n",
        "               &#x27;2022-09-22 03:35:33.676000&#x27;, &#x27;2022-09-27 03:35:26.885000&#x27;,\n",
        "               &#x27;2022-10-02 03:35:33.797000&#x27;, &#x27;2022-10-07 03:35:23.874000&#x27;,\n",
@@ -2589,17 +2589,17 @@
        "               &#x27;2023-09-02 03:35:31.370000&#x27;, &#x27;2023-09-07 03:35:31.878000&#x27;,\n",
        "               &#x27;2023-09-12 03:35:30.073000&#x27;, &#x27;2023-09-17 03:35:30.006000&#x27;,\n",
        "               &#x27;2023-09-22 03:35:30.187000&#x27;, &#x27;2023-09-27 03:35:28.858000&#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-5d8b41c6-62c4-4211-9a54-0a19a092cdf5' class='xr-index-data-in' type='checkbox'/><label for='index-5d8b41c6-62c4-4211-9a54-0a19a092cdf5' 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([1072225.0, 1072215.0, 1072205.0, 1072195.0, 1072185.0, 1072175.0,\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-e5df0608-c48e-45ae-882f-9e5b830db37c' class='xr-index-data-in' type='checkbox'/><label for='index-e5df0608-c48e-45ae-882f-9e5b830db37c' 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([1072225.0, 1072215.0, 1072205.0, 1072195.0, 1072185.0, 1072175.0,\n",
        "              1072165.0, 1072155.0, 1072145.0, 1072135.0,\n",
        "              ...\n",
        "              1067005.0, 1066995.0, 1066985.0, 1066975.0, 1066965.0, 1066955.0,\n",
        "              1066945.0, 1066935.0, 1066925.0, 1066915.0],\n",
-       "             dtype=&#x27;float64&#x27;, name=&#x27;y&#x27;, length=532))</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-e8fdbc5d-20a2-47b4-adee-f61923f06a86' class='xr-index-data-in' type='checkbox'/><label for='index-e8fdbc5d-20a2-47b4-adee-f61923f06a86' 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([594975.0, 594985.0, 594995.0, 595005.0, 595015.0, 595025.0,\n",
+       "             dtype=&#x27;float64&#x27;, name=&#x27;y&#x27;, length=532))</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-7ae13693-b621-422b-b316-3ff0d7d5a0f2' class='xr-index-data-in' type='checkbox'/><label for='index-7ae13693-b621-422b-b316-3ff0d7d5a0f2' 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([594975.0, 594985.0, 594995.0, 595005.0, 595015.0, 595025.0,\n",
        "              595035.0, 595045.0, 595055.0, 595065.0,\n",
        "              ...\n",
        "              603175.0, 603185.0, 603195.0, 603205.0, 603215.0, 603225.0,\n",
        "              603235.0, 603245.0, 603255.0, 603265.0],\n",
-       "             dtype=&#x27;float64&#x27;, name=&#x27;x&#x27;, length=830))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-fafcacce-c8da-4dd3-a0f1-f87227428227' class='xr-section-summary-in' type='checkbox'  checked><label for='section-fafcacce-c8da-4dd3-a0f1-f87227428227' 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=830))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-771e12cd-4ae6-4667-89f1-00ac2215d68f' class='xr-section-summary-in' type='checkbox'  checked><label for='section-771e12cd-4ae6-4667-89f1-00ac2215d68f' 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: 310MB\n",
@@ -2712,14 +2712,14 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "CPU times: user 91.7 ms, sys: 4.61 ms, total: 96.3 ms\n",
-      "Wall time: 94.5 ms\n"
+      "CPU times: user 79.6 ms, sys: 23.6 ms, total: 103 ms\n",
+      "Wall time: 86.7 ms\n"
      ]
     },
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "a444edfd79164a2181fc79f5c0c7a49a",
+       "model_id": "a8b39ee94f17491cafdb25edaf140748",
        "version_major": 2,
        "version_minor": 0
       },
@@ -3118,7 +3118,7 @@
        "  * time         (time) datetime64[ns] 624B 2022-09-02T03:35:38.706000 ... 20...\n",
        "  * y            (y) float64 4kB 1.072e+06 1.072e+06 ... 1.067e+06 1.067e+06\n",
