diff --git a/01.train.ipynb b/01.train.ipynb
index 978b603..12b3783 100644
--- a/01.train.ipynb
+++ b/01.train.ipynb
@@ -1124,7 +1124,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "CPU times: user 13.3 s, sys: 4.03 s, total: 17.3 s\n",
+      "CPU times: user 13.1 s, sys: 4.1 s, total: 17.2 s\n",
       "Wall time: 10.8 s\n"
      ]
     }
@@ -1147,9 +1147,9 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "An existing cluster was found. Connecting to: easihub.cf05c60421234d268732c4300db92b66\n",
-      "CPU times: user 743 ms, sys: 36.7 ms, total: 779 ms\n",
-      "Wall time: 1.02 s\n"
+      "Starting new cluster.\n",
+      "CPU times: user 773 ms, sys: 29.2 ms, total: 802 ms\n",
+      "Wall time: 3min 42s\n"
      ]
     },
     {
@@ -1159,7 +1159,7 @@
        "    <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-6fb1878b-795f-11ef-815a-364589e8acb6</p>\n",
+       "        <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-84ab3ba7-799f-11ef-8101-76f6cbf5340c</p>\n",
        "        <table style=\"width: 100%; text-align: left;\">\n",
        "\n",
        "        <tr>\n",
@@ -1172,7 +1172,7 @@
        "        \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.cf05c60421234d268732c4300db92b66/status\" target=\"_blank\">https://hub.asia.easi-eo.solutions/services/dask-gateway/clusters/easihub.cf05c60421234d268732c4300db92b66/status</a>\n",
+       "                    <strong>Dashboard: </strong> <a href=\"https://hub.asia.easi-eo.solutions/services/dask-gateway/clusters/easihub.cf81fb3a368c4953a1c790485ee9699f/status\" target=\"_blank\">https://hub.asia.easi-eo.solutions/services/dask-gateway/clusters/easihub.cf81fb3a368c4953a1c790485ee9699f/status</a>\n",
        "                </td>\n",
        "                <td style=\"text-align: left;\"></td>\n",
        "            </tr>\n",
@@ -1181,7 +1181,7 @@
        "        </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.cf05c60421234d268732c4300db92b66/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.cf81fb3a368c4953a1c790485ee9699f/status\" }'>\n",
        "                Launch dashboard in JupyterLab\n",
        "            </button>\n",
        "        \n",
@@ -1192,8 +1192,8 @@
        "            <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.cf05c60421234d268732c4300db92b66\n",
-       "    <li><b>Dashboard: </b><a href='https://hub.asia.easi-eo.solutions/services/dask-gateway/clusters/easihub.cf05c60421234d268732c4300db92b66/status' target='_blank'>https://hub.asia.easi-eo.solutions/services/dask-gateway/clusters/easihub.cf05c60421234d268732c4300db92b66/status</a>\n",
+       "    <li><b>Name: </b>easihub.cf81fb3a368c4953a1c790485ee9699f\n",
+       "    <li><b>Dashboard: </b><a href='https://hub.asia.easi-eo.solutions/services/dask-gateway/clusters/easihub.cf81fb3a368c4953a1c790485ee9699f/status' target='_blank'>https://hub.asia.easi-eo.solutions/services/dask-gateway/clusters/easihub.cf81fb3a368c4953a1c790485ee9699f/status</a>\n",
        "  </ul>\n",
        "</div>\n",
        "\n",
@@ -1204,7 +1204,7 @@
        "</div>"
       ],
       "text/plain": [
-       "<Client: 'tls://10.0.43.39:8786' processes=1 threads=8, memory=28.00 GiB>"
+       "<Client: 'tls://10.0.58.37:8786' processes=0 threads=0, memory=0 B>"
       ]
      },
      "execution_count": 2,
@@ -1648,7 +1648,7 @@
        "    scl          (time, y, x) uint8 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-c9b58861-e074-483e-a488-68cb3f306586' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-c9b58861-e074-483e-a488-68cb3f306586' 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-b76cadaf-af28-46af-a33b-996a6d7a98fd' class='xr-section-summary-in' type='checkbox'  checked><label for='section-b76cadaf-af28-46af-a33b-996a6d7a98fd' 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-ea1e89bd-96b0-4491-9aeb-8ede60190191' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ea1e89bd-96b0-4491-9aeb-8ede60190191' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7df7be0e-a66e-482b-b54e-e0ddc4f749be' class='xr-var-data-in' type='checkbox'><label for='data-7df7be0e-a66e-482b-b54e-e0ddc4f749be' 