{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "a1a2f9ae",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import datetime as dt\n",
    "import os\n",
    "\n",
    "from mpl_toolkits.basemap import Basemap\n",
    "from scipy.interpolate import griddata\n",
    "from matplotlib.patches import Polygon"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "93b08190",
   "metadata": {},
   "source": [
    "# 解析網格資料"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "db151642",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['T1_2droughtindex_1998_2026.ctl', 'T1_2droughtindex_1998_2026.gr']"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#檔案路徑\n",
    "path = 'data/TaiSA_cg_droughtindex_202603'\n",
    "\n",
    "files = os.listdir(path)\n",
    "files"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "baeddb85",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<xarray.Dataset> Size: 3GB\n",
      "Dimensions:  (time: 348, lev: 6, lat: 480, lon: 371)\n",
      "Coordinates:\n",
      "  * time     (time) datetime64[ns] 3kB 1998-01-01 1998-02-01 ... 2026-12-01\n",
      "  * lev      (lev) float32 24B 1.0 2.0 3.0 4.0 5.0 6.0\n",
      "  * lat      (lat) float32 2kB 21.5 21.51 21.52 21.53 ... 25.46 25.47 25.48\n",
      "  * lon      (lon) float32 1kB 119.2 119.2 119.2 119.2 ... 122.3 122.3 122.3\n",
      "Data variables:\n",
      "    spi      (time, lev, lat, lon) float32 1GB dask.array<chunksize=(1, 1, 480, 371), meta=np.ndarray>\n",
      "    spei     (time, lev, lat, lon) float32 1GB dask.array<chunksize=(1, 1, 480, 371), meta=np.ndarray>\n",
      "Attributes:\n",
      "    comment:  SPI\n",
      "    storage:  99\n",
      "    title:    TW\n",
      "    undef:    -9999.0\n",
      "    pdef:     None\n"
     ]
    }
   ],
   "source": [
    "from xgrads import open_CtlDataset\n",
    "\n",
    "dset = open_CtlDataset(path + '/' + files[0])\n",
    "\n",
    "# print all the info in ctl file\n",
    "print(dset)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "23291e77",
   "metadata": {},
   "outputs": [
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;spi&#x27; (time: 348, lev: 6, lat: 480, lon: 371)&gt; Size: 1GB\n",
       "dask.array&lt;@miniufo_c1e9848f5ee63e305006767560580c9e, shape=(348, 6, 480, 371), dtype=float32, chunksize=(1, 1, 480, 371), chunktype=numpy.ndarray&gt;\n",
       "Coordinates:\n",
       "  * time     (time) datetime64[ns] 3kB 1998-01-01 1998-02-01 ... 2026-12-01\n",
       "  * lev      (lev) float32 24B 1.0 2.0 3.0 4.0 5.0 6.0\n",
       "  * lat      (lat) float32 2kB 21.5 21.51 21.52 21.53 ... 25.46 25.47 25.48\n",
       "  * lon      (lon) float32 1kB 119.2 119.2 119.2 119.2 ... 122.3 122.3 122.3\n",
       "Attributes:\n",
       "    comment:  SPI\n",
       "    storage:  99</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'>'spi'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 348</li><li><span class='xr-has-index'>lev</span>: 6</li><li><span class='xr-has-index'>lat</span>: 480</li><li><span class='xr-has-index'>lon</span>: 371</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-0859e639-ead2-4e78-aac6-4e1bf2266740' class='xr-array-in' type='checkbox' checked><label for='section-0859e639-ead2-4e78-aac6-4e1bf2266740' 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, 1, 480, 371), meta=np.ndarray&gt;</span></div><div class='xr-array-data'><table>\n",
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       "                        <th> Bytes </th>\n",
       "                        <td> 1.39 GiB </td>\n",
       "                        <td> 695.62 kiB </td>\n",
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       "                        <th> Dask graph </th>\n",
       "                        <td colspan=\"2\"> 2088 chunks in 1 graph layer </td>\n",
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       "  <line x1=\"78\" y1=\"0\" x2=\"78\" y2=\"25\" />\n",
