資料分析範例/空氣品質指標.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 空氣品質指標(AQI)\n",
    "- 行政院環境保護署提供\n",
    "- https://data.gov.tw/dataset/89029"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>SiteName</th>\n",
       "      <th>County</th>\n",
       "      <th>AQI</th>\n",
       "      <th>Pollutant</th>\n",
       "      <th>Status</th>\n",
       "      <th>SO2</th>\n",
       "      <th>CO</th>\n",
       "      <th>CO_8hr</th>\n",
       "      <th>O3</th>\n",
       "      <th>O3_8hr</th>\n",
       "      <th>...</th>\n",
       "      <th>NO</th>\n",
       "      <th>WIND_SPEED</th>\n",
       "      <th>WIND_DIREC</th>\n",
       "      <th>PublishTime</th>\n",
       "      <th>PM2.5_AVG</th>\n",
       "      <th>PM10_AVG</th>\n",
       "      <th>SO2_AVG</th>\n",
       "      <th>Longitude</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>SiteId</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>基隆</td>\n",
       "      <td>基隆市</td>\n",
       "      <td>36</td>\n",
       "      <td>NaN</td>\n",
       "      <td>良好</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.28</td>\n",
       "      <td>0.3</td>\n",
       "      <td>58.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "      <td>96</td>\n",
       "      <td>2022/04/20 13:00:00</td>\n",
       "      <td>11</td>\n",
       "      <td>21</td>\n",
       "      <td>0.0</td>\n",
       "      <td>121.760056</td>\n",
       "      <td>25.129167</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>汐止</td>\n",
       "      <td>新北市</td>\n",
       "      <td>41</td>\n",
       "      <td>NaN</td>\n",
       "      <td>良好</td>\n",
       "      <td>1.7</td>\n",
       "      <td>0.21</td>\n",
       "      <td>0.2</td>\n",
       "      <td>58.1</td>\n",
       "      <td>33.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.4</td>\n",
       "      <td>2</td>\n",
       "      <td>21</td>\n",
       "      <td>2022/04/20 13:00:00</td>\n",
       "      <td>12</td>\n",
       "      <td>19</td>\n",
       "      <td>2.0</td>\n",
       "      <td>121.642300</td>\n",
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       "      <td>2</td>\n",
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       "      <th>2</th>\n",
       "      <td>萬里</td>\n",
       "      <td>新北市</td>\n",
       "      <td>44</td>\n",
       "      <td>NaN</td>\n",
       "      <td>良好</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.21</td>\n",
       "      <td>0.2</td>\n",
       "      <td>71.1</td>\n",
       "      <td>48.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.8</td>\n",
       "      <td>3.5</td>\n",
       "      <td>4</td>\n",
       "      <td>2022/04/20 13:00:00</td>\n",
       "      <td>12</td>\n",
       "      <td>22</td>\n",
       "      <td>0.0</td>\n",
       "      <td>121.689881</td>\n",
       "      <td>25.179667</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>新店</td>\n",
       "      <td>新北市</td>\n",
       "      <td>48</td>\n",
       "      <td>NaN</td>\n",
       "      <td>良好</td>\n",
       "      <td>2.2</td>\n",
       "      <td>0.32</td>\n",
       "      <td>0.3</td>\n",
       "      <td>48.5</td>\n",
       "      <td>37.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.8</td>\n",
       "      <td>1.4</td>\n",
       "      <td>85</td>\n",
       "      <td>2022/04/20 13:00:00</td>\n",
       "      <td>14</td>\n",
       "      <td>22</td>\n",
       "      <td>1.0</td>\n",
       "      <td>121.537778</td>\n",
       "      <td>24.977222</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>土城</td>\n",
       "      <td>新北市</td>\n",
       "      <td>50</td>\n",
       "      <td>NaN</td>\n",
       "      <td>良好</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.2</td>\n",
       "      <td>356</td>\n",
       "      <td>2022/04/20 13:00:00</td>\n",
       "      <td>15</td>\n",
       "      <td>20</td>\n",
       "      <td>1.0</td>\n",
       "      <td>121.451861</td>\n",
       "      <td>24.982528</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>板橋</td>\n",
       "      <td>新北市</td>\n",
       "      <td>40</td>\n",
       "      <td>NaN</td>\n",
       "      <td>良好</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.33</td>\n",
       "      <td>0.4</td>\n",
       "      <td>55.1</td>\n",
       "      <td>38.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.1</td>\n",
       "      <td>2.3</td>\n",
       "      <td>77</td>\n",
       "      <td>2022/04/20 13:00:00</td>\n",
       "      <td>12</td>\n",
       "      <td>20</td>\n",
       "      <td>1.0</td>\n",
       "      <td>121.458667</td>\n",
       "      <td>25.012972</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>新莊</td>\n",
       "      <td>新北市</td>\n",
       "      <td>42</td>\n",
       "      <td>NaN</td>\n",
       "      <td>良好</td>\n",
       "      <td>1.1</td>\n",
       "      <td>0.27</td>\n",
       "      <td>0.3</td>\n",
       "      <td>56.3</td>\n",
       "      <td>45.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.4</td>\n",
       "      <td>3.7</td>\n",
       "      <td>75</td>\n",
       "      <td>2022/04/20 13:00:00</td>\n",
       "      <td>11</td>\n",
       "      <td>23</td>\n",
       "      <td>0.0</td>\n",
       "      <td>121.432500</td>\n",
       "      <td>25.037972</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>菜寮</td>\n",
       "      <td>新北市</td>\n",
       "      <td>37</td>\n",
       "      <td>NaN</td>\n",
       "      <td>良好</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.31</td>\n",
       "      <td>0.3</td>\n",
       "      <td>30.1</td>\n",
       "      <td>24.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.6</td>\n",
       "      <td>3.6</td>\n",
       "      <td>98</td>\n",
       "      <td>2022/04/20 13:00:00</td>\n",
       "      <td>11</td>\n",
       "      <td>19</td>\n",
       "      <td>1.0</td>\n",
       "      <td>121.481028</td>\n",
       "      <td>25.068950</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>林口</td>\n",
       "      <td>新北市</td>\n",
       "      <td>44</td>\n",
       "      <td>NaN</td>\n",
       "      <td>良好</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.24</td>\n",
       "      <td>0.2</td>\n",
       "      <td>53.7</td>\n",
       "      <td>48.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.8</td>\n",
       "      <td>3.8</td>\n",
       "      <td>122</td>\n",
       "      <td>2022/04/20 13:00:00</td>\n",
       "      <td>9</td>\n",
       "      <td>18</td>\n",
       "      <td>1.0</td>\n",
       "      <td>121.376869</td>\n",
       "      <td>25.077197</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>淡水</td>\n",
       "      <td>新北市</td>\n",
       "      <td>39</td>\n",
       "      <td>NaN</td>\n",
       "      <td>良好</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.21</td>\n",
       "      <td>0.2</td>\n",
       "      <td>48.6</td>\n",
       "      <td>42.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022/04/20 13:00:00</td>\n",
       "      <td>8</td>\n",
       "      <td>12</td>\n",
       "      <td>NaN</td>\n",
       "      <td>121.449239</td>\n",
       "      <td>25.164500</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>士林</td>\n",
       "      <td>臺北市</td>\n",
       "      <td>47</td>\n",
       "      <td>NaN</td>\n",
       "      <td>良好</td>\n",
       "      <td>1.1</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.2</td>\n",
       "      <td>55.6</td>\n",
       "      <td>51.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.6</td>\n",
       "      <td>1.5</td>\n",
       "      <td>130</td>\n",
       "      <td>2022/04/20 13:00:00</td>\n",
       "      <td>8</td>\n",
       "      <td>17</td>\n",
       "      <td>1.0</td>\n",
       "      <td>121.515389</td>\n",
       "      <td>25.105417</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>中山</td>\n",
       "      <td>臺北市</td>\n",
       "      <td>33</td>\n",
       "      <td>NaN</td>\n",
       "      <td>良好</td>\n",
       "      <td>1.2</td>\n",
       "      <td>0.41</td>\n",
       "      <td>0.4</td>\n",
       "      <td>46.3</td>\n",
       "      <td>35.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4.5</td>\n",
       "      <td>2.9</td>\n",
       "      <td>118</td>\n",
       "      <td>2022/04/20 13:00:00</td>\n",
       "      <td>10</td>\n",
       "      <td>18</td>\n",
       "      <td>0.0</td>\n",
       "      <td>121.526528</td>\n",
       "      <td>25.062361</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>萬華</td>\n",
       "      <td>臺北市</td>\n",
       "      <td>37</td>\n",
       "      <td>NaN</td>\n",
       "      <td>良好</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.32</td>\n",
       "      <td>0.3</td>\n",
       "      <td>55.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>3.1</td>\n",
       "      <td>3.2</td>\n",
       "      <td>87</td>\n",
       "      <td>2022/04/20 13:00:00</td>\n",
       "      <td>11</td>\n",
       "      <td>19</td>\n",
       "      <td>1.0</td>\n",
       "      <td>121.507972</td>\n",
       "      <td>25.046503</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>古亭</td>\n",
       "      <td>臺北市</td>\n",
       "      <td>40</td>\n",
       "      <td>NaN</td>\n",
       "      <td>良好</td>\n",
       "      <td>1.8</td>\n",
       "      <td>0.28</td>\n",
       "      <td>0.3</td>\n",
       "      <td>52.7</td>\n",
       "      <td>38.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.7</td>\n",
       "      <td>2.1</td>\n",
       "      <td>53</td>\n",
       "      <td>2022/04/20 13:00:00</td>\n",
       "      <td>12</td>\n",
       "      <td>21</td>\n",
       "      <td>0.0</td>\n",
       "      <td>121.529556</td>\n",
       "      <td>25.020608</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>松山</td>\n",
       "      <td>臺北市</td>\n",
       "      <td>43</td>\n",
       "      <td>NaN</td>\n",
       "      <td>良好</td>\n",
       "      <td>1.8</td>\n",
       "      <td>0.24</td>\n",
       "      <td>0.3</td>\n",
       "      <td>48.9</td>\n",
       "      <td>30.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.9</td>\n",
       "      <td>2.2</td>\n",
       "      <td>71</td>\n",
       "      <td>2022/04/20 13:00:00</td>\n",
       "      <td>13</td>\n",
       "      <td>25</td>\n",
       "      <td>1.0</td>\n",
       "      <td>121.578611</td>\n",
       "      <td>25.050000</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>大同</td>\n",
       "      <td>臺北市</td>\n",
       "      <td>53</td>\n",
       "      <td>細懸浮微粒</td>\n",
       "      <td>普通</td>\n",
       "      <td>1.6</td>\n",
       "      <td>0.73</td>\n",
       "      <td>0.6</td>\n",
       "      <td>31.6</td>\n",
       "      <td>26.0</td>\n",
       "      <td>...</td>\n",
       "      <td>20.4</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>2022/04/20 13:00:00</td>\n",
       "      <td>16</td>\n",
       "      <td>34</td>\n",
       "      <td>1.0</td>\n",
       "      <td>121.513311</td>\n",
       "      <td>25.063200</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>桃園</td>\n",
       "      <td>桃園市</td>\n",
       "      <td>41</td>\n",
       "      <td>NaN</td>\n",
       "      <td>良好</td>\n",
       "      <td>3.3</td>\n",
       "      <td>0.38</td>\n",
       "      <td>0.3</td>\n",
       "      <td>52.8</td>\n",
       "      <td>44.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.9</td>\n",
       "      <td>2.8</td>\n",
       "      <td>72</td>\n",
       "      <td>2022/04/20 13:00:00</td>\n",
       "      <td>11</td>\n",