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-7c95ead3-9c5c-4619-b522-8c0c99bc37d5' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-7c95ead3-9c5c-4619-b522-8c0c99bc37d5' 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-ef4ff6b7-3839-4d0f-8500-196d763a9911' class='xr-section-summary-in' type='checkbox'  checked><label for='section-ef4ff6b7-3839-4d0f-8500-196d763a9911' 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-d67959d3-171e-4c25-99cf-f29b5e319b45' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d67959d3-171e-4c25-99cf-f29b5e319b45' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f5f73ea5-000d-40b9-b857-9c39ded96161' class='xr-var-data-in' type='checkbox'><label for='data-f5f73ea5-000d-40b9-b857-9c39ded96161' 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",
@@ -1723,7 +1723,7 @@
        "       &#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-78510454-eaa6-4557-a8cd-d38aa28317ff' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-78510454-eaa6-4557-a8cd-d38aa28317ff' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-81550394-3880-4f87-9a42-5da15ec23960' class='xr-var-data-in' type='checkbox'><label for='data-81550394-3880-4f87-9a42-5da15ec23960' 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-9b23472f-2b7d-42f9-9f4c-94699e227cb0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9b23472f-2b7d-42f9-9f4c-94699e227cb0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bb155c2e-e704-41e9-85ec-5650375db248' class='xr-var-data-in' type='checkbox'><label for='data-bb155c2e-e704-41e9-85ec-5650375db248' 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-d5e3126c-ef8b-4861-8589-7546107d9abd' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d5e3126c-ef8b-4861-8589-7546107d9abd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f664a5d7-b320-44c5-a67d-75f7e0a98d42' class='xr-var-data-in' type='checkbox'><label for='data-f664a5d7-b320-44c5-a67d-75f7e0a98d42' 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-f6fe6010-b8f1-4423-999a-01f36c682acd' class='xr-section-summary-in' type='checkbox'  checked><label for='section-f6fe6010-b8f1-4423-999a-01f36c682acd' 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-0fba555a-17f8-48f4-bb12-96fd513eade7' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0fba555a-17f8-48f4-bb12-96fd513eade7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a1042d3c-e573-4d9a-a4ab-2766559fe40e' class='xr-var-data-in' type='checkbox'><label for='data-a1042d3c-e573-4d9a-a4ab-2766559fe40e' 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-13250783-1eab-4ce1-bee4-6e3c6a7965e8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-13250783-1eab-4ce1-bee4-6e3c6a7965e8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d6e2a3a4-2531-4ac4-8ab8-3e0d85c6129f' class='xr-var-data-in' type='checkbox'><label for='data-d6e2a3a4-2531-4ac4-8ab8-3e0d85c6129f' 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-384ce9ef-79b2-4d80-8632-6aeafbd60fcc' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-384ce9ef-79b2-4d80-8632-6aeafbd60fcc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d311bce9-0102-46ec-86f3-108c37231cf7' class='xr-var-data-in' type='checkbox'><label for='data-d311bce9-0102-46ec-86f3-108c37231cf7' 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-8365e3d4-0acc-444f-bc2e-a45a891a797d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8365e3d4-0acc-444f-bc2e-a45a891a797d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-90f976cc-9226-4180-9af0-fca4b2d2ce60' class='xr-var-data-in' type='checkbox'><label for='data-90f976cc-9226-4180-9af0-fca4b2d2ce60' 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-2f27ec7e-08d0-49e5-9a5a-1f94fdd4de4b' class='xr-section-summary-in' type='checkbox'  checked><label for='section-2f27ec7e-08d0-49e5-9a5a-1f94fdd4de4b' 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-a0d11f79-6cad-42d5-8f84-f99532497b71' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-a0d11f79-6cad-42d5-8f84-f99532497b71' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bacad998-6d85-4204-b4db-a9f08a59ab09' class='xr-var-data-in' type='checkbox'><label for='data-bacad998-6d85-4204-b4db-a9f08a59ab09' 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",
@@ -1853,7 +1853,7 @@