       "  <line x1=\"81\" y1=\"0\" x2=\"81\" y2=\"25\" />\n",
       "  <line x1=\"84\" y1=\"0\" x2=\"84\" y2=\"25\" />\n",
       "  <line x1=\"87\" y1=\"0\" x2=\"87\" y2=\"25\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Colored Rectangle -->\n",
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       "\n",
       "  <!-- Text -->\n",
       "  <text x=\"43.500000\" y=\"45.412617\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >348</text>\n",
       "  <text x=\"107.000000\" y=\"12.706308\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(0,107.000000,12.706308)\">1</text>\n",
       "\n",
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       "\n",
       "  <!-- Vertical lines -->\n",
       "  <line x1=\"157\" y1=\"0\" x2=\"157\" y2=\"120\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"159\" y1=\"2\" x2=\"159\" y2=\"122\" />\n",
       "  <line x1=\"162\" y1=\"5\" x2=\"162\" y2=\"125\" />\n",
       "  <line x1=\"164\" y1=\"7\" x2=\"164\" y2=\"127\" />\n",
       "  <line x1=\"167\" y1=\"10\" x2=\"167\" y2=\"130\" />\n",
       "  <line x1=\"169\" y1=\"12\" x2=\"169\" y2=\"132\" />\n",
       "  <line x1=\"172\" y1=\"15\" x2=\"172\" y2=\"135\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Colored Rectangle -->\n",
       "  <polygon points=\"157.0,0.0 172.59572579981145,15.595725799811456 172.59572579981145,135.59572579981145 157.0,120.0\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
       "\n",
       "  <!-- Horizontal lines -->\n",
       "  <line x1=\"157\" y1=\"0\" x2=\"249\" y2=\"0\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"159\" y1=\"2\" x2=\"252\" y2=\"2\" />\n",
       "  <line x1=\"162\" y1=\"5\" x2=\"254\" y2=\"5\" />\n",
       "  <line x1=\"164\" y1=\"7\" x2=\"257\" y2=\"7\" />\n",
       "  <line x1=\"167\" y1=\"10\" x2=\"260\" y2=\"10\" />\n",
       "  <line x1=\"169\" y1=\"12\" x2=\"262\" y2=\"12\" />\n",
       "  <line x1=\"172\" y1=\"15\" x2=\"265\" y2=\"15\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Vertical lines -->\n",
       "  <line x1=\"157\" y1=\"0\" x2=\"172\" y2=\"15\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"249\" y1=\"0\" x2=\"265\" y2=\"15\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Colored Rectangle -->\n",
       "  <polygon points=\"157.0,0.0 249.75,0.0 265.3457257998115,15.595725799811456 172.59572579981145,15.595725799811456\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
       "\n",
       "  <!-- Horizontal lines -->\n",
       "  <line x1=\"172\" y1=\"15\" x2=\"265\" y2=\"15\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"172\" y1=\"135\" x2=\"265\" y2=\"135\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Vertical lines -->\n",
       "  <line x1=\"172\" y1=\"15\" x2=\"172\" y2=\"135\" style=\"stroke-width:2\" />\n",
       "  <line x1=\"265\" y1=\"15\" x2=\"265\" y2=\"135\" style=\"stroke-width:2\" />\n",
       "\n",
       "  <!-- Colored Rectangle -->\n",
       "  <polygon points=\"172.59572579981145,15.595725799811456 265.3457257998115,15.595725799811456 265.3457257998115,135.59572579981145 172.59572579981145,135.59572579981145\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
       "\n",
       "  <!-- Text -->\n",
       "  <text x=\"218.970726\" y=\"155.595726\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >371</text>\n",
       "  <text x=\"285.345726\" y=\"75.595726\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(-90,285.345726,75.595726)\">480</text>\n",
       "  <text x=\"154.797863\" y=\"147.797863\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(45,154.797863,147.797863)\">6</text>\n",
       "</svg>\n",
       "        </td>\n",
       "    </tr>\n",