       "      <td>18</td>\n",
       "      <td>3.0</td>\n",
       "      <td>121.308722</td>\n",
       "      <td>24.986778</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>大園</td>\n",
       "      <td>桃園市</td>\n",
       "      <td>36</td>\n",
       "      <td>NaN</td>\n",
       "      <td>良好</td>\n",
       "      <td>2.3</td>\n",
       "      <td>0.28</td>\n",
       "      <td>0.3</td>\n",
       "      <td>51.3</td>\n",
       "      <td>37.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4.6</td>\n",
       "      <td>2.3</td>\n",
       "      <td>185</td>\n",
       "      <td>2022/04/20 13:00:00</td>\n",
       "      <td>11</td>\n",
       "      <td>19</td>\n",
       "      <td>1.0</td>\n",
       "      <td>121.201811</td>\n",
       "      <td>25.060344</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>觀音</td>\n",
       "      <td>桃園市</td>\n",
       "      <td>42</td>\n",
       "      <td>NaN</td>\n",
       "      <td>良好</td>\n",
       "      <td>2.2</td>\n",
       "      <td>0.21</td>\n",
       "      <td>0.2</td>\n",
       "      <td>57.3</td>\n",
       "      <td>43.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.1</td>\n",
       "      <td>41</td>\n",
       "      <td>2022/04/20 13:00:00</td>\n",
       "      <td>12</td>\n",
       "      <td>19</td>\n",
       "      <td>2.0</td>\n",
       "      <td>121.082761</td>\n",
       "      <td>25.035503</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>平鎮</td>\n",
       "      <td>桃園市</td>\n",
       "      <td>41</td>\n",
       "      <td>NaN</td>\n",
       "      <td>良好</td>\n",
       "      <td>1.8</td>\n",
       "      <td>0.39</td>\n",
       "      <td>0.3</td>\n",
       "      <td>54.9</td>\n",
       "      <td>44.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.6</td>\n",
       "      <td>2.4</td>\n",
       "      <td>92</td>\n",
       "      <td>2022/04/20 13:00:00</td>\n",
       "      <td>12</td>\n",
       "      <td>22</td>\n",
       "      <td>1.0</td>\n",
       "      <td>121.203986</td>\n",
       "      <td>24.952786</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>20 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   SiteName County  AQI Pollutant Status  SO2    CO CO_8hr    O3  O3_8hr  ...  \\\n",
       "0        基隆    基隆市   36       NaN     良好  0.8  0.28    0.3  58.0    39.0  ...   \n",
       "1        汐止    新北市   41       NaN     良好  1.7  0.21    0.2  58.1    33.0  ...   \n",
       "2        萬里    新北市   44       NaN     良好  0.4  0.21    0.2  71.1    48.0  ...   \n",
       "3        新店    新北市   48       NaN     良好  2.2  0.32    0.3  48.5    37.0  ...   \n",
       "4        土城    新北市   50       NaN     良好  NaN   NaN    0.4   NaN     NaN  ...   \n",
       "5        板橋    新北市   40       NaN     良好  2.0  0.33    0.4  55.1    38.0  ...   \n",
       "6        新莊    新北市   42       NaN     良好  1.1  0.27    0.3  56.3    45.0  ...   \n",
       "7        菜寮    新北市   37       NaN     良好  1.3  0.31    0.3  30.1    24.0  ...   \n",
       "8        林口    新北市   44       NaN     良好  1.5  0.24    0.2  53.7    48.0  ...   \n",
       "9        淡水    新北市   39       NaN     良好  0.8  0.21    0.2  48.6    42.0  ...   \n",
       "10       士林    臺北市   47       NaN     良好  1.1  0.25    0.2  55.6    51.0  ...   \n",
       "11       中山    臺北市   33       NaN     良好  1.2  0.41    0.4  46.3    35.0  ...   \n",
       "12       萬華    臺北市   37       NaN     良好  1.5  0.32    0.3  55.5     NaN  ...   \n",
       "13       古亭    臺北市   40       NaN     良好  1.8  0.28    0.3  52.7    38.0  ...   \n",
       "14       松山    臺北市   43       NaN     良好  1.8  0.24    0.3  48.9    30.0  ...   \n",
       "15       大同    臺北市   53     細懸浮微粒     普通  1.6  0.73    0.6  31.6    26.0  ...   \n",
       "16       桃園    桃園市   41       NaN     良好  3.3  0.38    0.3  52.8    44.0  ...   \n",
       "17       大園    桃園市   36       NaN     良好  2.3  0.28    0.3  51.3    37.0  ...   \n",
       "18       觀音    桃園市   42       NaN     良好  2.2  0.21    0.2  57.3    43.0  ...   \n",
       "19       平鎮    桃園市   41       NaN     良好  1.8  0.39    0.3  54.9    44.0  ...   \n",
       "\n",
       "      NO  WIND_SPEED  WIND_DIREC          PublishTime  PM2.5_AVG PM10_AVG  \\\n",
       "0    1.0           2          96  2022/04/20 13:00:00         11       21   \n",
       "1    1.4           2          21  2022/04/20 13:00:00         12       19   \n",
       "2    0.8         3.5           4  2022/04/20 13:00:00         12       22   \n",
       "3    3.8         1.4          85  2022/04/20 13:00:00         14       22   \n",
       "4    NaN         2.2         356  2022/04/20 13:00:00         15       20   \n",
       "5    3.1         2.3          77  2022/04/20 13:00:00         12       20   \n",
       "6    2.4         3.7          75  2022/04/20 13:00:00         11       23   \n",
       "7    2.6         3.6          98  2022/04/20 13:00:00         11       19   \n",
       "8    3.8         3.8         122  2022/04/20 13:00:00          9       18   \n",
       "9    0.4         NaN         NaN  2022/04/20 13:00:00          8       12   \n",
       "10   2.6         1.5         130  2022/04/20 13:00:00          8       17   \n",
       "11   4.5         2.9         118  2022/04/20 13:00:00         10       18   \n",
       "12   3.1         3.2          87  2022/04/20 13:00:00         11       19   \n",
       "13   2.7         2.1          53  2022/04/20 13:00:00         12       21   \n",
       "14   3.9         2.2          71  2022/04/20 13:00:00         13       25   \n",
       "15  20.4           -           -  2022/04/20 13:00:00         16       34   \n",
       "16   2.9         2.8          72  2022/04/20 13:00:00         11       18   \n",
       "17   4.6         2.3         185  2022/04/20 13:00:00         11       19   \n",
       "18   2.0         2.1          41  2022/04/20 13:00:00         12       19   \n",
       "19   2.6         2.4          92  2022/04/20 13:00:00         12       22   \n",
       "\n",
       "   SO2_AVG   Longitude   Latitude  SiteId  \n",
       "0      0.0  121.760056  25.129167       1  \n",
       "1      2.0  121.642300  25.067131       2  \n",
       "2      0.0  121.689881  25.179667       3  \n",
       "3      1.0  121.537778  24.977222       4  \n",
       "4      1.0  121.451861  24.982528       5  \n",
       "5      1.0  121.458667  25.012972       6  \n",
       "6      0.0  121.432500  25.037972       7  \n",
       "7      1.0  121.481028  25.068950       8  \n",
       "8      1.0  121.376869  25.077197       9  \n",
       "9      NaN  121.449239  25.164500      10  \n",
       "10     1.0  121.515389  25.105417      11  \n",
       "11     0.0  121.526528  25.062361      12  \n",
       "12     1.0  121.507972  25.046503      13  \n",
       "13     0.0  121.529556  25.020608      14  \n",
       "14     1.0  121.578611  25.050000      15  \n",
       "15     1.0  121.513311  25.063200      16  \n",
       "16     3.0  121.308722  24.986778      17  \n",
       "17     1.0  121.201811  25.060344      18  \n",
       "18     2.0  121.082761  25.035503      19  \n",
       "19     1.0  121.203986  24.952786      20  \n",
       "\n",
       "[20 rows x 24 columns]"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import requests\n",
    "import csv\n",
    "\n",
    "#CSV_URL = \"https://data.epa.gov.tw/api/v1/aqx_p_432?limit=1000&api_key=9be7b239-557b-4c10-9775-78cadfc555e9&format=csv\"\n",
    "#下載並存檔\n",
    "CSV_URL = \"https://data.epa.gov.tw/api/v1/aqx_p_432?limit=1000&api_key=9be7b239-557b-4c10-9775-78cadfc555e9&format=csv\"\n",
    "response = requests.get(CSV_URL)\n",
    "if response.status_code == 200:\n",
    "    with open('空氣品質指標.csv','wb') as f:\n",
    "        for chunk in response.iter_content(chunk_size=128):\n",
    "            f.write(chunk)\n",
    "else:\n",
    "    print('下載錯誤')\n",
    "\n",
    "\n",
    "\n",
    "#查詢DataFrame的相關資料\n",
    "df = pd.read_csv('空氣品質指標.csv')\n",
    "df.head(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "#依County欄位排序\n",
    "pd.options.display.max_rows = 100\n",
    "sorted_df=df.sort_values(by='County')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "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>SiteName</th>\n",
       "      <th>County</th>\n",
       "      <th>AQI</th>\n",
       "      <th>Pollutant</th>\n",
       "      <th>Status</th>\n",
       "      <th>SO2</th>\n",
       "      <th>CO</th>\n",
       "      <th>CO_8hr</th>\n",
       "      <th>O3</th>\n",
       "      <th>O3_8hr</th>\n",
       "      <th>...</th>\n",
       "      <th>NO</th>\n",
       "      <th>WindSpeed</th>\n",
       "      <th>WindDirec</th>\n",
       "      <th>PublishTime</th>\n",
       "      <th>PM2.5_AVG</th>\n",
       "      <th>PM10_AVG</th>\n",
       "      <th>SO2_AVG</th>\n",
       "      <th>Longitude</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>SiteId</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>47</td>\n",
       "      <td>南投</td>\n",
       "      <td>南投縣</td>\n",
       "      <td>67</td>\n",
       "      <td>細懸浮微粒</td>\n",
       "      <td>普通</td>\n",
       "      <td>3.7</td>\n",
       "      <td>0.26</td>\n",
       "      <td>0.3</td>\n",
       "      <td>76</td>\n",
       "      <td>55.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.8</td>\n",
       "      <td>316.0</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>22</td>\n",
       "      <td>38.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>120.685306</td>\n",
       "      <td>23.913000</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>15</td>\n",
       "      <td>竹山</td>\n",
       "      <td>南投縣</td>\n",
       "      <td>58</td>\n",
       "      <td>細懸浮微粒</td>\n",
       "      <td>普通</td>\n",
       "      <td>1.7</td>\n",
       "      <td>0.18</td>\n",
       "      <td>0.2</td>\n",
       "      <td>60</td>\n",
       "      <td>51.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.1</td>\n",
       "      <td>2.9</td>\n",
       "      <td>312.0</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>19</td>\n",
       "      <td>37.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>120.677306</td>\n",
       "      <td>23.756389</td>\n",
       "      <td>69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>12</td>\n",
       "      <td>埔里</td>\n",
       "      <td>南投縣</td>\n",
       "      <td>64</td>\n",
       "      <td>細懸浮微粒</td>\n",
       "      <td>普通</td>\n",
       "      <td>1.8</td>\n",
       "      <td>0.29</td>\n",
       "      <td>0.3</td>\n",
       "      <td>65</td>\n",
       "      <td>49.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.2</td>\n",
       "      <td>3.4</td>\n",
       "      <td>283.0</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>21</td>\n",
       "      <td>30.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>120.967903</td>\n",
       "      <td>23.968842</td>\n",
       "      <td>72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>41</td>\n",
       "      <td>嘉義</td>\n",
       "      <td>嘉義市</td>\n",
       "      <td>40</td>\n",
       "      <td>NaN</td>\n",
       "      <td>良好</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.16</td>\n",
       "      <td>0.3</td>\n",
       "      <td>35</td>\n",
       "      <td>35.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.8</td>\n",
       "      <td>3.8</td>\n",
       "      <td>276.0</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>12</td>\n",
       "      <td>29.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>120.440833</td>\n",
       "      <td>23.462778</td>\n",