        "</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-fa5c36c4-1d82-4e23-9706-8a5d623bf282' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-fa5c36c4-1d82-4e23-9706-8a5d623bf282' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cf116eb7-982c-4c29-acdc-1eed31de44c9' class='xr-var-data-in' type='checkbox'><label for='data-cf116eb7-982c-4c29-acdc-1eed31de44c9' 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-cf74a4fb-2071-457b-80e8-b890373111d0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-cf74a4fb-2071-457b-80e8-b890373111d0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9ea9449e-b8d0-4832-ae77-380b9a5c74aa' class='xr-var-data-in' type='checkbox'><label for='data-9ea9449e-b8d0-4832-ae77-380b9a5c74aa' 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",
@@ -1983,7 +1983,7 @@
        "</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-8d33189d-914e-4036-8442-d3b6c2374ba8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8d33189d-914e-4036-8442-d3b6c2374ba8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-59f76147-2c5b-4461-b295-a7d62fcc0922' class='xr-var-data-in' type='checkbox'><label for='data-59f76147-2c5b-4461-b295-a7d62fcc0922' 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-8229b104-8f58-45ca-90a0-1f5ae3b76b0d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8229b104-8f58-45ca-90a0-1f5ae3b76b0d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9c1d66bd-a4ac-4215-9fc0-ff7b82eb7002' class='xr-var-data-in' type='checkbox'><label for='data-9c1d66bd-a4ac-4215-9fc0-ff7b82eb7002' 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",
@@ -2113,7 +2113,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-25a351ae-4b3c-4676-90a0-4c56f0486ec8' class='xr-section-summary-in' type='checkbox'  ><label for='section-25a351ae-4b3c-4676-90a0-4c56f0486ec8' 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-548b2df6-d30a-4ede-bf94-f153a0f39136' class='xr-index-data-in' type='checkbox'/><label for='index-548b2df6-d30a-4ede-bf94-f153a0f39136' 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-c6b525a2-1a92-4d4c-9a97-77537c65cf05' class='xr-section-summary-in' type='checkbox'  ><label for='section-c6b525a2-1a92-4d4c-9a97-77537c65cf05' 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-41de7ded-4063-4995-b8ea-3c73d0906848' class='xr-index-data-in' type='checkbox'/><label for='index-41de7ded-4063-4995-b8ea-3c73d0906848' 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",
@@ -2124,17 +2124,17 @@
        "               &#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-df478b82-2aaa-41bf-aef0-c178b67d497b' class='xr-index-data-in' type='checkbox'/><label for='index-df478b82-2aaa-41bf-aef0-c178b67d497b' 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(Index([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-d6cb2e62-cc01-410a-9074-4c7313b6d2a4' class='xr-index-data-in' type='checkbox'/><label for='index-d6cb2e62-cc01-410a-9074-4c7313b6d2a4' 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(Index([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-9d52284b-8f90-494d-8348-5f6dd7e256cb' class='xr-index-data-in' type='checkbox'/><label for='index-9d52284b-8f90-494d-8348-5f6dd7e256cb' 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(Index([554795.0, 554805.0, 554815.0, 554825.0, 554835.0, 554845.0, 554855.0,\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-7c4655ef-89df-4111-8e42-d2d12e809907' class='xr-index-data-in' type='checkbox'/><label for='index-7c4655ef-89df-4111-8e42-d2d12e809907' 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(Index([554795.0, 554805.0, 554815.0, 554825.0, 554835.0, 554845.0, 554855.0,\n",
        "       554865.0, 554875.0, 554885.0,\n",
        "       ...\n",
        "       653715.0, 653725.0, 653735.0, 653745.0, 653755.0, 653765.0, 653775.0,\n",
        "       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-7fc1a432-101f-448b-821b-6d3a43210664' class='xr-section-summary-in' type='checkbox'  checked><label for='section-7fc1a432-101f-448b-821b-6d3a43210664' 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-d66b45f5-8fea-414d-9dfb-eb9e3d95d4d5' class='xr-section-summary-in' type='checkbox'  checked><label for='section-d66b45f5-8fea-414d-9dfb-eb9e3d95d4d5' 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>\n",