       "</table></div></div></li><li class='xr-section-item'><input id='section-9e47f2f5-a7e4-49a5-9ff7-5d859b4ddf0f' class='xr-section-summary-in' type='checkbox'  checked><label for='section-9e47f2f5-a7e4-49a5-9ff7-5d859b4ddf0f' 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'>1998-01-01 ... 2026-12-01</div><input id='attrs-21c5e065-d35d-4872-a3b7-b0b10cc82bef' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-21c5e065-d35d-4872-a3b7-b0b10cc82bef' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3a4a16ee-3106-45d5-a60a-d13d7a5b4c5e' class='xr-var-data-in' type='checkbox'><label for='data-3a4a16ee-3106-45d5-a60a-d13d7a5b4c5e' 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'><pre>array([&#x27;1998-01-01T00:00:00.000000000&#x27;, &#x27;1998-02-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;1998-03-01T00:00:00.000000000&#x27;, ..., &#x27;2026-10-01T00:00:00.000000000&#x27;,\n",
       "       &#x27;2026-11-01T00:00:00.000000000&#x27;, &#x27;2026-12-01T00:00:00.000000000&#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'>lev</span></div><div class='xr-var-dims'>(lev)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>1.0 2.0 3.0 4.0 5.0 6.0</div><input id='attrs-93a2b7d5-729a-4836-8db1-574e983b7ed1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-93a2b7d5-729a-4836-8db1-574e983b7ed1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-018a9e55-b8cc-4928-a953-69a93fe93db8' class='xr-var-data-in' type='checkbox'><label for='data-018a9e55-b8cc-4928-a953-69a93fe93db8' 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'><pre>array([1., 2., 3., 4., 5., 6.], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>21.5 21.51 21.52 ... 25.47 25.48</div><input id='attrs-c4295175-194b-4b62-9091-78400132d006' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c4295175-194b-4b62-9091-78400132d006' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-47325c8c-f2a5-43f0-8f18-15cd634881f1' class='xr-var-data-in' type='checkbox'><label for='data-47325c8c-f2a5-43f0-8f18-15cd634881f1' 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'><pre>array([21.50417, 21.51247, 21.52077, ..., 25.46327, 25.47157, 25.47987],\n",
       "      dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>119.2 119.2 119.2 ... 122.3 122.3</div><input id='attrs-035351e6-482d-47b7-971e-e2c5ca109be3' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-035351e6-482d-47b7-971e-e2c5ca109be3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-82e5e23e-a2b7-4c2e-8220-6b5a2515380d' class='xr-var-data-in' type='checkbox'><label for='data-82e5e23e-a2b7-4c2e-8220-6b5a2515380d' 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'><pre>array([119.2042, 119.2125, 119.2208, ..., 122.2586, 122.2669, 122.2752],\n",
       "      dtype=float32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-574471ce-f71f-4356-b7df-48f3af85f1b9' class='xr-section-summary-in' type='checkbox'  ><label for='section-574471ce-f71f-4356-b7df-48f3af85f1b9' class='xr-section-summary' >Indexes: <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-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-18dc580f-2fe0-42e8-b99d-2998f86deb7d' class='xr-index-data-in' type='checkbox'/><label for='index-18dc580f-2fe0-42e8-b99d-2998f86deb7d' 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;1998-01-01&#x27;, &#x27;1998-02-01&#x27;, &#x27;1998-03-01&#x27;, &#x27;1998-04-01&#x27;,\n",
       "               &#x27;1998-05-01&#x27;, &#x27;1998-06-01&#x27;, &#x27;1998-07-01&#x27;, &#x27;1998-08-01&#x27;,\n",
       "               &#x27;1998-09-01&#x27;, &#x27;1998-10-01&#x27;,\n",
       "               ...\n",
       "               &#x27;2026-03-01&#x27;, &#x27;2026-04-01&#x27;, &#x27;2026-05-01&#x27;, &#x27;2026-06-01&#x27;,\n",
       "               &#x27;2026-07-01&#x27;, &#x27;2026-08-01&#x27;, &#x27;2026-09-01&#x27;, &#x27;2026-10-01&#x27;,\n",
       "               &#x27;2026-11-01&#x27;, &#x27;2026-12-01&#x27;],\n",