        "  * x            (x) float64 7kB 5.95e+05 5.95e+05 ... 6.033e+05 6.033e+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>: 78</li><li><span class='xr-has-index'>y</span>: 532</li><li><span class='xr-has-index'>x</span>: 830</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-0fc993f9-7c2f-45a5-bfcb-4a0dfb6d6c53' class='xr-array-in' type='checkbox' checked><label for='section-0fc993f9-7c2f-45a5-bfcb-4a0dfb6d6c53' 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, 532, 830), 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>: 78</li><li><span class='xr-has-index'>y</span>: 532</li><li><span class='xr-has-index'>x</span>: 830</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-8f182bf3-e9ea-40fd-8381-b4b69c587797' class='xr-array-in' type='checkbox' checked><label for='section-8f182bf3-e9ea-40fd-8381-b4b69c587797' 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, 532, 830), meta=np.ndarray&gt;</span></div><div class='xr-array-data'><table>\n",
        "    <tr>\n",
        "        <td>\n",
        "            <table style=\"border-collapse: collapse;\">\n",
@@ -3232,7 +3232,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></div></li><li class='xr-section-item'><input id='section-280599be-86d1-472f-b85e-434654b13265' class='xr-section-summary-in' type='checkbox'  checked><label for='section-280599be-86d1-472f-b85e-434654b13265' 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'>2022-09-02T03:35:38.706000 ... 2...</div><input id='attrs-362ba368-eeca-4b6b-a698-0ac379a5ff92' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-362ba368-eeca-4b6b-a698-0ac379a5ff92' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ada998e7-14cf-4f3e-9993-f58614a4d401' class='xr-var-data-in' type='checkbox'><label for='data-ada998e7-14cf-4f3e-9993-f58614a4d401' 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;2022-09-02T03:35:38.706000000&#x27;, &#x27;2022-09-07T03:35:28.392000000&#x27;,\n",
+       "</table></div></div></li><li class='xr-section-item'><input id='section-9331ac58-20bf-40e7-b1e2-5593d2885091' class='xr-section-summary-in' type='checkbox'  checked><label for='section-9331ac58-20bf-40e7-b1e2-5593d2885091' 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'>2022-09-02T03:35:38.706000 ... 2...</div><input id='attrs-e8977e77-4ab1-4f81-a19d-9d1794c251e9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e8977e77-4ab1-4f81-a19d-9d1794c251e9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a75b0aed-d7e1-4f49-a675-d0aa0af53b3b' class='xr-var-data-in' type='checkbox'><label for='data-a75b0aed-d7e1-4f49-a675-d0aa0af53b3b' 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;2022-09-02T03:35:38.706000000&#x27;, &#x27;2022-09-07T03:35:28.392000000&#x27;,\n",
        "       &#x27;2022-09-12T03:35:36.984000000&#x27;, &#x27;2022-09-17T03:35:28.396000000&#x27;,\n",
        "       &#x27;2022-09-22T03:35:33.676000000&#x27;, &#x27;2022-09-27T03:35:26.885000000&#x27;,\n",
        "       &#x27;2022-10-02T03:35:33.797000000&#x27;, &#x27;2022-10-07T03:35:23.874000000&#x27;,\n",
@@ -3271,7 +3271,7 @@
        "       &#x27;2023-09-02T03:35:31.370000000&#x27;, &#x27;2023-09-07T03:35:31.878000000&#x27;,\n",
        "       &#x27;2023-09-12T03:35:30.073000000&#x27;, &#x27;2023-09-17T03:35:30.006000000&#x27;,\n",
        "       &#x27;2023-09-22T03:35:30.187000000&#x27;, &#x27;2023-09-27T03:35:28.858000000&#x27;],\n",
-       "      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'>1.072e+06 1.072e+06 ... 1.067e+06</div><input id='attrs-0a10c675-30ee-4a2b-bbb7-ec4e4fe57812' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0a10c675-30ee-4a2b-bbb7-ec4e4fe57812' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-07470f86-2e36-4b62-a246-c7d588fc32cc' class='xr-var-data-in' type='checkbox'><label for='data-07470f86-2e36-4b62-a246-c7d588fc32cc' 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([1072225., 1072215., 1072205., ..., 1066935., 1066925., 1066915.])</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'>5.95e+05 5.95e+05 ... 6.033e+05</div><input id='attrs-6a2c05cb-95c6-49f3-8ce2-4deb1cd84691' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6a2c05cb-95c6-49f3-8ce2-4deb1cd84691' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-98cf5e2d-e0e6-4d67-9576-6d09c73311ce' class='xr-var-data-in' type='checkbox'><label for='data-98cf5e2d-e0e6-4d67-9576-6d09c73311ce' 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([594975., 594985., 594995., ..., 603245., 603255., 603265.])