       "      <td>42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>44</td>\n",
       "      <td>新港</td>\n",
       "      <td>嘉義縣</td>\n",
       "      <td>52</td>\n",
       "      <td>細懸浮微粒</td>\n",
       "      <td>普通</td>\n",
       "      <td>1.2</td>\n",
       "      <td>0.14</td>\n",
       "      <td>0.3</td>\n",
       "      <td>45</td>\n",
       "      <td>36.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.4</td>\n",
       "      <td>3.4</td>\n",
       "      <td>272.0</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>16</td>\n",
       "      <td>39.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>120.345531</td>\n",
       "      <td>23.554839</td>\n",
       "      <td>39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>43</td>\n",
       "      <td>朴子</td>\n",
       "      <td>嘉義縣</td>\n",
       "      <td>55</td>\n",
       "      <td>細懸浮微粒</td>\n",
       "      <td>普通</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.16</td>\n",
       "      <td>0.3</td>\n",
       "      <td>31</td>\n",
       "      <td>38.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.7</td>\n",
       "      <td>3.7</td>\n",
       "      <td>253.0</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>17</td>\n",
       "      <td>33.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>120.247810</td>\n",
       "      <td>23.467123</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>82</td>\n",
       "      <td>基隆</td>\n",
       "      <td>基隆市</td>\n",
       "      <td>60</td>\n",
       "      <td>細懸浮微粒</td>\n",
       "      <td>普通</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.4</td>\n",
       "      <td>63</td>\n",
       "      <td>46.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.7</td>\n",
       "      <td>1.8</td>\n",
       "      <td>88.0</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>19</td>\n",
       "      <td>30.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>121.760056</td>\n",
       "      <td>25.129167</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>18</td>\n",
       "      <td>冬山</td>\n",
       "      <td>宜蘭縣</td>\n",
       "      <td>35</td>\n",
       "      <td>NaN</td>\n",
       "      <td>良好</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.18</td>\n",
       "      <td>0.3</td>\n",
       "      <td>23</td>\n",
       "      <td>15.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3.5</td>\n",
       "      <td>2.3</td>\n",
       "      <td>358.0</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>11</td>\n",
       "      <td>22.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>121.792928</td>\n",
       "      <td>24.632203</td>\n",
       "      <td>66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>19</td>\n",
       "      <td>宜蘭</td>\n",
       "      <td>宜蘭縣</td>\n",
       "      <td>37</td>\n",
       "      <td>NaN</td>\n",
       "      <td>良好</td>\n",
       "      <td>2.3</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0.3</td>\n",
       "      <td>33</td>\n",
       "      <td>25.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.7</td>\n",
       "      <td>2.3</td>\n",
       "      <td>110.0</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>12</td>\n",
       "      <td>23.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>121.746394</td>\n",
       "      <td>24.747917</td>\n",
       "      <td>65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>屏東(琉球)</td>\n",
       "      <td>屏東縣</td>\n",
       "      <td>27</td>\n",
       "      <td>NaN</td>\n",
       "      <td>良好</td>\n",
       "      <td>1.2</td>\n",
       "      <td>0.13</td>\n",
       "      <td>0.2</td>\n",
       "      <td>23</td>\n",
       "      <td>29.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.7</td>\n",
       "      <td>2.1</td>\n",
       "      <td>183.0</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>7</td>\n",
       "      <td>13.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>120.377222</td>\n",
       "      <td>22.352222</td>\n",
       "      <td>204</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>25</td>\n",
       "      <td>屏東</td>\n",
       "      <td>屏東縣</td>\n",
       "      <td>31</td>\n",
       "      <td>NaN</td>\n",
       "      <td>良好</td>\n",
       "      <td>3.1</td>\n",
       "      <td>0.19</td>\n",
       "      <td>0.3</td>\n",
       "      <td>32</td>\n",
       "      <td>34.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.6</td>\n",
       "      <td>3.7</td>\n",
       "      <td>173.0</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>9</td>\n",
       "      <td>25.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>120.488033</td>\n",
       "      <td>22.673081</td>\n",
       "      <td>59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>24</td>\n",
       "      <td>潮州</td>\n",
       "      <td>屏東縣</td>\n",
       "      <td>27</td>\n",
       "      <td>NaN</td>\n",
       "      <td>良好</td>\n",
       "      <td>1.6</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.1</td>\n",
       "      <td>21</td>\n",
       "      <td>29.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.4</td>\n",
       "      <td>4.1</td>\n",
       "      <td>237.0</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>8</td>\n",
       "      <td>21.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>120.561175</td>\n",
       "      <td>22.523108</td>\n",
       "      <td>60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>23</td>\n",
       "      <td>恆春</td>\n",
       "      <td>屏東縣</td>\n",
       "      <td>19</td>\n",
       "      <td>NaN</td>\n",
       "      <td>良好</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.1</td>\n",
       "      <td>23</td>\n",
       "      <td>20.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.7</td>\n",
       "      <td>4.0</td>\n",
       "      <td>181.0</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>5</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>120.788928</td>\n",
       "      <td>21.958069</td>\n",
       "      <td>61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>48</td>\n",
       "      <td>二林</td>\n",
       "      <td>彰化縣</td>\n",
       "      <td>82</td>\n",
       "      <td>細懸浮微粒</td>\n",
       "      <td>普通</td>\n",
       "      <td>2.1</td>\n",
       "      <td>0.17</td>\n",
       "      <td>0.3</td>\n",
       "      <td>44</td>\n",
       "      <td>40.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.9</td>\n",
       "      <td>3.4</td>\n",
       "      <td>279.0</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>28</td>\n",
       "      <td>58.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>120.409653</td>\n",
       "      <td>23.925175</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>49</td>\n",
       "      <td>線西</td>\n",
       "      <td>彰化縣</td>\n",
       "      <td>89</td>\n",
       "      <td>細懸浮微粒</td>\n",
       "      <td>普通</td>\n",
       "      <td>2.2</td>\n",
       "      <td>0.16</td>\n",
       "      <td>0.3</td>\n",
       "      <td>73</td>\n",
       "      <td>62.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.6</td>\n",
       "      <td>2.6</td>\n",
       "      <td>299.0</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>31</td>\n",
       "      <td>53.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>120.469061</td>\n",
       "      <td>24.131672</td>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>50</td>\n",
       "      <td>彰化</td>\n",
       "      <td>彰化縣</td>\n",
       "      <td>77</td>\n",
       "      <td>細懸浮微粒</td>\n",
       "      <td>普通</td>\n",
       "      <td>3.4</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.4</td>\n",
       "      <td>58</td>\n",
       "      <td>49.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.5</td>\n",
       "      <td>3.0</td>\n",
       "      <td>283.0</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>26</td>\n",
       "      <td>46.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>120.541519</td>\n",
       "      <td>24.066000</td>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>彰化(大城)</td>\n",
       "      <td>彰化縣</td>\n",
       "      <td>71</td>\n",
       "      <td>細懸浮微粒</td>\n",
       "      <td>普通</td>\n",
       "      <td>2.3</td>\n",
       "      <td>0.36</td>\n",
       "      <td>0.4</td>\n",
       "      <td>62</td>\n",
       "      <td>49.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.7</td>\n",
       "      <td>3.8</td>\n",
       "      <td>296.0</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>24</td>\n",
       "      <td>55.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>120.273117</td>\n",
       "      <td>23.843139</td>\n",
       "      <td>202</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>6</td>\n",
       "      <td>富貴角</td>\n",
       "      <td>新北市</td>\n",
       "      <td>65</td>\n",
       "      <td>細懸浮微粒</td>\n",
       "      <td>普通</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.18</td>\n",
       "      <td>0.3</td>\n",
       "      <td>62</td>\n",
       "      <td>35.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.4</td>\n",
       "      <td>3.2</td>\n",
       "      <td>288.0</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>21</td>\n",
       "      <td>36.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>121.536763</td>\n",
       "      <td>25.298562</td>\n",
       "      <td>84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>新北(樹林)</td>\n",
       "      <td>新北市</td>\n",
       "      <td>76</td>\n",
       "      <td>細懸浮微粒</td>\n",
       "      <td>普通</td>\n",
       "      <td>3.7</td>\n",
       "      <td>0.38</td>\n",
       "      <td>0.4</td>\n",
       "      <td>83</td>\n",
       "      <td>49.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.1</td>\n",
       "      <td>1.3</td>\n",
       "      <td>67.0</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>26</td>\n",
       "      <td>45.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>121.383528</td>\n",
       "      <td>24.949028</td>\n",
       "      <td>203</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>73</td>\n",
       "      <td>淡水</td>\n",
       "      <td>新北市</td>\n",
       "      <td>89</td>\n",
       "      <td>細懸浮微粒</td>\n",
       "      <td>普通</td>\n",
       "      <td>3.2</td>\n",
       "      <td>0.32</td>\n",
       "      <td>0.4</td>\n",
       "      <td>83</td>\n",
       "      <td>39.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>31</td>\n",
       "      <td>45.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>121.449239</td>\n",
       "      <td>25.164500</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>81</td>\n",
       "      <td>汐止</td>\n",
       "      <td>新北市</td>\n",
       "      <td>72</td>\n",
       "      <td>細懸浮微粒</td>\n",
       "      <td>普通</td>\n",
       "      <td>4.4</td>\n",
       "      <td>0.37</td>\n",
       "      <td>0.5</td>\n",
       "      <td>83</td>\n",
       "      <td>56.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.8</td>\n",
       "      <td>2.9</td>\n",
       "      <td>33.0</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>24</td>\n",
       "      <td>39.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>121.642300</td>\n",
       "      <td>25.067131</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>74</td>\n",
       "      <td>林口</td>\n",
       "      <td>新北市</td>\n",
       "      <td>79</td>\n",
       "      <td>細懸浮微粒</td>\n",
       "      <td>普通</td>\n",
       "      <td>4.7</td>\n",
       "      <td>0.23</td>\n",