       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=348, freq=None))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lev</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-5111a074-5280-4625-84c0-e43711606cf6' class='xr-index-data-in' type='checkbox'/><label for='index-5111a074-5280-4625-84c0-e43711606cf6' 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([1.0, 2.0, 3.0, 4.0, 5.0, 6.0], dtype=&#x27;float32&#x27;, name=&#x27;lev&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lat</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-1b054c76-09ed-4c95-bdeb-e09bc6934ded' class='xr-index-data-in' type='checkbox'/><label for='index-1b054c76-09ed-4c95-bdeb-e09bc6934ded' 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([21.504169464111328, 21.512470245361328, 21.520769119262695,\n",
       "       21.529069900512695, 21.537370681762695, 21.545669555664062,\n",
       "       21.553970336914062,  21.56226921081543,  21.57056999206543,\n",
       "        21.57887077331543,\n",
       "       ...\n",
       "       25.405170440673828, 25.413469314575195, 25.421770095825195,\n",
       "       25.430070877075195, 25.438369750976562, 25.446670532226562,\n",
       "        25.45496940612793,  25.46327018737793, 25.471569061279297,\n",
       "       25.479869842529297],\n",
       "      dtype=&#x27;float32&#x27;, name=&#x27;lat&#x27;, length=480))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lon</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-26b8a1f2-967d-4502-a3df-cc89a13fdd46' class='xr-index-data-in' type='checkbox'/><label for='index-26b8a1f2-967d-4502-a3df-cc89a13fdd46' 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([ 119.2042007446289,  119.2125015258789,  119.2208023071289,\n",
       "        119.2291030883789, 119.23739624023438, 119.24569702148438,\n",
       "       119.25399780273438, 119.26229858398438, 119.27059936523438,\n",
       "       119.27890014648438,\n",
       "       ...\n",
       "       122.20050048828125, 122.20880126953125, 122.21710205078125,\n",
       "       122.22540283203125, 122.23370361328125, 122.24199676513672,\n",
       "       122.25029754638672, 122.25859832763672, 122.26689910888672,\n",
       "       122.27519989013672],\n",
       "      dtype=&#x27;float32&#x27;, name=&#x27;lon&#x27;, length=371))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-4ba4b8d0-b2e3-4265-a3c8-d714268f2153' class='xr-section-summary-in' type='checkbox'  checked><label for='section-4ba4b8d0-b2e3-4265-a3c8-d714268f2153' 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>comment :</span></dt><dd>SPI</dd><dt><span>storage :</span></dt><dd>99</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray 'spi' (time: 348, lev: 6, lat: 480, lon: 371)> Size: 1GB\n",
       "dask.array<@miniufo_c1e9848f5ee63e305006767560580c9e, shape=(348, 6, 480, 371), dtype=float32, chunksize=(1, 1, 480, 371), chunktype=numpy.ndarray>\n",
       "Coordinates:\n",
       "  * time     (time) datetime64[ns] 3kB 1998-01-01 1998-02-01 ... 2026-12-01\n",
       "  * lev      (lev) float32 24B 1.0 2.0 3.0 4.0 5.0 6.0\n",
       "  * lat      (lat) float32 2kB 21.5 21.51 21.52 21.53 ... 25.46 25.47 25.48\n",
       "  * lon      (lon) float32 1kB 119.2 119.2 119.2 119.2 ... 122.3 122.3 122.3\n",
       "Attributes:\n",
       "    comment:  SPI\n",
       "    storage:  99"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dset['spi']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "4ce63489",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(348, 6, 480, 371)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dset['spi'].values.shape  # 資料時間 x SPI種類 x 緯度 x 經度"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "62cff9cb",
   "metadata": {},
   "outputs": [],
   "source": [
    "time = dset['spi']['time'].to_numpy()\n",
    "lat = dset['spi']['lat'].to_numpy()\n",
    "lon = dset['spi']['lon'].to_numpy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "d758a515",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x2c5b9b312b0>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "arr = dset['spi'].values[0][0]\n",