</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-5fb4b34f-bf92-44d6-8e36-a36f09177845' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5fb4b34f-bf92-44d6-8e36-a36f09177845' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b6391d4e-44aa-4030-a5ea-0cfa3f950579' class='xr-var-data-in' type='checkbox'><label for='data-b6391d4e-44aa-4030-a5ea-0cfa3f950579' 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-979f3c10-e096-40dc-8a4d-2874a01f7971' class='xr-section-summary-in' type='checkbox'  ><label for='section-979f3c10-e096-40dc-8a4d-2874a01f7971' 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-fbb6e03c-f6ae-46de-b39f-d4c9d363f0a2' class='xr-index-data-in' type='checkbox'/><label for='index-fbb6e03c-f6ae-46de-b39f-d4c9d363f0a2' 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 03:35:38.706000&#x27;, &#x27;2022-09-07 03:35:28.392000&#x27;,\n",
+       "      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'>1.072e+06 1.072e+06 ... 1.067e+06</div><input id='attrs-886090ba-dfc9-4969-a901-cd9186b72f69' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-886090ba-dfc9-4969-a901-cd9186b72f69' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-96b1b6f6-1f1d-41c6-b4af-5ad1167ec55b' class='xr-var-data-in' type='checkbox'><label for='data-96b1b6f6-1f1d-41c6-b4af-5ad1167ec55b' 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([1072225., 1072215., 1072205., ..., 1066935., 1066925., 1066915.])</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'>5.95e+05 5.95e+05 ... 6.033e+05</div><input id='attrs-ccc5744c-5d54-4a5d-b0b4-f6c8a8ccd54a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ccc5744c-5d54-4a5d-b0b4-f6c8a8ccd54a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-be49cf95-a80c-4e8f-a51d-eea8b8221cdc' class='xr-var-data-in' type='checkbox'><label for='data-be49cf95-a80c-4e8f-a51d-eea8b8221cdc' 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([594975., 594985., 594995., ..., 603245., 603255., 603265.])</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-68599205-5216-4a1c-9cee-809297abf8c4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-68599205-5216-4a1c-9cee-809297abf8c4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7d0d314d-9a38-4a4b-bcdf-2e7ce92a932a' class='xr-var-data-in' type='checkbox'><label for='data-7d0d314d-9a38-4a4b-bcdf-2e7ce92a932a' 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-0fbd6760-8058-4103-be53-12ffe81a7d68' class='xr-section-summary-in' type='checkbox'  ><label for='section-0fbd6760-8058-4103-be53-12ffe81a7d68' 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-62de5b97-79df-4b7a-97b5-67c52586fd0a' class='xr-index-data-in' type='checkbox'/><label for='index-62de5b97-79df-4b7a-97b5-67c52586fd0a' 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 03:35:38.706000&#x27;, &#x27;2022-09-07 03:35:28.392000&#x27;,\n",
        "               &#x27;2022-09-12 03:35:36.984000&#x27;, &#x27;2022-09-17 03:35:28.396000&#x27;,\n",
        "               &#x27;2022-09-22 03:35:33.676000&#x27;, &#x27;2022-09-27 03:35:26.885000&#x27;,\n",
        "               &#x27;2022-10-02 03:35:33.797000&#x27;, &#x27;2022-10-07 03:35:23.874000&#x27;,\n",
@@ -3310,17 +3310,17 @@
        "               &#x27;2023-09-02 03:35:31.370000&#x27;, &#x27;2023-09-07 03:35:31.878000&#x27;,\n",
        "               &#x27;2023-09-12 03:35:30.073000&#x27;, &#x27;2023-09-17 03:35:30.006000&#x27;,\n",
        "               &#x27;2023-09-22 03:35:30.187000&#x27;, &#x27;2023-09-27 03:35:28.858000&#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-6bd87c3c-48e1-4fc2-9a1c-52e4a338514f' class='xr-index-data-in' type='checkbox'/><label for='index-6bd87c3c-48e1-4fc2-9a1c-52e4a338514f' 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([1072225.0, 1072215.0, 1072205.0, 1072195.0, 1072185.0, 1072175.0,\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-4fe953c1-2b12-4001-90e9-20914a907ebf' class='xr-index-data-in' type='checkbox'/><label for='index-4fe953c1-2b12-4001-90e9-20914a907ebf' 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([1072225.0, 1072215.0, 1072205.0, 1072195.0, 1072185.0, 1072175.0,\n",