       "      <td>0.4</td>\n",
       "      <td>69</td>\n",
       "      <td>45.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.7</td>\n",
       "      <td>272.0</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>27</td>\n",
       "      <td>39.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>121.376869</td>\n",
       "      <td>25.077197</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>永和</td>\n",
       "      <td>新北市</td>\n",
       "      <td>80</td>\n",
       "      <td>細懸浮微粒</td>\n",
       "      <td>普通</td>\n",
       "      <td>4.3</td>\n",
       "      <td>0.97</td>\n",
       "      <td>1.1</td>\n",
       "      <td>50</td>\n",
       "      <td>40.0</td>\n",
       "      <td>...</td>\n",
       "      <td>11.0</td>\n",
       "      <td>1.5</td>\n",
       "      <td>28.0</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>27</td>\n",
       "      <td>43.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>121.516306</td>\n",
       "      <td>25.017000</td>\n",
       "      <td>70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>75</td>\n",
       "      <td>菜寮</td>\n",
       "      <td>新北市</td>\n",
       "      <td>87</td>\n",
       "      <td>細懸浮微粒</td>\n",
       "      <td>普通</td>\n",
       "      <td>3.1</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.7</td>\n",
       "      <td>52</td>\n",
       "      <td>30.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.5</td>\n",
       "      <td>3.0</td>\n",
       "      <td>330.0</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>30</td>\n",
       "      <td>45.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>121.481028</td>\n",
       "      <td>25.068950</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>76</td>\n",
       "      <td>新莊</td>\n",
       "      <td>新北市</td>\n",
       "      <td>80</td>\n",
       "      <td>細懸浮微粒</td>\n",
       "      <td>普通</td>\n",
       "      <td>3.9</td>\n",
       "      <td>0.37</td>\n",
       "      <td>0.6</td>\n",
       "      <td>87</td>\n",
       "      <td>49.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.7</td>\n",
       "      <td>3.2</td>\n",
       "      <td>244.0</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>27</td>\n",
       "      <td>43.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>121.432500</td>\n",
       "      <td>25.037972</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>80</td>\n",
       "      <td>萬里</td>\n",
       "      <td>新北市</td>\n",
       "      <td>64</td>\n",
       "      <td>細懸浮微粒</td>\n",
       "      <td>普通</td>\n",
       "      <td>2.2</td>\n",
       "      <td>0.31</td>\n",
       "      <td>0.3</td>\n",
       "      <td>75</td>\n",
       "      <td>52.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.8</td>\n",
       "      <td>1.9</td>\n",
       "      <td>46.0</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>21</td>\n",
       "      <td>36.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>121.689881</td>\n",
       "      <td>25.179667</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>79</td>\n",
       "      <td>新店</td>\n",
       "      <td>新北市</td>\n",
       "      <td>74</td>\n",
       "      <td>細懸浮微粒</td>\n",
       "      <td>普通</td>\n",
       "      <td>2.6</td>\n",
       "      <td>0.37</td>\n",
       "      <td>0.4</td>\n",
       "      <td>72</td>\n",
       "      <td>57.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.9</td>\n",
       "      <td>2.3</td>\n",
       "      <td>350.0</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>25</td>\n",
       "      <td>36.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>121.537778</td>\n",
       "      <td>24.977222</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>78</td>\n",
       "      <td>土城</td>\n",
       "      <td>新北市</td>\n",
       "      <td>84</td>\n",
       "      <td>細懸浮微粒</td>\n",
       "      <td>普通</td>\n",
       "      <td>3.2</td>\n",
       "      <td>0.37</td>\n",
       "      <td>0.5</td>\n",
       "      <td>95</td>\n",
       "      <td>58.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.9</td>\n",
       "      <td>2.3</td>\n",
       "      <td>303.0</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>29</td>\n",
       "      <td>42.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>121.451861</td>\n",
       "      <td>24.982528</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>17</td>\n",
       "      <td>三重</td>\n",
       "      <td>新北市</td>\n",
       "      <td>96</td>\n",
       "      <td>細懸浮微粒</td>\n",
       "      <td>普通</td>\n",
       "      <td>3.6</td>\n",
       "      <td>0.76</td>\n",
       "      <td>1.1</td>\n",
       "      <td>-</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>27.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>34</td>\n",
       "      <td>51.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>121.493806</td>\n",
       "      <td>25.072611</td>\n",
       "      <td>67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>77</td>\n",
       "      <td>板橋</td>\n",
       "      <td>新北市</td>\n",
       "      <td>86</td>\n",
       "      <td>細懸浮微粒</td>\n",
       "      <td>普通</td>\n",
       "      <td>3.9</td>\n",
       "      <td>0.36</td>\n",
       "      <td>0.5</td>\n",
       "      <td>80</td>\n",
       "      <td>49.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.1</td>\n",
       "      <td>2.8</td>\n",
       "      <td>295.0</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>30</td>\n",
       "      <td>45.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>121.458667</td>\n",
       "      <td>25.012972</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>59</td>\n",
       "      <td>新竹</td>\n",
       "      <td>新竹市</td>\n",
       "      <td>80</td>\n",
       "      <td>細懸浮微粒</td>\n",
       "      <td>普通</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.29</td>\n",
       "      <td>0.4</td>\n",
       "      <td>54</td>\n",
       "      <td>47.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>268.0</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>27</td>\n",
       "      <td>40.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>120.972075</td>\n",
       "      <td>24.805619</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>61</td>\n",
       "      <td>湖口</td>\n",
       "      <td>新竹縣</td>\n",
       "      <td>79</td>\n",
       "      <td>細懸浮微粒</td>\n",
       "      <td>普通</td>\n",
       "      <td>2.3</td>\n",
       "      <td>0.19</td>\n",
       "      <td>0.3</td>\n",
       "      <td>53</td>\n",
       "      <td>47.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.1</td>\n",
       "      <td>2.5</td>\n",
       "      <td>249.0</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>27</td>\n",
       "      <td>42.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>121.038653</td>\n",
       "      <td>24.900142</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>60</td>\n",
       "      <td>竹東</td>\n",
       "      <td>新竹縣</td>\n",
       "      <td>81</td>\n",
       "      <td>細懸浮微粒</td>\n",
       "      <td>普通</td>\n",
       "      <td>2.6</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.4</td>\n",
       "      <td>80</td>\n",
       "      <td>57.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.9</td>\n",
       "      <td>2.8</td>\n",
       "      <td>213.0</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>28</td>\n",
       "      <td>40.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>121.088903</td>\n",
       "      <td>24.740644</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>66</td>\n",
       "      <td>桃園</td>\n",
       "      <td>桃園市</td>\n",
       "      <td>91</td>\n",
       "      <td>細懸浮微粒</td>\n",
       "      <td>普通</td>\n",
       "      <td>1.9</td>\n",
       "      <td>0.27</td>\n",
       "      <td>0.5</td>\n",
       "      <td>57</td>\n",
       "      <td>37.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.3</td>\n",
       "      <td>2.6</td>\n",
       "      <td>299.0</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>32</td>\n",
       "      <td>50.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>121.304383</td>\n",
       "      <td>24.995368</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>63</td>\n",
       "      <td>平鎮</td>\n",
       "      <td>桃園市</td>\n",
       "      <td>79</td>\n",
       "      <td>細懸浮微粒</td>\n",
       "      <td>普通</td>\n",
       "      <td>2.7</td>\n",
       "      <td>0.29</td>\n",
       "      <td>0.4</td>\n",
       "      <td>52</td>\n",
       "      <td>47.0</td>\n",
       "      <td>...</td>\n",
       "      <td>5.9</td>\n",
       "      <td>2.8</td>\n",
       "      <td>266.0</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>27</td>\n",
       "      <td>52.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>121.203986</td>\n",
       "      <td>24.952786</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>64</td>\n",
       "      <td>觀音</td>\n",
       "      <td>桃園市</td>\n",
       "      <td>83</td>\n",
       "      <td>細懸浮微粒</td>\n",
       "      <td>普通</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>29.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>29</td>\n",
       "      <td>46.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>121.082761</td>\n",
       "      <td>25.035503</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>62</td>\n",
       "      <td>龍潭</td>\n",
       "      <td>桃園市</td>\n",
       "      <td>79</td>\n",
       "      <td>細懸浮微粒</td>\n",
       "      <td>普通</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.33</td>\n",
       "      <td>0.4</td>\n",
       "      <td>79</td>\n",
       "      <td>58.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.8</td>\n",
       "      <td>2.9</td>\n",
       "      <td>272.0</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>27</td>\n",
       "      <td>37.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>121.216350</td>\n",
       "      <td>24.863869</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>65</td>\n",
       "      <td>大園</td>\n",
       "      <td>桃園市</td>\n",
       "      <td>85</td>\n",
       "      <td>細懸浮微粒</td>\n",
       "      <td>普通</td>\n",
       "      <td>2.5</td>\n",
       "      <td>0.24</td>\n",
       "      <td>0.4</td>\n",
       "      <td>56</td>\n",
       "      <td>39.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.1</td>\n",
       "      <td>3.8</td>\n",
       "      <td>267.0</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>30</td>\n",
       "      <td>46.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>121.201811</td>\n",
       "      <td>25.060344</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>桃園(觀音工業區)</td>\n",
       "      <td>桃園市</td>\n",
       "      <td>87</td>\n",
       "      <td>細懸浮微粒</td>\n",
       "      <td>普通</td>\n",
       "      <td>2.8</td>\n",
       "      <td>0.14</td>\n",
       "      <td>0.2</td>\n",
       "      <td>41</td>\n",
       "      <td>23.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.8</td>\n",
       "      <td>1.6</td>\n",
       "      <td>255.0</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>30</td>\n",
       "      <td>43.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>121.128044</td>\n",
       "      <td>25.063039</td>\n",
       "      <td>312</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>16</td>\n",
       "      <td>中壢</td>\n",
       "      <td>桃園市</td>\n",
       "      <td>74</td>\n",
       "      <td>細懸浮微粒</td>\n",