    "plt.imshow(np.flip(arr, axis=0))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "2b8c72ec",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-9999., -9999., -9999., ..., -9999., -9999., -9999.], dtype=float32)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "t = -11\n",
    "arr = dset['spi'].values[t]\n",
    "arr.flatten()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "2b84aabc",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 輸出網格SPI資料到CSV檔案\n",
    "lst = []\n",
    "\n",
    "for t in [-11,-12,-13,-14,-15]:\n",
    "    arr = dset['spi'].values[t]\n",
    "    spi_df = pd.DataFrame({'SPI1': arr[0].flatten(), 'SPI3': arr[1].flatten(), 'SPI6': arr[2].flatten(), 'SPI12': arr[4].flatten()})\n",
    "    spi_df.to_csv(f'spi_grid_data_{pd.to_datetime(time[t]).strftime(\"%Y%m%d\")}.csv')\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b7020f85",
   "metadata": {},
   "source": [
    "# 視覺化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "b543e02e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2026-03-01T00:00:00.000000000\n"
     ]
    }
   ],
   "source": [
    "# 資料時間index\n",
    "t = -10\n",
    "\n",
    "arr = dset['spi'].values[t]\n",
    "print(time[t])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "789a85ae",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-2.7297223 4.037045\n"
     ]
    }
   ],
   "source": [
    "arr = np.where(arr==-9999, np.nan, arr)\n",
    "print(np.nanmin(arr), np.nanmax(arr))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "7e61db28",
   "metadata": {},
   "outputs": [],
   "source": [
    "x, y  = np.meshgrid(lon, lat)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "58ab63b5",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 輸出經緯度資料到CSV檔案\n",
    "#df = pd.DataFrame({'lon': x.flatten(), 'lat': y.flatten()})\n",
    "#df.to_csv('lon_lat.csv', index=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "0b566033",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1300x900 with 7 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "spi = ['SPI1','SPI3','SPI6','SPI9','SPI12','SPI24']\n",
    "\n",
    "fig, axes = plt.subplots(2,3, figsize=(13,9))\n",
    "for i, ax in enumerate(axes.flat):\n",
    "    #im = ax.imshow(np.flip(arr[i], axis=0), vmin=-4, vmax=4, cmap='RdBu')    #網格圖\n",
    "    interval = 1   #設定等高線區間長度\n",
    "    im = ax.contourf(x, y, arr[i], vmin=-4, vmax=4, cmap='RdBu', levels=np.arange(-4, 4.1, interval))       #等高線圖(有經緯度)\n",
    "    \n",
    "    ax.set_title(spi[i])\n",
    "\n",
    "fig.suptitle(f'1km_grd_SPI_{str(time[t])[:10]}', fontsize=16, x=0.47)  # x,y:字的位置，左下為(0,0)，右上為(1,1)\n",
    "\n",
    "# Tight layout often produces nice results\n",
    "# but requires the title to be spaced accordingly\n",
    "fig.tight_layout()  # 給子圖之間適當距離；rect() 代表要針對每張子圖的上、下、左或右提供多少單位的間距，\n",
    "#fig.subplots_adjust(top=0.89)\n",
    "\n",
    "fig.colorbar(im, ax=axes.ravel().tolist(), shrink=0.75)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "6878fca8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "warning: width and height keywords ignored for Cylindrical Equidistant projectionwarning: width and height keywords ignored for Cylindrical Equidistant projectionwarning: width and height keywords ignored for Cylindrical Equidistant projectionwarning: width and height keywords ignored for Cylindrical Equidistant projectionwarning: width and height keywords ignored for Cylindrical Equidistant projectionwarning: width and height keywords ignored for Cylindrical Equidistant projection"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1400x900 with 7 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(2,3, figsize=(14,9))\n",
    "\n",
    "for i, ax in enumerate(axes.flat):\n",