@@ -2247,14 +2247,14 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "CPU times: user 1.44 s, sys: 43.4 ms, total: 1.48 s\n",
-      "Wall time: 1.48 s\n"
+      "CPU times: user 1.15 s, sys: 27.1 ms, total: 1.18 s\n",
+      "Wall time: 1.18 s\n"
      ]
     },
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "e5bd6744d66b43899a13aeb9fc8fec27",
+       "model_id": "8050fd5aad42438a9c19eefc3c327bc7",
        "version_major": 2,
        "version_minor": 0
       },
@@ -2653,7 +2653,7 @@
        "  * time         (time) datetime64[ns] 2022-09-02T03:35:23.960000 ... 2023-09...\n",
        "  * y            (y) float64 1.106e+06 1.106e+06 ... 1.017e+06 1.017e+06\n",
        "  * x            (x) float64 5.548e+05 5.548e+05 ... 6.538e+05 6.538e+05\n",
-       "    spatial_ref  int32 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-469e676f-05e6-4e14-9f68-d06820ff33d0' class='xr-array-in' type='checkbox' checked><label for='section-469e676f-05e6-4e14-9f68-d06820ff33d0' 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 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-9590befc-5ea6-400b-ae16-2f3f1435def9' class='xr-array-in' type='checkbox' checked><label for='section-9590befc-5ea6-400b-ae16-2f3f1435def9' 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",
@@ -2783,7 +2783,7 @@
        "</svg>\n",
        "        </td>\n",
        "    </tr>\n",
-       "</table></div></div></li><li class='xr-section-item'><input id='section-7e3aeaaf-6234-4be0-a6a2-ac7d0735d60f' class='xr-section-summary-in' type='checkbox'  checked><label for='section-7e3aeaaf-6234-4be0-a6a2-ac7d0735d60f' 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-2610e2ff-54a1-47f2-9aba-33fe50a9bd04' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2610e2ff-54a1-47f2-9aba-33fe50a9bd04' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9982f2db-e8ee-489c-8346-8bd75e840124' class='xr-var-data-in' type='checkbox'><label for='data-9982f2db-e8ee-489c-8346-8bd75e840124' 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-2f2a7d88-b2ea-473d-b17a-1d2f586102ce' class='xr-section-summary-in' type='checkbox'  checked><label for='section-2f2a7d88-b2ea-473d-b17a-1d2f586102ce' 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-31ee6f97-ea32-408a-a380-a8cef3f5663c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-31ee6f97-ea32-408a-a380-a8cef3f5663c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-80b16f54-17ca-40be-b5d6-6222db113929' class='xr-var-data-in' type='checkbox'><label for='data-80b16f54-17ca-40be-b5d6-6222db113929' 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",
@@ -2858,7 +2858,7 @@
        "       &#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-cdeeb818-8bc9-445d-9c03-a5fe25307e7e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-cdeeb818-8bc9-445d-9c03-a5fe25307e7e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-34b60989-ab8b-43c6-9b75-7a37a5f126dd' class='xr-var-data-in' type='checkbox'><label for='data-34b60989-ab8b-43c6-9b75-7a37a5f126dd' 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-4031347f-1310-4852-898e-00c610f33dec' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4031347f-1310-4852-898e-00c610f33dec' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6feefadf-15a0-49fb-a1ed-7ab516de2f1b' class='xr-var-data-in' type='checkbox'><label for='data-6feefadf-15a0-49fb-a1ed-7ab516de2f1b' 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-c22f2bab-2de7-443e-93bb-6e1a8d128ed1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c22f2bab-2de7-443e-93bb-6e1a8d128ed1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-eee783e7-cb78-4427-9d0d-9dbf9beca4c0' class='xr-var-data-in' type='checkbox'><label for='data-eee783e7-cb78-4427-9d0d-9dbf9beca4c0' 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-b2353f22-fe91-4234-b6d9-a426f7f36c92' class='xr-section-summary-in' type='checkbox'  ><label for='section-b2353f22-fe91-4234-b6d9-a426f7f36c92' 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-3c4e04e8-aadc-41ee-9656-c61dc447e28f' class='xr-index-data-in' type='checkbox'/><label for='index-3c4e04e8-aadc-41ee-9656-c61dc447e28f' 