       "      <td>普通</td>\n",
       "      <td>3.5</td>\n",
       "      <td>0.82</td>\n",
       "      <td>1.0</td>\n",
       "      <td>45</td>\n",
       "      <td>36.0</td>\n",
       "      <td>...</td>\n",
       "      <td>19.0</td>\n",
       "      <td>1.5</td>\n",
       "      <td>46.0</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>25</td>\n",
       "      <td>43.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>121.221667</td>\n",
       "      <td>24.953278</td>\n",
       "      <td>68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9</td>\n",
       "      <td>馬公</td>\n",
       "      <td>澎湖縣</td>\n",
       "      <td>77</td>\n",
       "      <td>臭氧八小時</td>\n",
       "      <td>普通</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.17</td>\n",
       "      <td>0.2</td>\n",
       "      <td>60</td>\n",
       "      <td>63.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.3</td>\n",
       "      <td>1.7</td>\n",
       "      <td>252.0</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>119.566158</td>\n",
       "      <td>23.569031</td>\n",
       "      <td>78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>52</td>\n",
       "      <td>忠明</td>\n",
       "      <td>臺中市</td>\n",
       "      <td>72</td>\n",
       "      <td>細懸浮微粒</td>\n",
       "      <td>普通</td>\n",
       "      <td>2.7</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.4</td>\n",
       "      <td>66</td>\n",
       "      <td>48.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.5</td>\n",
       "      <td>262.0</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>24</td>\n",
       "      <td>41.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>120.641092</td>\n",
       "      <td>24.151958</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>55</td>\n",
       "      <td>豐原</td>\n",
       "      <td>臺中市</td>\n",
       "      <td>74</td>\n",
       "      <td>臭氧八小時</td>\n",
       "      <td>普通</td>\n",
       "      <td>3.6</td>\n",
       "      <td>0.32</td>\n",
       "      <td>0.4</td>\n",
       "      <td>80</td>\n",
       "      <td>62.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>266.0</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>23</td>\n",
       "      <td>42.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>120.741711</td>\n",
       "      <td>24.256586</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>51</td>\n",
       "      <td>西屯</td>\n",
       "      <td>臺中市</td>\n",
       "      <td>78</td>\n",
       "      <td>細懸浮微粒</td>\n",
       "      <td>普通</td>\n",
       "      <td>2.7</td>\n",
       "      <td>0.24</td>\n",
       "      <td>0.3</td>\n",
       "      <td>78</td>\n",
       "      <td>58.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.1</td>\n",
       "      <td>278.0</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>27</td>\n",
       "      <td>44.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>120.616917</td>\n",
       "      <td>24.162197</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>54</td>\n",
       "      <td>沙鹿</td>\n",
       "      <td>臺中市</td>\n",
       "      <td>87</td>\n",
       "      <td>細懸浮微粒</td>\n",
       "      <td>普通</td>\n",
       "      <td>8.2</td>\n",
       "      <td>0.46</td>\n",
       "      <td>0.4</td>\n",
       "      <td>62</td>\n",
       "      <td>60.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.8</td>\n",
       "      <td>3.0</td>\n",
       "      <td>238.0</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>30</td>\n",
       "      <td>49.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>120.568794</td>\n",
       "      <td>24.225628</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>53</td>\n",
       "      <td>大里</td>\n",
       "      <td>臺中市</td>\n",
       "      <td>70</td>\n",
       "      <td>細懸浮微粒</td>\n",
       "      <td>普通</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.4</td>\n",
       "      <td>72</td>\n",
       "      <td>49.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.1</td>\n",
       "      <td>3.6</td>\n",
       "      <td>264.0</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>23</td>\n",
       "      <td>46.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>120.677689</td>\n",
       "      <td>24.099611</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>67</td>\n",
       "      <td>大同</td>\n",
       "      <td>臺北市</td>\n",
       "      <td>86</td>\n",
       "      <td>細懸浮微粒</td>\n",
       "      <td>普通</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.65</td>\n",
       "      <td>1.1</td>\n",
       "      <td>-</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>6.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>30</td>\n",
       "      <td>46.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>121.513311</td>\n",
       "      <td>25.063200</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>68</td>\n",
       "      <td>松山</td>\n",
       "      <td>臺北市</td>\n",
       "      <td>80</td>\n",
       "      <td>細懸浮微粒</td>\n",
       "      <td>普通</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.5</td>\n",
       "      <td>71</td>\n",
       "      <td>50.0</td>\n",
       "      <td>...</td>\n",
       "      <td>9.2</td>\n",
       "      <td>1.8</td>\n",
       "      <td>26.0</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>27</td>\n",
       "      <td>39.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>121.578611</td>\n",
       "      <td>25.050000</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>69</td>\n",
       "      <td>古亭</td>\n",
       "      <td>臺北市</td>\n",
       "      <td>79</td>\n",
       "      <td>細懸浮微粒</td>\n",
       "      <td>普通</td>\n",
       "      <td>2.9</td>\n",
       "      <td>0.36</td>\n",
       "      <td>0.5</td>\n",
       "      <td>68</td>\n",
       "      <td>53.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>5.9</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>27</td>\n",
       "      <td>40.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>121.529556</td>\n",
       "      <td>25.020608</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>70</td>\n",
       "      <td>萬華</td>\n",
       "      <td>臺北市</td>\n",
       "      <td>83</td>\n",
       "      <td>細懸浮微粒</td>\n",
       "      <td>普通</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.41</td>\n",
       "      <td>0.7</td>\n",
       "      <td>60</td>\n",
       "      <td>44.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.1</td>\n",
       "      <td>1.4</td>\n",
       "      <td>23.0</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>29</td>\n",
       "      <td>44.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>121.507972</td>\n",
       "      <td>25.046503</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>71</td>\n",
       "      <td>中山</td>\n",
       "      <td>臺北市</td>\n",
       "      <td>80</td>\n",
       "      <td>細懸浮微粒</td>\n",
       "      <td>普通</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.34</td>\n",
       "      <td>0.7</td>\n",
       "      <td>70</td>\n",
       "      <td>43.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.8</td>\n",
       "      <td>3.2</td>\n",
       "      <td>346.0</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>27</td>\n",
       "      <td>40.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>121.526528</td>\n",
       "      <td>25.062361</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>20</td>\n",
       "      <td>陽明</td>\n",
       "      <td>臺北市</td>\n",
       "      <td>36</td>\n",
       "      <td>NaN</td>\n",
       "      <td>良好</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>52</td>\n",
       "      <td>36.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>11</td>\n",
       "      <td>15.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>121.529583</td>\n",
       "      <td>25.182722</td>\n",
       "      <td>64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>72</td>\n",
       "      <td>士林</td>\n",
       "      <td>臺北市</td>\n",
       "      <td>67</td>\n",
       "      <td>細懸浮微粒</td>\n",
       "      <td>普通</td>\n",
       "      <td>2.4</td>\n",
       "      <td>0.28</td>\n",
       "      <td>0.4</td>\n",
       "      <td>45</td>\n",
       "      <td>33.0</td>\n",
       "      <td>...</td>\n",
       "      <td>18.0</td>\n",
       "      <td>3.2</td>\n",
       "      <td>332.0</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>22</td>\n",
       "      <td>36.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>121.515389</td>\n",
       "      <td>25.105417</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>38</td>\n",
       "      <td>安南</td>\n",
       "      <td>臺南市</td>\n",
       "      <td>48</td>\n",
       "      <td>NaN</td>\n",
       "      <td>良好</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.12</td>\n",
       "      <td>0.3</td>\n",
       "      <td>27</td>\n",
       "      <td>38.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.7</td>\n",
       "      <td>5.6</td>\n",
       "      <td>243.0</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>15</td>\n",
       "      <td>34.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>120.217500</td>\n",
       "      <td>23.048197</td>\n",
       "      <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>39</td>\n",
       "      <td>善化</td>\n",
       "      <td>臺南市</td>\n",
       "      <td>46</td>\n",
       "      <td>NaN</td>\n",
       "      <td>良好</td>\n",
       "      <td>2.2</td>\n",
       "      <td>0.12</td>\n",
       "      <td>0.2</td>\n",
       "      <td>28</td>\n",
       "      <td>42.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.9</td>\n",
       "      <td>6.6</td>\n",
       "      <td>246.0</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>14</td>\n",
       "      <td>30.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>120.297142</td>\n",
       "      <td>23.115097</td>\n",
       "      <td>44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>臺南(北門)</td>\n",
       "      <td>臺南市</td>\n",
       "      <td>52</td>\n",
       "      <td>細懸浮微粒</td>\n",
       "      <td>普通</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.12</td>\n",
       "      <td>0.2</td>\n",
       "      <td>24</td>\n",
       "      <td>32.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.5</td>\n",
       "      <td>4.2</td>\n",
       "      <td>260.0</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>16</td>\n",
       "      <td>30.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>120.124444</td>\n",
       "      <td>23.264722</td>\n",
       "      <td>310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5</td>\n",
       "      <td>臺南(麻豆)</td>\n",
       "      <td>臺南市</td>\n",
       "      <td>41</td>\n",
       "      <td>NaN</td>\n",
       "      <td>良好</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.49</td>\n",
       "      <td>0.7</td>\n",
       "      <td>26</td>\n",
       "      <td>39.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.8</td>\n",
       "      <td>2.9</td>\n",
       "      <td>259.0</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>13</td>\n",
       "      <td>30.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>120.245831</td>\n",
       "      <td>23.179047</td>\n",
       "      <td>201</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>37</td>\n",
       "      <td>臺南</td>\n",
       "      <td>臺南市</td>\n",
       "      <td>42</td>\n",
       "      <td>NaN</td>\n",
       "      <td>良好</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.13</td>\n",