    "    m = Basemap(ax=ax, width=100000, height=100000, projection='cyl', resolution='h',\n",
    "            llcrnrlon=min(lon), llcrnrlat=min(lat), urcrnrlon=max(lon), urcrnrlat=max(lat))\n",
    "    cs = m.contourf(x, y, arr[i], vmin=-4, vmax=4, cmap='RdBu', levels=np.arange(-4, 4.1, 1), latlon=True)\n",
    "\n",
    "    # 將陸地以外的資料蓋掉\n",
    "    #ax1 = plt.gca()   #get current axis\n",
    "    m.readshapefile('shp/TAIWAN_MASK','TAIWAN_MASK',drawbounds=False)\n",
    "    #for nshape, seg in enumerate(m.TAIWAN_MASK):\n",
    "    #    poly = Polygon(seg, facecolor='white',edgecolor='white',linewidth=0.8)\n",
    "    #    ax.add_patch(poly)\n",
    "    #m.readshapefile('shp/TWN_TOWN','TWN_TOWN',linewidth=0.3, color='#aaaaaa')# 疊加鄉鎮shpefile\n",
    "    m.readshapefile('shp/TWN_CITY','TWN_CITY',linewidth=0.3, color=\"#413f3f\" )# 疊加縣市shpefile\n",
    "    \n",
    "    ax.set_title(spi[i])\n",
    "    ax.set_xticks(np.arange(round(min(lon),0), round(max(lon),1), 0.5))\n",
    "    ax.set_yticks(np.arange(round(min(lat),1), round(max(lat),1), 0.5))\n",
    "    \n",
    "fig.suptitle(f'1km_grd_SPI_{str(time[t])[:10]}', fontsize=16, x=0.47)  # x,y:字的位置，左下為(0,0)，右上為(1,1)\n",
    "\n",
    "# Tight layout often produces nice results\n",
    "# but requires the title to be spaced accordingly\n",
    "fig.tight_layout()  # 給子圖之間適當距離；rect() 代表要針對每張子圖的上、下、左或右提供多少單位的間距，\n",
    "#fig.subplots_adjust(top=0.89)\n",
    "\n",
    "fig.colorbar(cs, ax=axes.ravel().tolist(), shrink=0.75)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4409203d",
   "metadata": {},
   "source": [
    "# 統計"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "084aee3c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>統計分類</th>\n",
       "      <th>編號</th>\n",
       "      <th>名稱</th>\n",
       "      <th>index</th>\n",
       "      <th>lon</th>\n",
       "      <th>lat</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>水庫集水區</td>\n",
       "      <td>R30501</td>\n",
       "      <td>烏山頭水庫</td>\n",
       "      <td>75086</td>\n",
       "      <td>120.3994</td>\n",
       "      <td>23.18077</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>水庫集水區</td>\n",
       "      <td>R30501</td>\n",
       "      <td>烏山頭水庫</td>\n",
       "      <td>75087</td>\n",
       "      <td>120.4077</td>\n",
       "      <td>23.18077</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>水庫集水區</td>\n",
       "      <td>R30501</td>\n",
       "      <td>烏山頭水庫</td>\n",
       "      <td>75088</td>\n",
       "      <td>120.4160</td>\n",
       "      <td>23.18077</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>水庫集水區</td>\n",
       "      <td>R30501</td>\n",
       "      <td>烏山頭水庫</td>\n",
       "      <td>75455</td>\n",
       "      <td>120.3828</td>\n",
       "      <td>23.18907</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>水庫集水區</td>\n",
       "      <td>R30501</td>\n",
       "      <td>烏山頭水庫</td>\n",
       "      <td>75456</td>\n",
       "      <td>120.3911</td>\n",
       "      <td>23.18907</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57912</th>\n",
       "      <td>水利小組</td>\n",
       "      <td>I0200209</td>\n",
       "      <td>成渠中圳小組</td>\n",
       "      <td>169086</td>\n",
       "      <td>121.5365</td>\n",
       "      <td>25.28067</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57913</th>\n",
       "      <td>水利小組</td>\n",
       "      <td>I0200211</td>\n",
       "      <td>四合興小組</td>\n",
       "      <td>169087</td>\n",
       "      <td>121.5448</td>\n",
       "      <td>25.28067</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57914</th>\n",
       "      <td>水利小組</td>\n",
       "      <td>I0200214</td>\n",
       "      <td>涵源小組</td>\n",
       "      <td>169089</td>\n",
       "      <td>121.5614</td>\n",
       "      <td>25.28067</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57915</th>\n",