        "              1072165.0, 1072155.0, 1072145.0, 1072135.0,\n",
        "              ...\n",
        "              1067005.0, 1066995.0, 1066985.0, 1066975.0, 1066965.0, 1066955.0,\n",
        "              1066945.0, 1066935.0, 1066925.0, 1066915.0],\n",
-       "             dtype=&#x27;float64&#x27;, name=&#x27;y&#x27;, length=532))</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-c03b4bba-c49c-4864-aef4-3ca8b5f71696' class='xr-index-data-in' type='checkbox'/><label for='index-c03b4bba-c49c-4864-aef4-3ca8b5f71696' 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([594975.0, 594985.0, 594995.0, 595005.0, 595015.0, 595025.0,\n",
+       "             dtype=&#x27;float64&#x27;, name=&#x27;y&#x27;, length=532))</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-ecf847e7-9614-4969-ab9e-cb172f2f7468' class='xr-index-data-in' type='checkbox'/><label for='index-ecf847e7-9614-4969-ab9e-cb172f2f7468' 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([594975.0, 594985.0, 594995.0, 595005.0, 595015.0, 595025.0,\n",
        "              595035.0, 595045.0, 595055.0, 595065.0,\n",
        "              ...\n",
        "              603175.0, 603185.0, 603195.0, 603205.0, 603215.0, 603225.0,\n",
        "              603235.0, 603245.0, 603255.0, 603265.0],\n",
-       "             dtype=&#x27;float64&#x27;, name=&#x27;x&#x27;, length=830))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-9181356f-034b-4fa6-b976-c6174e88ca63' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-9181356f-034b-4fa6-b976-c6174e88ca63' 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=830))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-83f2ef3e-5fa4-4a78-aa15-c1ba452162b6' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-83f2ef3e-5fa4-4a78-aa15-c1ba452162b6' 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: 78, y: 532, x: 830)> Size: 138MB\n",
@@ -3354,7 +3354,7 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.image.AxesImage at 0x7f61993bdbd0>"
+       "<matplotlib.image.AxesImage at 0x7fe59b174940>"
       ]
      },
      "execution_count": 7,
@@ -3388,7 +3388,7 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.image.AxesImage at 0x7f61b2b7ca30>"
+       "<matplotlib.image.AxesImage at 0x7fe5bab22890>"
       ]
      },
      "execution_count": 8,
@@ -3428,14 +3428,6 @@
     "tags": []
    },
    "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "CPU times: user 162 ms, sys: 0 ns, total: 162 ms\n",
-      "Wall time: 163 ms\n"
-     ]
-    },
     {
      "name": "stderr",
      "output_type": "stream",
@@ -3443,10 +3435,18 @@
       "<string>:6: FutureWarning: 'M' is deprecated and will be removed in a future version. Please use 'ME' instead of 'M'.\n"
      ]
     },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CPU times: user 351 ms, sys: 7.66 ms, total: 359 ms\n",
+      "Wall time: 356 ms\n"
+     ]
+    },
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "e1858a3945f840308e4cef004abeb308",
+       "model_id": "a7fa413a6f8c429c864860dd46b54f09",
        "version_major": 2,
        "version_minor": 0
       },
@@ -3874,7 +3874,7 @@
        "    vh           (time, y, x) float32 57MB dask.array&lt;chunksize=(1, 532, 830), 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-37d1607b-2cb8-4dd2-a7f6-a2848c26c15b' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-37d1607b-2cb8-4dd2-a7f6-a2848c26c15b' 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>: 32</li><li><span class='xr-has-index'>y</span>: 532</li><li><span class='xr-has-index'>x</span>: 830</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-97878130-1ee0-4fcd-8acb-37da36609f10' class='xr-section-summary-in' type='checkbox'  checked><label for='section-97878130-1ee0-4fcd-8acb-37da36609f10' 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-5680f7e1-88e5-4a93-9c39-6a1721b3d4e4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5680f7e1-88e5-4a93-9c39-6a1721b3d4e4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ee424752-8fb6-4034-a8be-2bfdb14e17d0' class='xr-var-data-in' type='checkbox'><label for='data-ee424752-8fb6-4034-a8be-2bfdb14e17d0' 