       "      <td>0.2</td>\n",
       "      <td>26</td>\n",
       "      <td>32.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.5</td>\n",
       "      <td>4.4</td>\n",
       "      <td>228.0</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>13</td>\n",
       "      <td>27.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>120.202617</td>\n",
       "      <td>22.984581</td>\n",
       "      <td>46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>40</td>\n",
       "      <td>新營</td>\n",
       "      <td>臺南市</td>\n",
       "      <td>45</td>\n",
       "      <td>NaN</td>\n",
       "      <td>良好</td>\n",
       "      <td>2.1</td>\n",
       "      <td>0.14</td>\n",
       "      <td>0.3</td>\n",
       "      <td>30</td>\n",
       "      <td>38.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.2</td>\n",
       "      <td>4.0</td>\n",
       "      <td>255.0</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>14</td>\n",
       "      <td>32.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>120.317250</td>\n",
       "      <td>23.305633</td>\n",
       "      <td>43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>8</td>\n",
       "      <td>關山</td>\n",
       "      <td>臺東縣</td>\n",
       "      <td>18</td>\n",
       "      <td>NaN</td>\n",
       "      <td>良好</td>\n",
       "      <td>0.4</td>\n",
       "      <td>-</td>\n",
       "      <td>NaN</td>\n",
       "      <td>18</td>\n",
       "      <td>14.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.5</td>\n",
       "      <td>3.1</td>\n",
       "      <td>216.0</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>5</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>121.161933</td>\n",
       "      <td>23.045083</td>\n",
       "      <td>80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>22</td>\n",
       "      <td>臺東</td>\n",
       "      <td>臺東縣</td>\n",
       "      <td>16</td>\n",
       "      <td>NaN</td>\n",
       "      <td>良好</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.24</td>\n",
       "      <td>0.3</td>\n",
       "      <td>23</td>\n",
       "      <td>17.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.9</td>\n",
       "      <td>2.6</td>\n",
       "      <td>171.0</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>3</td>\n",
       "      <td>13.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>121.150450</td>\n",
       "      <td>22.755358</td>\n",
       "      <td>62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>21</td>\n",
       "      <td>花蓮</td>\n",
       "      <td>花蓮縣</td>\n",
       "      <td>19</td>\n",
       "      <td>NaN</td>\n",
       "      <td>良好</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.13</td>\n",
       "      <td>0.2</td>\n",
       "      <td>25</td>\n",
       "      <td>18.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.8</td>\n",
       "      <td>109.0</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>6</td>\n",
       "      <td>13.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>121.599769</td>\n",
       "      <td>23.971306</td>\n",
       "      <td>63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>56</td>\n",
       "      <td>三義</td>\n",
       "      <td>苗栗縣</td>\n",
       "      <td>83</td>\n",
       "      <td>細懸浮微粒</td>\n",
       "      <td>普通</td>\n",
       "      <td>1.9</td>\n",
       "      <td>0.27</td>\n",
       "      <td>0.3</td>\n",
       "      <td>57</td>\n",
       "      <td>51.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.2</td>\n",
       "      <td>3.3</td>\n",
       "      <td>232.0</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>28</td>\n",
       "      <td>41.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>120.758833</td>\n",
       "      <td>24.382942</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>57</td>\n",
       "      <td>苗栗</td>\n",
       "      <td>苗栗縣</td>\n",
       "      <td>85</td>\n",
       "      <td>細懸浮微粒</td>\n",
       "      <td>普通</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.28</td>\n",
       "      <td>0.4</td>\n",
       "      <td>50</td>\n",
       "      <td>37.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.1</td>\n",
       "      <td>2.1</td>\n",
       "      <td>220.0</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>29</td>\n",
       "      <td>44.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>120.820200</td>\n",
       "      <td>24.565269</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>58</td>\n",
       "      <td>頭份</td>\n",
       "      <td>苗栗縣</td>\n",
       "      <td>80</td>\n",
       "      <td>細懸浮微粒</td>\n",
       "      <td>普通</td>\n",
       "      <td>2.6</td>\n",
       "      <td>0.23</td>\n",
       "      <td>0.4</td>\n",
       "      <td>47</td>\n",
       "      <td>35.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.4</td>\n",
       "      <td>3.2</td>\n",
       "      <td>307.0</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>27</td>\n",
       "      <td>41.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>120.898572</td>\n",
       "      <td>24.696969</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>11</td>\n",
       "      <td>馬祖</td>\n",
       "      <td>連江縣</td>\n",
       "      <td>77</td>\n",
       "      <td>細懸浮微粒</td>\n",
       "      <td>普通</td>\n",
       "      <td>3.7</td>\n",
       "      <td>0.19</td>\n",
       "      <td>0.2</td>\n",
       "      <td>45</td>\n",
       "      <td>22.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.4</td>\n",
       "      <td>1.8</td>\n",
       "      <td>187.0</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>26</td>\n",
       "      <td>35.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>119.949875</td>\n",
       "      <td>26.160469</td>\n",
       "      <td>75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>10</td>\n",
       "      <td>金門</td>\n",
       "      <td>金門縣</td>\n",
       "      <td>83</td>\n",
       "      <td>細懸浮微粒</td>\n",
       "      <td>普通</td>\n",
       "      <td>3.4</td>\n",
       "      <td>0.18</td>\n",
       "      <td>0.2</td>\n",
       "      <td>57</td>\n",
       "      <td>39.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.7</td>\n",
       "      <td>6.8</td>\n",
       "      <td>178.0</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>28</td>\n",
       "      <td>47.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>118.312256</td>\n",
       "      <td>24.432133</td>\n",
       "      <td>77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>7</td>\n",
       "      <td>麥寮</td>\n",
       "      <td>雲林縣</td>\n",
       "      <td>86</td>\n",
       "      <td>細懸浮微粒</td>\n",
       "      <td>普通</td>\n",
       "      <td>1.8</td>\n",
       "      <td>0.16</td>\n",
       "      <td>0.3</td>\n",
       "      <td>40</td>\n",
       "      <td>41.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.9</td>\n",
       "      <td>3.2</td>\n",
       "      <td>278.0</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>30</td>\n",
       "      <td>52.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>120.251825</td>\n",
       "      <td>23.753506</td>\n",
       "      <td>83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>46</td>\n",
       "      <td>斗六</td>\n",
       "      <td>雲林縣</td>\n",
       "      <td>55</td>\n",
       "      <td>細懸浮微粒</td>\n",
       "      <td>普通</td>\n",
       "      <td>2.4</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0.3</td>\n",
       "      <td>49</td>\n",
       "      <td>47.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.1</td>\n",
       "      <td>2.2</td>\n",
       "      <td>266.0</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>17</td>\n",
       "      <td>38.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>120.544994</td>\n",
       "      <td>23.711853</td>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>45</td>\n",
       "      <td>崙背</td>\n",
       "      <td>雲林縣</td>\n",
       "      <td>68</td>\n",
       "      <td>細懸浮微粒</td>\n",
       "      <td>普通</td>\n",
       "      <td>1.9</td>\n",
       "      <td>0.13</td>\n",
       "      <td>0.3</td>\n",
       "      <td>39</td>\n",
       "      <td>45.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.5</td>\n",
       "      <td>3.0</td>\n",
       "      <td>281.0</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>22</td>\n",
       "      <td>46.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>120.348742</td>\n",
       "      <td>23.757547</td>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>42</td>\n",
       "      <td>臺西</td>\n",
       "      <td>雲林縣</td>\n",
       "      <td>94</td>\n",
       "      <td>細懸浮微粒</td>\n",
       "      <td>普通</td>\n",
       "      <td>2.2</td>\n",
       "      <td>0.18</td>\n",
       "      <td>0.3</td>\n",
       "      <td>67</td>\n",
       "      <td>57.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.5</td>\n",
       "      <td>6.0</td>\n",
       "      <td>272.0</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>33</td>\n",
       "      <td>52.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>120.202842</td>\n",
       "      <td>23.717533</td>\n",
       "      <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>27</td>\n",
       "      <td>前鎮</td>\n",
       "      <td>高雄市</td>\n",
       "      <td>25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>良好</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0.4</td>\n",
       "      <td>21</td>\n",
       "      <td>21.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4.8</td>\n",
       "      <td>2.1</td>\n",
       "      <td>180.0</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>8</td>\n",
       "      <td>27.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>120.307564</td>\n",
       "      <td>22.605386</td>\n",
       "      <td>57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>28</td>\n",
       "      <td>前金</td>\n",
       "      <td>高雄市</td>\n",
       "      <td>31</td>\n",
       "      <td>NaN</td>\n",
       "      <td>良好</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.14</td>\n",
       "      <td>0.3</td>\n",
       "      <td>26</td>\n",
       "      <td>23.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.5</td>\n",
       "      <td>3.7</td>\n",
       "      <td>210.0</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>10</td>\n",
       "      <td>20.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>120.288086</td>\n",
       "      <td>22.632567</td>\n",
       "      <td>56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>29</td>\n",
       "      <td>左營</td>\n",
       "      <td>高雄市</td>\n",
       "      <td>35</td>\n",
       "      <td>NaN</td>\n",
       "      <td>良好</td>\n",
       "      <td>2.4</td>\n",
       "      <td>0.13</td>\n",
       "      <td>0.3</td>\n",
       "      <td>22</td>\n",
       "      <td>25.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.1</td>\n",
       "      <td>3.9</td>\n",
       "      <td>245.0</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>11</td>\n",
       "      <td>24.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>120.292917</td>\n",
       "      <td>22.674861</td>\n",
       "      <td>54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>31</td>\n",
       "      <td>林園</td>\n",
       "      <td>高雄市</td>\n",
       "      <td>25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>良好</td>\n",
       "      <td>1.1</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.1</td>\n",