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-d3eb1e77-de34-4cd8-9636-80f6e9d54e06' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d3eb1e77-de34-4cd8-9636-80f6e9d54e06' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-45435ebc-7b9d-43e7-bf2f-406d5322fc66' class='xr-var-data-in' type='checkbox'><label for='data-45435ebc-7b9d-43e7-bf2f-406d5322fc66' 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-d574876e-1f23-4461-9efd-3646338b3e4b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d574876e-1f23-4461-9efd-3646338b3e4b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-39771dd9-edf8-447c-a6c6-3bc0e9833a6c' class='xr-var-data-in' type='checkbox'><label for='data-39771dd9-edf8-447c-a6c6-3bc0e9833a6c' 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-7fd09585-c4b4-4b47-b7b3-09084a1e3df6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7fd09585-c4b4-4b47-b7b3-09084a1e3df6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4e117c85-01d6-47d4-aa49-be2c0fc6da5d' class='xr-var-data-in' type='checkbox'><label for='data-4e117c85-01d6-47d4-aa49-be2c0fc6da5d' 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-9eddec95-f712-4dfc-bd0b-2dd04401fee3' class='xr-section-summary-in' type='checkbox'  ><label for='section-9eddec95-f712-4dfc-bd0b-2dd04401fee3' 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-6dd24971-9634-481f-8fdd-182c46012956' class='xr-index-data-in' type='checkbox'/><label for='index-6dd24971-9634-481f-8fdd-182c46012956' 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",
@@ -2869,17 +2869,17 @@
        "               &#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-4b4052b3-be0a-4477-a44d-fc74f517cc68' class='xr-index-data-in' type='checkbox'/><label for='index-4b4052b3-be0a-4477-a44d-fc74f517cc68' 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(Index([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-bc314fe3-1dcd-423e-b5b8-2c7eef46cb23' class='xr-index-data-in' type='checkbox'/><label for='index-bc314fe3-1dcd-423e-b5b8-2c7eef46cb23' 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(Index([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-f5bfd8c5-dc88-46e8-b45a-9405731c2e4f' class='xr-index-data-in' type='checkbox'/><label for='index-f5bfd8c5-dc88-46e8-b45a-9405731c2e4f' 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(Index([554795.0, 554805.0, 554815.0, 554825.0, 554835.0, 554845.0, 554855.0,\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-cfb0a3f5-b432-4898-bc63-6a9122f87385' class='xr-index-data-in' type='checkbox'/><label for='index-cfb0a3f5-b432-4898-bc63-6a9122f87385' 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(Index([554795.0, 554805.0, 554815.0, 554825.0, 554835.0, 554845.0, 554855.0,\n",
        "       554865.0, 554875.0, 554885.0,\n",
        "       ...\n",
        "       653715.0, 653725.0, 653735.0, 653745.0, 653755.0, 653765.0, 653775.0,\n",
        "       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-892dd280-5084-4d5f-9ea5-f068c5e39f49' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-892dd280-5084-4d5f-9ea5-f068c5e39f49' 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-e08b8481-8629-483b-95a2-8efd48638742' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-e08b8481-8629-483b-95a2-8efd48638742' 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)>\n",
@@ -2913,7 +2913,7 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.image.AxesImage at 0x7f8b7b7d2b90>"
+       "<matplotlib.image.AxesImage at 0x7fb6677ee2c0>"
       ]
      },
      "execution_count": 7,
@@ -2929,6 +2929,32 @@
      },
      "metadata": {},
      "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2024-09-23 11:39:28,893 - tornado.application - ERROR - Exception in callback functools.partial(<bound method IOLoop._discard_future_result of <tornado.platform.asyncio.AsyncIOMainLoop object at 0x7fb778db4880>>, <Task finished name='Task-141' coro=<MultiProgressBar.listen() done, defined at /env/lib/python3.10/site-packages/distributed/diagnostics/progressbar.py:281> exception=CommClosedError('in <TLS (closed)  local=tls://10.0.123.8:38058 remote=gateway://traefik-dask-gateway.easihub:80/easihub.cf81fb3a368c4953a1c790485ee9699f>: Stream is closed')>)\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/env/lib/python3.10/site-packages/distributed/comm/tcp.py\", line 224, in read\n",