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-f2510e12-7cb1-4798-bb4c-5926469bec61' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-f2510e12-7cb1-4798-bb4c-5926469bec61' 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>: 32</li><li><span class='xr-has-index'>y</span>: 532</li><li><span class='xr-has-index'>x</span>: 830</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-ae6fe46e-250d-4667-a185-14ee3424ae51' class='xr-section-summary-in' type='checkbox'  checked><label for='section-ae6fe46e-250d-4667-a185-14ee3424ae51' 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-a16bcd47-63ba-4c47-a3b2-147513a2ac89' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a16bcd47-63ba-4c47-a3b2-147513a2ac89' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3c068657-7b82-42a3-969e-2bb654c3b04f' class='xr-var-data-in' type='checkbox'><label for='data-3c068657-7b82-42a3-969e-2bb654c3b04f' 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",
@@ -3890,7 +3890,7 @@
        "       &#x27;2023-07-28T11:11:36.500000000&#x27;, &#x27;2023-08-08T22:46:16.500000000&#x27;,\n",
        "       &#x27;2023-08-20T22:46:17.500000000&#x27;, &#x27;2023-09-01T22:46:18.500000000&#x27;,\n",
        "       &#x27;2023-09-13T22:46:18.500000000&#x27;, &#x27;2023-09-25T22:46:19.500000000&#x27;],\n",
-       "      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'>1.072e+06 1.072e+06 ... 1.067e+06</div><input id='attrs-702459e6-ce49-45dd-a202-26b07a09616e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-702459e6-ce49-45dd-a202-26b07a09616e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-eb987b94-aba0-4282-b985-7e7c78e8fe1c' class='xr-var-data-in' type='checkbox'><label for='data-eb987b94-aba0-4282-b985-7e7c78e8fe1c' 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([1072225., 1072215., 1072205., ..., 1066935., 1066925., 1066915.])</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'>5.95e+05 5.95e+05 ... 6.033e+05</div><input id='attrs-b4d39b5c-bee3-4591-b76a-fc59327194d4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b4d39b5c-bee3-4591-b76a-fc59327194d4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7cca826a-1455-418f-ad33-0b5bb01c9ab4' class='xr-var-data-in' type='checkbox'><label for='data-7cca826a-1455-418f-ad33-0b5bb01c9ab4' 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([594975., 594985., 594995., ..., 603245., 603255., 603265.])</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-4feab619-879a-4924-9c33-cd10884bcbf9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4feab619-879a-4924-9c33-cd10884bcbf9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-88b5da89-7c92-4c70-992c-e3598ac29e26' class='xr-var-data-in' type='checkbox'><label for='data-88b5da89-7c92-4c70-992c-e3598ac29e26' 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-9d3b1298-b187-4fb0-8204-5c8b120e4462' class='xr-section-summary-in' type='checkbox'  checked><label for='section-9d3b1298-b187-4fb0-8204-5c8b120e4462' 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, 532, 830), meta=np.ndarray&gt;</div><input id='attrs-0c553701-f09c-4208-8d75-67d59ede3274' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0c553701-f09c-4208-8d75-67d59ede3274' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f482f373-3e2c-43a9-a3da-3c3a9b670213' class='xr-var-data-in' type='checkbox'><label for='data-f482f373-3e2c-43a9-a3da-3c3a9b670213' 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",
+       "      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'>1.072e+06 1.072e+06 ... 1.067e+06</div><input id='attrs-735da749-2136-4252-82a6-a03aef4721cd' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-735da749-2136-4252-82a6-a03aef4721cd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9f8f59ce-3239-4a56-ae74-d619f41cd791' class='xr-var-data-in' type='checkbox'><label for='data-9f8f59ce-3239-4a56-ae74-d619f41cd791' 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([1072225., 1072215., 1072205., ..., 1066935., 1066925., 1066915.])</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'>5.95e+05 5.95e+05 ... 