       "      <td>22</td>\n",
       "      <td>26.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.7</td>\n",
       "      <td>3.5</td>\n",
       "      <td>208.0</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>8</td>\n",
       "      <td>23.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>120.411750</td>\n",
       "      <td>22.479500</td>\n",
       "      <td>52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>32</td>\n",
       "      <td>大寮</td>\n",
       "      <td>高雄市</td>\n",
       "      <td>32</td>\n",
       "      <td>NaN</td>\n",
       "      <td>良好</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.1</td>\n",
       "      <td>21</td>\n",
       "      <td>26.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.3</td>\n",
       "      <td>2.9</td>\n",
       "      <td>198.0</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>10</td>\n",
       "      <td>26.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>120.425081</td>\n",
       "      <td>22.565747</td>\n",
       "      <td>51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>33</td>\n",
       "      <td>鳳山</td>\n",
       "      <td>高雄市</td>\n",
       "      <td>34</td>\n",
       "      <td>NaN</td>\n",
       "      <td>良好</td>\n",
       "      <td>2.3</td>\n",
       "      <td>0.29</td>\n",
       "      <td>0.4</td>\n",
       "      <td>19</td>\n",
       "      <td>28.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4.9</td>\n",
       "      <td>2.0</td>\n",
       "      <td>209.0</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>10</td>\n",
       "      <td>29.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>120.358083</td>\n",
       "      <td>22.627392</td>\n",
       "      <td>50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>34</td>\n",
       "      <td>仁武</td>\n",
       "      <td>高雄市</td>\n",
       "      <td>44</td>\n",
       "      <td>NaN</td>\n",
       "      <td>良好</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.16</td>\n",
       "      <td>0.3</td>\n",
       "      <td>25</td>\n",
       "      <td>32.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.7</td>\n",
       "      <td>4.2</td>\n",
       "      <td>223.0</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>14</td>\n",
       "      <td>26.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>120.332631</td>\n",
       "      <td>22.689056</td>\n",
       "      <td>49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>13</td>\n",
       "      <td>復興</td>\n",
       "      <td>高雄市</td>\n",
       "      <td>31</td>\n",
       "      <td>NaN</td>\n",
       "      <td>良好</td>\n",
       "      <td>1.8</td>\n",
       "      <td>0.12</td>\n",
       "      <td>0.3</td>\n",
       "      <td>22</td>\n",
       "      <td>22.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.7</td>\n",
       "      <td>2.1</td>\n",
       "      <td>210.0</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>10</td>\n",
       "      <td>28.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>120.312017</td>\n",
       "      <td>22.608711</td>\n",
       "      <td>71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>35</td>\n",
       "      <td>橋頭</td>\n",
       "      <td>高雄市</td>\n",
       "      <td>37</td>\n",
       "      <td>NaN</td>\n",
       "      <td>良好</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.13</td>\n",
       "      <td>0.3</td>\n",
       "      <td>23</td>\n",
       "      <td>31.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.8</td>\n",
       "      <td>6.1</td>\n",
       "      <td>240.0</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>11</td>\n",
       "      <td>26.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>120.305689</td>\n",
       "      <td>22.757506</td>\n",
       "      <td>48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>36</td>\n",
       "      <td>美濃</td>\n",
       "      <td>高雄市</td>\n",
       "      <td>50</td>\n",
       "      <td>NaN</td>\n",
       "      <td>良好</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.12</td>\n",
       "      <td>0.2</td>\n",
       "      <td>38</td>\n",
       "      <td>39.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.1</td>\n",
       "      <td>2.7</td>\n",
       "      <td>230.0</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>15</td>\n",
       "      <td>28.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>120.530542</td>\n",
       "      <td>22.883583</td>\n",
       "      <td>47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>26</td>\n",
       "      <td>小港</td>\n",
       "      <td>高雄市</td>\n",
       "      <td>36</td>\n",
       "      <td>NaN</td>\n",
       "      <td>良好</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.12</td>\n",
       "      <td>0.2</td>\n",
       "      <td>18</td>\n",
       "      <td>21.0</td>\n",
       "      <td>...</td>\n",
       "      <td>7.6</td>\n",
       "      <td>2.0</td>\n",
       "      <td>225.0</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>11</td>\n",
       "      <td>37.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>120.337736</td>\n",
       "      <td>22.565833</td>\n",
       "      <td>58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>30</td>\n",
       "      <td>楠梓</td>\n",
       "      <td>高雄市</td>\n",
       "      <td>45</td>\n",
       "      <td>NaN</td>\n",
       "      <td>良好</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.12</td>\n",
       "      <td>0.3</td>\n",
       "      <td>25</td>\n",
       "      <td>33.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.1</td>\n",
       "      <td>2.8</td>\n",
       "      <td>228.0</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>14</td>\n",
       "      <td>30.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>120.328289</td>\n",
       "      <td>22.733667</td>\n",
       "      <td>53</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>83 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     SiteName County  AQI Pollutant Status  SO2    CO  CO_8hr   O3  O3_8hr  \\\n",
       "47         南投    南投縣   67     細懸浮微粒     普通  3.7  0.26     0.3   76    55.0   \n",
       "15         竹山    南投縣   58     細懸浮微粒     普通  1.7  0.18     0.2   60    51.0   \n",
       "12         埔里    南投縣   64     細懸浮微粒     普通  1.8  0.29     0.3   65    49.0   \n",
       "41         嘉義    嘉義市   40       NaN     良好  0.6  0.16     0.3   35    35.0   \n",
       "44         新港    嘉義縣   52     細懸浮微粒     普通  1.2  0.14     0.3   45    36.0   \n",
       "43         朴子    嘉義縣   55     細懸浮微粒     普通  1.4  0.16     0.3   31    38.0   \n",
       "82         基隆    基隆市   60     細懸浮微粒     普通  1.4  0.25     0.4   63    46.0   \n",
       "18         冬山    宜蘭縣   35       NaN     良好  1.5  0.18     0.3   23    15.0   \n",
       "19         宜蘭    宜蘭縣   37       NaN     良好  2.3  0.22     0.3   33    25.0   \n",
       "2      屏東(琉球)    屏東縣   27       NaN     良好  1.2  0.13     0.2   23    29.0   \n",
       "25         屏東    屏東縣   31       NaN     良好  3.1  0.19     0.3   32    34.0   \n",
       "24         潮州    屏東縣   27       NaN     良好  1.6  0.07     0.1   21    29.0   \n",
       "23         恆春    屏東縣   19       NaN     良好  1.0  0.07     0.1   23    20.0   \n",
       "48         二林    彰化縣   82     細懸浮微粒     普通  2.1  0.17     0.3   44    40.0   \n",
       "49         線西    彰化縣   89     細懸浮微粒     普通  2.2  0.16     0.3   73    62.0   \n",
       "50         彰化    彰化縣   77     細懸浮微粒     普通  3.4  0.25     0.4   58    49.0   \n",
       "4      彰化(大城)    彰化縣   71     細懸浮微粒     普通  2.3  0.36     0.4   62    49.0   \n",
       "6         富貴角    新北市   65     細懸浮微粒     普通  0.7  0.18     0.3   62    35.0   \n",
       "3      新北(樹林)    新北市   76     細懸浮微粒     普通  3.7  0.38     0.4   83    49.0   \n",
       "73         淡水    新北市   89     細懸浮微粒     普通  3.2  0.32     0.4   83    39.0   \n",
       "81         汐止    新北市   72     細懸浮微粒     普通  4.4  0.37     0.5   83    56.0   \n",
       "74         林口    新北市   79     細懸浮微粒     普通  4.7  0.23     0.4   69    45.0   \n",
       "14         永和    新北市   80     細懸浮微粒     普通  4.3  0.97     1.1   50    40.0   \n",
       "75         菜寮    新北市   87     細懸浮微粒     普通  3.1   0.3     0.7   52    30.0   \n",
       "76         新莊    新北市   80     細懸浮微粒     普通  3.9  0.37     0.6   87    49.0   \n",
       "80         萬里    新北市   64     細懸浮微粒     普通  2.2  0.31     0.3   75    52.0   \n",
       "79         新店    新北市   74     細懸浮微粒     普通  2.6  0.37     0.4   72    57.0   \n",
       "78         土城    新北市   84     細懸浮微粒     普通  3.2  0.37     0.5   95    58.0   \n",
       "17         三重    新北市   96     細懸浮微粒     普通  3.6  0.76     1.1    -     NaN   \n",
       "77         板橋    新北市   86     細懸浮微粒     普通  3.9  0.36     0.5   80    49.0   \n",
       "59         新竹    新竹市   80     細懸浮微粒     普通  1.3  0.29     0.4   54    47.0   \n",
       "61         湖口    新竹縣   79     細懸浮微粒     普通  2.3  0.19     0.3   53    47.0   \n",
       "60         竹東    新竹縣   81     細懸浮微粒     普通  2.6   0.3     0.4   80    57.0   \n",
       "66         桃園    桃園市   91     細懸浮微粒     普通  1.9  0.27     0.5   57    37.0   \n",
       "63         平鎮    桃園市   79     細懸浮微粒     普通  2.7  0.29     0.4   52    47.0   \n",
       "64         觀音    桃園市   83     細懸浮微粒     普通  NaN   NaN     0.3  NaN    29.0   \n",
       "62         龍潭    桃園市   79     細懸浮微粒     普通  5.0  0.33     0.4   79    58.0   \n",
       "65         大園    桃園市   85     細懸浮微粒     普通  2.5  0.24     0.4   56    39.0   \n",
       "0   桃園(觀音工業區)    桃園市   87     細懸浮微粒     普通  2.8  0.14     0.2   41    23.0   \n",
       "16         中壢    桃園市   74     細懸浮微粒     普通  3.5  0.82     1.0   45    36.0   \n",
       "9          馬公    澎湖縣   77     臭氧八小時     普通  1.0  0.17     0.2   60    63.0   \n",
       "52         忠明    臺中市   72     細懸浮微粒     普通  2.7   0.3     0.4   66    48.0   \n",
       "55         豐原    臺中市   74     臭氧八小時     普通  3.6  0.32     0.4   80    62.0   \n",
       "51         西屯    臺中市   78     細懸浮微粒     普通  2.7  0.24     0.3   78    58.0   \n",
       "54         沙鹿    臺中市   87     細懸浮微粒     普通  8.2  0.46     0.4   62    60.0   \n",
       "53         大里    臺中市   70     細懸浮微粒     普通  3.0   0.3     0.4   72    49.0   \n",
       "67         大同    臺北市   86     細懸浮微粒     普通  3.0  0.65     1.1    -     NaN   \n",
       "68         松山    臺北市   80     細懸浮微粒     普通  2.0  0.25     0.5   71    50.0   \n",
       "69         古亭    臺北市   79     細懸浮微粒     普通  2.9  0.36     0.5   68    53.0   \n",
       "70         萬華    臺北市   83     細懸浮微粒     普通  1.5  0.41     0.7   60    44.0   \n",
       "71         中山    臺北市   80     細懸浮微粒     普通  0.8  0.34     0.7   70    43.0   \n",
       "20         陽明    臺北市   36       NaN     良好  0.9   0.2     0.2   52    36.0   \n",
       "72         士林    臺北市   67     細懸浮微粒     普通  2.4  0.28     0.4   45    33.0   \n",
       "38         安南    臺南市   48       NaN     良好  1.4  0.12     0.3   27    38.0   \n",
       "39         善化    臺南市   46       NaN     良好  2.2  0.12     0.2   28    42.0   \n",
       "1      臺南(北門)    臺南市   52     細懸浮微粒     普通  0.3  0.12     0.2   24    32.0   \n",
       "5      臺南(麻豆)    臺南市   41       NaN     良好  2.0  0.49     0.7   26    39.0   \n",
       "37         臺南    臺南市   42       NaN     良好  1.4  0.13     0.2   26    32.0   \n",
       "40         新營    臺南市   45       NaN     良好  2.1  0.14     0.3   30    38.0   \n",
       "8          關山    臺東縣   18       NaN     良好  0.4     -     NaN   18    14.0   \n",
       "22         臺東    臺東縣   16       NaN     良好  1.3  0.24     0.3   23    17.0   \n",
       "21         花蓮    花蓮縣   19       NaN     良好  1.4  0.13     0.2   25    18.0   \n",