+      "    frames_nbytes = await stream.read_bytes(fmt_size)\n",
+      "tornado.iostream.StreamClosedError: Stream is closed\n",
+      "\n",
+      "The above exception was the direct cause of the following exception:\n",
+      "\n",
+      "Traceback (most recent call last):\n",
+      "  File \"/env/lib/python3.10/site-packages/tornado/ioloop.py\", line 738, in _run_callback\n",
+      "    ret = callback()\n",
+      "  File \"/env/lib/python3.10/site-packages/tornado/ioloop.py\", line 762, in _discard_future_result\n",
+      "    future.result()\n",
+      "  File \"/env/lib/python3.10/site-packages/distributed/diagnostics/progressbar.py\", line 321, in listen\n",
+      "    response = await self.comm.read(\n",
+      "  File \"/env/lib/python3.10/site-packages/distributed/comm/tcp.py\", line 240, in read\n",
+      "    convert_stream_closed_error(self, e)\n",
+      "  File \"/env/lib/python3.10/site-packages/distributed/comm/tcp.py\", line 143, in convert_stream_closed_error\n",
+      "    raise CommClosedError(f\"in {obj}: {exc}\") from exc\n",
+      "distributed.comm.core.CommClosedError: in <TLS (closed)  local=tls://10.0.123.8:38058 remote=gateway://traefik-dask-gateway.easihub:80/easihub.cf81fb3a368c4953a1c790485ee9699f>: Stream is closed\n"
+     ]
     }
    ],
    "source": [
@@ -2947,7 +2973,7 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.image.AxesImage at 0x7f8b7a1cb9d0>"
+       "<matplotlib.image.AxesImage at 0x7fb665b03940>"
       ]
      },
      "execution_count": 8,
@@ -2991,8 +3017,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "CPU times: user 6.73 s, sys: 2.9 s, total: 9.63 s\n",
-      "Wall time: 1min 50s\n"
+      "CPU times: user 6.31 s, sys: 2.97 s, total: 9.28 s\n",
+      "Wall time: 2min 1s\n"
      ]
     }
    ],
@@ -3008,7 +3034,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 10,
    "id": "d2585562-88aa-4c7d-bf70-1f6affcf65d4",
    "metadata": {
     "tags": []
@@ -3018,8 +3044,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "download: s3://easi-asia-dc-data/staging/ctu/sentinel-1/vh-0922_0923-full_ST.tif to ./vh-0922_0923-full_ST.tif\n",
-      "download: s3://easi-asia-dc-data/staging/ctu/sentinel-1/vv-0922_0923-full_ST.tif to ./vv-0922_0923-full_ST.tif\n"
+      "CPU times: user 29.6 ms, sys: 0 ns, total: 29.6 ms\n",
+      "Wall time: 56 ms\n"
      ]
     },
     {
@@ -3028,21 +3054,7 @@
      "text": [
       "Warning 1: TIFFReadDirectory:Invalid data type for tag StripByteCounts\n",
       "Warning 1: TIFFFetchNormalTag:ASCII value for tag \"GeoASCIIParams\" contains null byte in value; value incorrectly truncated during reading due to implementation limitations\n",
-      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "CPU times: user 3.37 s, sys: 1.93 s, total: 5.3 s\n",
-      "Wall time: 2min 33s\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
+      "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n",
       "Warning 1: TIFFReadDirectory:Invalid data type for tag StripByteCounts\n",
       "Warning 1: TIFFFetchNormalTag:ASCII value for tag \"GeoASCIIParams\" contains null byte in value; value incorrectly truncated during reading due to implementation limitations\n",
       "Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.\n"
@@ -3068,7 +3080,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 11,
    "id": "aa56f7f4-c646-4097-b2de-a64f8ff92fd1",
    "metadata": {
     "tags": []
@@ -3101,7 +3113,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 12,
    "id": "2e955884-d4af-422d-a8e6-d436199540e0",
    "metadata": {
     "tags": []
@@ -3123,7 +3135,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 13,
    "id": "b2a1e42c-cf1b-4d82-a6af-b06e3496918f",
    "metadata": {
     "tags": []
@@ -3147,7 +3159,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 14,
    "id": "d4ade207-3df7-4eac-b592-6d6af9748748",
    "metadata": {
     "tags": []
@@ -3168,7 +3180,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 15,
    "id": "33dd516d-9824-499e-96b9-5cd9224c194c",
    "metadata": {
     "tags": []