6.033e+05</div><input id='attrs-0acb7132-583e-4ab7-9161-de0291c4f652' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0acb7132-583e-4ab7-9161-de0291c4f652' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3bb3ad60-aa6a-4ff7-97c2-9c19bafd3f89' class='xr-var-data-in' type='checkbox'><label for='data-3bb3ad60-aa6a-4ff7-97c2-9c19bafd3f89' 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([594975., 594985., 594995., ..., 603245., 603255., 603265.])</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-4b041fcb-6a60-4b16-8e43-de0b1d44ae9e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4b041fcb-6a60-4b16-8e43-de0b1d44ae9e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bb4d7937-4053-4cd8-ab25-aba358849331' class='xr-var-data-in' type='checkbox'><label for='data-bb4d7937-4053-4cd8-ab25-aba358849331' 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-6be4f7df-b7bb-497a-bf89-d77d3d5b1c02' class='xr-section-summary-in' type='checkbox'  checked><label for='section-6be4f7df-b7bb-497a-bf89-d77d3d5b1c02' 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, 532, 830), meta=np.ndarray&gt;</div><input id='attrs-74471943-2ae0-485d-9575-396ed7d6edd2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-74471943-2ae0-485d-9575-396ed7d6edd2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-34a42686-5466-4612-8c5b-bfc8fe4912b3' class='xr-var-data-in' type='checkbox'><label for='data-34a42686-5466-4612-8c5b-bfc8fe4912b3' 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",
@@ -4004,7 +4004,7 @@
        "</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, 532, 830), meta=np.ndarray&gt;</div><input id='attrs-d388cdc1-370b-4b62-b5aa-4feb038067a6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d388cdc1-370b-4b62-b5aa-4feb038067a6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-355dbc02-4159-4f58-8286-464ae564160a' class='xr-var-data-in' type='checkbox'><label for='data-355dbc02-4159-4f58-8286-464ae564160a' 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, 532, 830), meta=np.ndarray&gt;</div><input id='attrs-f815043e-da55-4d0e-8516-7bc96aecbbf3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f815043e-da55-4d0e-8516-7bc96aecbbf3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c8df30f0-2bcd-4868-b42c-e23817c3a619' class='xr-var-data-in' type='checkbox'><label for='data-c8df30f0-2bcd-4868-b42c-e23817c3a619' 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",
@@ -4118,7 +4118,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-318964b8-d27b-4e3a-b308-880a39d6affd' class='xr-section-summary-in' type='checkbox'  ><label for='section-318964b8-d27b-4e3a-b308-880a39d6affd' 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-ed7c2370-f224-4876-b584-be93633f3f29' class='xr-index-data-in' type='checkbox'/><label for='index-ed7c2370-f224-4876-b584-be93633f3f29' 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-fa28f2b9-0a3f-4583-958d-db991fc18f08' class='xr-section-summary-in' type='checkbox'  ><label for='section-fa28f2b9-0a3f-4583-958d-db991fc18f08' 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-89e45155-c8a9-489e-b77a-7f76b6ae0a07' class='xr-index-data-in' type='checkbox'/><label for='index-89e45155-c8a9-489e-b77a-7f76b6ae0a07' 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",
@@ -4134,17 +4134,17 @@
        "               &#x27;2023-07-28 11:11:36.500000&#x27;, &#x27;2023-08-08 22:46:16.500000&#x27;,\n",
        "               &#x27;2023-08-20 22:46:17.500000&#x27;, &#x27;2023-09-01 22:46:18.500000&#x27;,\n",
        "               &#x27;2023-09-13 22:46:18.500000&#x27;, &#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-e8b4c9bd-e722-45f3-a459-90fafa57c3e1' class='xr-index-data-in' type='checkbox'/><label for='index-e8b4c9bd-e722-45f3-a459-90fafa57c3e1' 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([1072225.0, 1072215.0, 1072205.0, 1072195.0, 1072185.0, 1072175.0,\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-5eee9cd5-b46f-4488-b5a5-9770f323490b' class='xr-index-data-in' type='checkbox'/><label for='index-5eee9cd5-b46f-4488-b5a5-9770f323490b' 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([1072225.0, 1072215.0, 1072205.0, 1072195.0, 1072185.0, 1072175.0,\n",