       "      <td>水利小組</td>\n",
       "      <td>I0200215</td>\n",
       "      <td>金泉吉小組</td>\n",
       "      <td>169091</td>\n",
       "      <td>121.5780</td>\n",
       "      <td>25.28067</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57916</th>\n",
       "      <td>水利小組</td>\n",
       "      <td>I0200209</td>\n",
       "      <td>成渠中圳小組</td>\n",
       "      <td>169457</td>\n",
       "      <td>121.5365</td>\n",
       "      <td>25.28897</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>57917 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        統計分類        編號      名稱   index       lon       lat\n",
       "0      水庫集水區    R30501   烏山頭水庫   75086  120.3994  23.18077\n",
       "1      水庫集水區    R30501   烏山頭水庫   75087  120.4077  23.18077\n",
       "2      水庫集水區    R30501   烏山頭水庫   75088  120.4160  23.18077\n",
       "3      水庫集水區    R30501   烏山頭水庫   75455  120.3828  23.18907\n",
       "4      水庫集水區    R30501   烏山頭水庫   75456  120.3911  23.18907\n",
       "...      ...       ...     ...     ...       ...       ...\n",
       "57912   水利小組  I0200209  成渠中圳小組  169086  121.5365  25.28067\n",
       "57913   水利小組  I0200211   四合興小組  169087  121.5448  25.28067\n",
       "57914   水利小組  I0200214    涵源小組  169089  121.5614  25.28067\n",
       "57915   水利小組  I0200215   金泉吉小組  169091  121.5780  25.28067\n",
       "57916   水利小組  I0200209  成渠中圳小組  169457  121.5365  25.28897\n",
       "\n",
       "[57917 rows x 6 columns]"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "grid_map = pd.read_excel('鄉鎮市區、水利小組、水庫集水區網格對照表.xlsx', )\n",
    "grid_map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8d346e93",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n",
      "C:\\Users\\johnnychan\\AppData\\Local\\Temp\\ipykernel_2264\\1679443306.py:24: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  result = grid_map.groupby(['編號', f'{spi}_bin']).size().reset_index(name='count')\n"
     ]
    }
   ],
   "source": [
    "table_lst = []\n",
    "bins = np.concatenate(([-np.inf], np.arange(-2, 2.5, 0.5), [np.inf]))    # 設定邊界\n",
    "labels = ['<-2', '-2~-1.5', '-1.5~-1', '-1~-0.5', '-0.5~0', '0~0.5', '0.5~1', '1~1.5', '1.5~2', '>2']\n",
    "\n",
    "for t in range(len(time[:-10])):\n",
    "    arr = dset['spi'].values[t]\n",
    "\n",
    "    SPIn = ['SPI01', 'SPI03', 'SPI06', 'SPI12']\n",
    "    spi_index = [0, 1, 2, 4]\n",
    "\n",
    "    for i, spi in enumerate(SPIn):\n",
    "        spi_data = arr[spi_index[i]].flatten()  #取出對應SPI種類的資料並展平為一維陣列\n",
    "        spi_data = np.where(spi_data==-9999, np.nan, spi_data)      #將-9999替換為NaN\n",
    "        grid_map[spi] = grid_map['index'].apply(lambda i: spi_data[i])  #根據網格index對應SPI數值\n",
    "\n",
    "\n",
    "    # 根據SPI值將其分到對應的bin中，並將bin的標籤添加到新的列中\n",
    "    #for spi in SPIn:\n",
    "        grid_map[f'{spi}_bin'] = pd.cut(grid_map[spi], bins=bins, labels=labels)  \n",
    "\n",
    "    \n",
    "    # 統計每個編號在不同bin中的數量，並將結果轉換為DataFrame\n",
    "    #for spi in SPIn:\n",
    "        result = grid_map.groupby(['Boundary_No', f'{spi}_bin']).size().reset_index(name='count')\n",
    "        table = result.pivot(index=['Boundary_No'], columns=f'{spi}_bin', values='count').fillna(0).reset_index()\n",
    "        \n",
    "        table['SPI_type'] = spi\n",
    "        table['DataTime'] = time[t]\n",
    "\n",
    "        table = table[['Boundary_No', 'DataTime', 'SPI_type'] + labels]\n",
    "        table_lst.append(table)\n",
    "\n",
    "\n",
    "result_table = pd.concat(table_lst, ignore_index=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "40c8d66d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>編號</th>\n",
       "      <th>time</th>\n",
       "      <th>SPI_type</th>\n",
       "      <th>&lt;-2</th>\n",
       "      <th>-2~-1.5</th>\n",
       "      <th>-1.5~-1</th>\n",
       "      <th>-1~-0.5</th>\n",