        "              1072165.0, 1072155.0, 1072145.0, 1072135.0,\n",
        "              ...\n",
        "              1067005.0, 1066995.0, 1066985.0, 1066975.0, 1066965.0, 1066955.0,\n",
        "              1066945.0, 1066935.0, 1066925.0, 1066915.0],\n",
-       "             dtype=&#x27;float64&#x27;, name=&#x27;y&#x27;, length=532))</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-2f567dee-df54-477d-b567-8a0a37962ddd' class='xr-index-data-in' type='checkbox'/><label for='index-2f567dee-df54-477d-b567-8a0a37962ddd' 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([594975.0, 594985.0, 594995.0, 595005.0, 595015.0, 595025.0,\n",
+       "             dtype=&#x27;float64&#x27;, name=&#x27;y&#x27;, length=532))</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-4f187660-d35e-4539-a131-12386a669191' class='xr-index-data-in' type='checkbox'/><label for='index-4f187660-d35e-4539-a131-12386a669191' 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([594975.0, 594985.0, 594995.0, 595005.0, 595015.0, 595025.0,\n",
        "              595035.0, 595045.0, 595055.0, 595065.0,\n",
        "              ...\n",
        "              603175.0, 603185.0, 603195.0, 603205.0, 603215.0, 603225.0,\n",
        "              603235.0, 603245.0, 603255.0, 603265.0],\n",
-       "             dtype=&#x27;float64&#x27;, name=&#x27;x&#x27;, length=830))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-74c90940-9611-4b2d-a865-3b8296fd6ede' class='xr-section-summary-in' type='checkbox'  checked><label for='section-74c90940-9611-4b2d-a865-3b8296fd6ede' 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=830))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-56c5e2d5-2207-4892-abab-3cd7db5744cf' class='xr-section-summary-in' type='checkbox'  checked><label for='section-56c5e2d5-2207-4892-abab-3cd7db5744cf' 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: 113MB\n",
@@ -4210,13 +4210,13 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/tmp/ipykernel_18838/3809256623.py:26: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n",
+      "/tmp/ipykernel_159/3809256623.py:26: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n",
       "  cbar.ax.set_yticklabels(labels)\n"
      ]
     },
     {
      "data": {
-      "image/png": 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",
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       "text/plain": [
        "<Figure size 640x480 with 2 Axes>"
       ]
@@ -4300,11 +4300,11 @@
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400px));\\n}\",{\"id\":\"p1008\"},{\"id\":\"p1006\"},{\"id\":\"p1007\"}],\"margin\":0,\"sizing_mode\":\"stretch_width\",\"align\":\"start\"}}]}},{\"type\":\"object\",\"name\":\"panel.models.comm_manager.CommManager\",\"id\":\"p1073\",\"attributes\":{\"plot_id\":\"p1005\",\"comm_id\":\"03d71a41f7d540ee87db8e90b81ee55d\",\"client_comm_id\":\"fddc523334e04a07ab1aeb133c48b7cc\"}}],\"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\":\"43eb90b1-0891-4e13-ac34-05ad45fbfb33\",\"roots\":{\"p1005\":\"f8155ec1-3362-4023-92ef-7c810ed0a012\"},\"root_ids\":[\"p1005\"]}];\n",
        "  var docs = Object.values(docs_json)\n",
        "  if (!docs) {\n",
        "    return\n",
diff --git a/03.compare_ODC.ipynb b/03.compare_ODC.ipynb
index adfc647..9983f8a 100644
--- a/03.compare_ODC.ipynb
+++ b/03.compare_ODC.ipynb
@@ -528,11 +528,11 @@
       "application/vnd.holoviews_exec.v0+json": "",
       "text/html": [
        "<div id='p1002'>\n",
-       "  <div id=\"c51583bd-f975-4ae1-bd4c-3f14ab14856b\" data-root-id=\"p1002\" style=\"display: contents;\"></div>\n",
+       "  <div id=\"f95ce446-5699-4ce7-8793-2200973e0a72\" data-root-id=\"p1002\" style=\"display: contents;\"></div>\n",
        "</div>\n",
        "<script type=\"application/javascript\">(function(root) {\n",
-       "  var docs_json = {\"f4ba4b97-2c66-49f3-a950-00f2a04c0bed\":{\"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\":\"467bd63fd68f411785ff4ded1a6888f3\",\"client_comm_id\":\"abf1b39e11084764b8d81263c75c1f06\"}}],\"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\":\"f4ba4b97-2c66-49f3-a950-00f2a04c0bed\",\"roots\":{\"p1002\":\"c51583bd-f975-4ae1-bd4c-3f14ab14856b\"},\"root_ids\":[\"p1002\"]}];\n",
+       "  var docs_json = {\"4c024939-259b-4d38-88b8-15c42da72bc4\":{\"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\":\"a1951fca7b5f41d8995b7e3d49f042c9\",\"client_comm_id\":\"b0be4efc98f948d98bce679b4ec9528a\"}}],\"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\":\"4c024939-259b-4d38-88b8-15c42da72bc4\",\"roots\":{\"p1002\":\"f95ce446-5699-4ce7-8793-2200973e0a72\"},\"root_ids\":[\"p1002\"]}];\n",
        "  var docs = Object.values(docs_json)\n",
        "  if (!docs) {\n",
        "    return\n",
@@ -1260,11 +1260,11 @@
       "application/vnd.holoviews_exec.v0+json": "",
       "text/html": [
        "<div id='p1005'>\n",
-       "  <div id=\"bed13543-ab92-4aa0-b28f-e904fa30049e\" data-root-id=\"p1005\" style=\"display: contents;\"></div>\n",
+       "  <div id=\"f43c3575-1d37-4293-8f99-482ac45f1491\" data-root-id=\"p1005\" style=\"display: contents;\"></div>\n",
        "</div>\n",
        "<script type=\"application/javascript\">(function(root) {\n",
-       "  var docs_json = {\"31df6b11-05d9-406f-b31e-bff7faa89f76\":{\"version\":\"3.4.1\",\"title\":\"Bokeh Application\",\"roots\":[{\"type\":\"object\",\"name\":\"Row\",\"id\":\"p1005\",\"attributes\":{\"name\":\"Row00902\",\"stylesheets\":[\"\\n:host(.pn-loading):before, .pn-loading:before {\\n  background-color: #c3c3c3;\\n  mask-size: auto calc(min(50%, 400px));\\n  -webkit-mask-size: auto calc(min(50%, 400px));\\n}\",{\"type\":\"object\",\"name\":\"ImportedStyleSheet\",\"id\":\"p1008\",\"attributes\":{\"url\":\"https://cdn.holoviz.org/panel/1.4.4/dist/css/loading.css\"}},{\"type\":\"object\",\"name\":\"ImportedStyleSheet\",\"id\":\"p1077\",\"attributes\":{\"url\":\"https://cdn.holoviz.org/panel/1.4.4/dist/css/listpanel.css\"}},{\"type\":\"object\",\"name\":\"ImportedStyleSheet\",\"id\":\"p1006\",\"attributes\":{\"url\":\"https://cdn.holoviz.org/panel/1.4.4/dist/bundled/theme/default.css\"}},{\"type\":\"object\",\"name\":\"ImportedStyleSheet\",\"id\":\"p1007\",\"attributes\":{\"url\":\"https://cdn.holoviz.org/panel/1.4.4/dist/bundled/theme/native.css\"}}],\"min_width\":700,\"margin\":0,\"sizing_mode\":\"stretch_width\",\"align\":\"start\",\"children\":[{\"type\":\"object\",\"name\":\"Spacer\",\"id\":\"p1009\",\"attributes\":{\"name\":\"HSpacer00908\",\"stylesheets\":[\"\\n:host(.pn-loading):before, .pn-loading:before {\\n  background-color: #c3c3c3;\\n  mask-size: auto calc(min(50%, 400px));\\n  -webkit-mask-size: auto calc(min(50%, 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+       "  var render_items = [{\"docid\":\"12b5c9f6-9b3d-418d-bef2-2a47ef2052c3\",\"roots\":{\"p1005\":\"f43c3575-1d37-4293-8f99-482ac45f1491\"},\"root_ids\":[\"p1005\"]}];\n",
        "  var docs = Object.values(docs_json)\n",
        "  if (!docs) {\n",
        "    return\n",
@@ -1372,6 +1372,14 @@
     "    aggregator=reductions.mode(),  # Datashader selects mode value, requires 'hv.Image'\n",
     ").options(opts.Image(**options))"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "1037ff39-3e61-4d8c-896b-9e0825b3ba29",
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {
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GIT binary patch
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diff --git a/backup_model_train/model_new.joblib b/backup_model_train/model_new.joblib
new file mode 100644
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diff --git a/backup_model_train/model_odc.joblib b/backup_model_train/model_odc.joblib
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HcmV?d00001

diff --git a/new_import_ODC.py b/new_import_ODC.py
index 46d77bd..0845f48 100644
--- a/new_import_ODC.py
+++ b/new_import_ODC.py
@@ -328,7 +328,7 @@ def save_result(result, HT_MAP):
 def load_data_sen1(dc, date_range, coordinates):
     longtitude_range, latitude_range = coordinates
     data_sen1 = dc.load(
-        product="sentinel1_grd_gamma0_20m",
+        product="sentinel1_grd_gamma0_10m",
         x=longtitude_range,
         y=latitude_range,
         time=date_range,