       "      <th>-0.5~0</th>\n",
       "      <th>0~0.5</th>\n",
       "      <th>0.5~1</th>\n",
       "      <th>1~1.5</th>\n",
       "      <th>1.5~2</th>\n",
       "      <th>&gt;2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>A01</td>\n",
       "      <td>1998-01-01</td>\n",
       "      <td>SPI01</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>A02</td>\n",
       "      <td>1998-01-01</td>\n",
       "      <td>SPI01</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>A03</td>\n",
       "      <td>1998-01-01</td>\n",
       "      <td>SPI01</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>A05</td>\n",
       "      <td>1998-01-01</td>\n",
       "      <td>SPI01</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>A09</td>\n",
       "      <td>1998-01-01</td>\n",
       "      <td>SPI01</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4871251</th>\n",
       "      <td>X02</td>\n",
       "      <td>2026-02-01</td>\n",
       "      <td>SPI12</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>27</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4871252</th>\n",
       "      <td>X03</td>\n",
       "      <td>2026-02-01</td>\n",
       "      <td>SPI12</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4871253</th>\n",
       "      <td>X04</td>\n",
       "      <td>2026-02-01</td>\n",
       "      <td>SPI12</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4871254</th>\n",
       "      <td>X05</td>\n",
       "      <td>2026-02-01</td>\n",
       "      <td>SPI12</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4871255</th>\n",
       "      <td>X06</td>\n",
       "      <td>2026-02-01</td>\n",
       "      <td>SPI12</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4871256 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          編號       time SPI_type  <-2  -2~-1.5  -1.5~-1  -1~-0.5  -0.5~0  \\\n",
       "0        A01 1998-01-01    SPI01    0        0        0        0       0   \n",
       "1        A02 1998-01-01    SPI01    0        0        0        0       0   \n",
       "2        A03 1998-01-01    SPI01    0        0        0        0       0   \n",
       "3        A05 1998-01-01    SPI01    0        0        0        0       0   \n",
       "4        A09 1998-01-01    SPI01    0        0        0        0       0   \n",
       "...      ...        ...      ...  ...      ...      ...      ...     ...   \n",
       "4871251  X02 2026-02-01    SPI12    0        0        0       27       0   \n",
       "4871252  X03 2026-02-01    SPI12    0        0        0        8       1   \n",
       "4871253  X04 2026-02-01    SPI12    0        0        0        8       2   \n",
       "4871254  X05 2026-02-01    SPI12    0        0        0        0       6   \n",
       "4871255  X06 2026-02-01    SPI12    0        0        0        0       0   \n",
       "\n",
       "         0~0.5  0.5~1  1~1.5  1.5~2  >2  \n",
       "0            0     10      2      0   0  \n",
       "1            0     15      0      0   0  \n",
       "2            0      8      0      0   0  \n",
       "3            0     11      0      0   0  \n",
       "4            0      2      3      0   0  \n",
       "...        ...    ...    ...    ...  ..  \n",
       "4871251      0      0      0      0   0  \n",
       "4871252      0      0      0      0   0  \n",
       "4871253      0      0      0      0   0  \n",
       "4871254      0      0      0      0   0  \n",
       "4871255      0      7      0      0   0  \n",
       "\n",
       "[4871256 rows x 13 columns]"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result_table"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "6c1ee681",
   "metadata": {},
   "outputs": [],
   "source": [
    "result_table.to_csv('SPI_網格統計_19980101_20260301.csv', index=False)"
   ]
  }
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