       "56         三義    苗栗縣   83     細懸浮微粒     普通  1.9  0.27     0.3   57    51.0   \n",
       "57         苗栗    苗栗縣   85     細懸浮微粒     普通  2.0  0.28     0.4   50    37.0   \n",
       "58         頭份    苗栗縣   80     細懸浮微粒     普通  2.6  0.23     0.4   47    35.0   \n",
       "11         馬祖    連江縣   77     細懸浮微粒     普通  3.7  0.19     0.2   45    22.0   \n",
       "10         金門    金門縣   83     細懸浮微粒     普通  3.4  0.18     0.2   57    39.0   \n",
       "7          麥寮    雲林縣   86     細懸浮微粒     普通  1.8  0.16     0.3   40    41.0   \n",
       "46         斗六    雲林縣   55     細懸浮微粒     普通  2.4  0.22     0.3   49    47.0   \n",
       "45         崙背    雲林縣   68     細懸浮微粒     普通  1.9  0.13     0.3   39    45.0   \n",
       "42         臺西    雲林縣   94     細懸浮微粒     普通  2.2  0.18     0.3   67    57.0   \n",
       "27         前鎮    高雄市   25       NaN     良好  1.0  0.22     0.4   21    21.0   \n",
       "28         前金    高雄市   31       NaN     良好  0.9  0.14     0.3   26    23.0   \n",
       "29         左營    高雄市   35       NaN     良好  2.4  0.13     0.3   22    25.0   \n",
       "31         林園    高雄市   25       NaN     良好  1.1  0.06     0.1   22    26.0   \n",
       "32         大寮    高雄市   32       NaN     良好  1.5  0.09     0.1   21    26.0   \n",
       "33         鳳山    高雄市   34       NaN     良好  2.3  0.29     0.4   19    28.0   \n",
       "34         仁武    高雄市   44       NaN     良好  1.5  0.16     0.3   25    32.0   \n",
       "13         復興    高雄市   31       NaN     良好  1.8  0.12     0.3   22    22.0   \n",
       "35         橋頭    高雄市   37       NaN     良好  1.5  0.13     0.3   23    31.0   \n",
       "36         美濃    高雄市   50       NaN     良好  1.4  0.12     0.2   38    39.0   \n",
       "26         小港    高雄市   36       NaN     良好  1.4  0.12     0.2   18    21.0   \n",
       "30         楠梓    高雄市   45       NaN     良好  1.5  0.12     0.3   25    33.0   \n",
       "\n",
       "    ...    NO  WindSpeed  WindDirec       PublishTime  PM2.5_AVG  PM10_AVG  \\\n",
       "47  ...   1.0        2.8      316.0  2020-05-02 14:00         22      38.0   \n",
       "15  ...   1.1        2.9      312.0  2020-05-02 14:00         19      37.0   \n",
       "12  ...   1.2        3.4      283.0  2020-05-02 14:00         21      30.0   \n",
       "41  ...   0.8        3.8      276.0  2020-05-02 14:00         12      29.0   \n",
       "44  ...   1.4        3.4      272.0  2020-05-02 14:00         16      39.0   \n",
       "43  ...   2.7        3.7      253.0  2020-05-02 14:00         17      33.0   \n",
       "82  ...   1.7        1.8       88.0  2020-05-02 14:00         19      30.0   \n",
       "18  ...   3.5        2.3      358.0  2020-05-02 14:00         11      22.0   \n",
       "19  ...   1.7        2.3      110.0  2020-05-02 14:00         12      23.0   \n",
       "2   ...   0.7        2.1      183.0  2020-05-02 14:00          7      13.0   \n",
       "25  ...   1.6        3.7      173.0  2020-05-02 14:00          9      25.0   \n",
       "24  ...   0.4        4.1      237.0  2020-05-02 14:00          8      21.0   \n",
       "23  ...   0.7        4.0      181.0  2020-05-02 14:00          5       8.0   \n",
       "48  ...   0.9        3.4      279.0  2020-05-02 14:00         28      58.0   \n",
       "49  ...   1.6        2.6      299.0  2020-05-02 14:00         31      53.0   \n",
       "50  ...   1.5        3.0      283.0  2020-05-02 14:00         26      46.0   \n",
       "4   ...   0.7        3.8      296.0  2020-05-02 14:00         24      55.0   \n",
       "6   ...   0.4        3.2      288.0  2020-05-02 14:00         21      36.0   \n",
       "3   ...   0.1        1.3       67.0  2020-05-02 14:00         26      45.0   \n",
       "73  ...   0.2        NaN        NaN  2020-05-02 14:00         31      45.0   \n",
       "81  ...   1.8        2.9       33.0  2020-05-02 14:00         24      39.0   \n",
       "74  ...   1.0        3.7      272.0  2020-05-02 14:00         27      39.0   \n",
       "14  ...  11.0        1.5       28.0  2020-05-02 14:00         27      43.0   \n",
       "75  ...   1.5        3.0      330.0  2020-05-02 14:00         30      45.0   \n",
       "76  ...   1.7        3.2      244.0  2020-05-02 14:00         27      43.0   \n",
       "80  ...   1.8        1.9       46.0  2020-05-02 14:00         21      36.0   \n",
       "79  ...   0.9        2.3      350.0  2020-05-02 14:00         25      36.0   \n",
       "78  ...   0.9        2.3      303.0  2020-05-02 14:00         29      42.0   \n",
       "17  ...  27.0        NaN        NaN  2020-05-02 14:00         34      51.0   \n",
       "77  ...   1.1        2.8      295.0  2020-05-02 14:00         30      45.0   \n",
       "59  ...   2.1        2.0      268.0  2020-05-02 14:00         27      40.0   \n",
       "61  ...   0.1        2.5      249.0  2020-05-02 14:00         27      42.0   \n",
       "60  ...   0.9        2.8      213.0  2020-05-02 14:00         28      40.0   \n",
       "66  ...   1.3        2.6      299.0  2020-05-02 14:00         32      50.0   \n",
       "63  ...   5.9        2.8      266.0  2020-05-02 14:00         27      52.0   \n",
       "64  ...   NaN        NaN        NaN  2020-05-02 14:00         29      46.0   \n",
       "62  ...   1.8        2.9      272.0  2020-05-02 14:00         27      37.0   \n",
       "65  ...   2.1        3.8      267.0  2020-05-02 14:00         30      46.0   \n",
       "0   ...   1.8        1.6      255.0  2020-05-02 14:00         30      43.0   \n",
       "16  ...  19.0        1.5       46.0  2020-05-02 14:00         25      43.0   \n",
       "9   ...   2.3        1.7      252.0  2020-05-02 14:00         20       NaN   \n",
       "52  ...   1.0        2.5      262.0  2020-05-02 14:00         24      41.0   \n",
       "55  ...   1.0        3.5      266.0  2020-05-02 14:00         23      42.0   \n",
       "51  ...   0.0        2.1      278.0  2020-05-02 14:00         27      44.0   \n",
       "54  ...   2.8        3.0      238.0  2020-05-02 14:00         30      49.0   \n",
       "53  ...   1.1        3.6      264.0  2020-05-02 14:00         23      46.0   \n",
       "67  ...   6.2        NaN        NaN  2020-05-02 14:00         30      46.0   \n",
       "68  ...   9.2        1.8       26.0  2020-05-02 14:00         27      39.0   \n",
       "69  ...   1.0        1.4        5.9  2020-05-02 14:00         27      40.0   \n",
       "70  ...   2.1        1.4       23.0  2020-05-02 14:00         29      44.0   \n",
       "71  ...   2.8        3.2      346.0  2020-05-02 14:00         27      40.0   \n",
       "20  ...   1.4        NaN        NaN  2020-05-02 14:00         11      15.0   \n",
       "72  ...  18.0        3.2      332.0  2020-05-02 14:00         22      36.0   \n",
       "38  ...   0.7        5.6      243.0  2020-05-02 14:00         15      34.0   \n",
       "39  ...   0.9        6.6      246.0  2020-05-02 14:00         14      30.0   \n",
       "1   ...   0.5        4.2      260.0  2020-05-02 14:00         16      30.0   \n",
       "5   ...   1.8        2.9      259.0  2020-05-02 14:00         13      30.0   \n",
       "37  ...   1.5        4.4      228.0  2020-05-02 14:00         13      27.0   \n",
       "40  ...   1.2        4.0      255.0  2020-05-02 14:00         14      32.0   \n",
       "8   ...   0.5        3.1      216.0  2020-05-02 14:00          5       6.0   \n",
       "22  ...   2.9        2.6      171.0  2020-05-02 14:00          3      13.0   \n",
       "21  ...   2.0        2.8      109.0  2020-05-02 14:00          6      13.0   \n",
       "56  ...   1.2        3.3      232.0  2020-05-02 14:00         28      41.0   \n",
       "57  ...   1.1        2.1      220.0  2020-05-02 14:00         29      44.0   \n",
       "58  ...   1.4        3.2      307.0  2020-05-02 14:00         27      41.0   \n",
       "11  ...   1.4        1.8      187.0  2020-05-02 14:00         26      35.0   \n",
       "10  ...   0.7        6.8      178.0  2020-05-02 14:00         28      47.0   \n",
       "7   ...   1.9        3.2      278.0  2020-05-02 14:00         30      52.0   \n",
       "46  ...   2.1        2.2      266.0  2020-05-02 14:00         17      38.0   \n",
       "45  ...   0.5        3.0      281.0  2020-05-02 14:00         22      46.0   \n",
       "42  ...   0.5        6.0      272.0  2020-05-02 14:00         33      52.0   \n",
       "27  ...   4.8        2.1      180.0  2020-05-02 14:00          8      27.0   \n",
       "28  ...   1.5        3.7      210.0  2020-05-02 14:00         10      20.0   \n",
       "29  ...   2.1        3.9      245.0  2020-05-02 14:00         11      24.0   \n",
       "31  ...   0.7        3.5      208.0  2020-05-02 14:00          8      23.0   \n",
       "32  ...   1.3        2.9      198.0  2020-05-02 14:00         10      26.0   \n",
       "33  ...   4.9        2.0      209.0  2020-05-02 14:00         10      29.0   \n",
       "34  ...   2.7        4.2      223.0  2020-05-02 14:00         14      26.0   \n",
       "13  ...   2.7        2.1      210.0  2020-05-02 14:00         10      28.0   \n",
       "35  ...   1.8        6.1      240.0  2020-05-02 14:00         11      26.0   \n",
       "36  ...   0.1        2.7      230.0  2020-05-02 14:00         15      28.0   \n",
       "26  ...   7.6        2.0      225.0  2020-05-02 14:00         11      37.0   \n",
       "30  ...   1.1        2.8      228.0  2020-05-02 14:00         14      30.0   \n",
       "\n",
       "    SO2_AVG   Longitude   Latitude  SiteId  \n",
       "47      3.0  120.685306  23.913000      36  \n",
       "15      2.0  120.677306  23.756389      69  \n",
       "12      2.0  120.967903  23.968842      72  \n",
       "41      2.0  120.440833  23.462778      42  \n",
       "44      2.0  120.345531  23.554839      39  \n",
       "43      2.0  120.247810  23.467123      40  \n",
       "82      2.0  121.760056  25.129167       1  \n",
       "18      1.0  121.792928  24.632203      66  \n",
       "19      2.0  121.746394  24.747917      65  \n",
       "2       2.0  120.377222  22.352222     204  \n",
       "25      2.0  120.488033  22.673081      59  \n",
       "24      2.0  120.561175  22.523108      60  \n",
       "23      1.0  120.788928  21.958069      61  \n",
       "48      3.0  120.409653  23.925175      35  \n",
       "49      4.0  120.469061  24.131672      34  \n",
       "50      5.0  120.541519  24.066000      33  \n",
       "4       3.0  120.273117  23.843139     202  \n",
       "6       1.0  121.536763  25.298562      84  \n",
       "3       3.0  121.383528  24.949028     203  \n",
       "73      3.0  121.449239  25.164500      10  \n",
       "81      3.0  121.642300  25.067131       2  \n",
       "74      4.0  121.376869  25.077197       9  \n",
       "14      3.0  121.516306  25.017000      70  \n",
       "75      3.0  121.481028  25.068950       8  \n",
       "76      4.0  121.432500  25.037972       7  \n",
       "80      2.0  121.689881  25.179667       3  \n",
       "79      2.0  121.537778  24.977222       4  \n",
       "78      3.0  121.451861  24.982528       5  \n",
       "17      3.0  121.493806  25.072611      67  \n",
       "77      4.0  121.458667  25.012972       6  \n",
       "59      2.0  120.972075  24.805619      24  \n",
       "61      3.0  121.038653  24.900142      22  \n",
       "60      2.0  121.088903  24.740644      23  \n",
       "66      4.0  121.304383  24.995368      17  \n",
       "63      3.0  121.203986  24.952786      20  \n",
       "64      NaN  121.082761  25.035503      19  \n",
       "62      3.0  121.216350  24.863869      21  \n",
       "65      3.0  121.201811  25.060344      18  \n",
       "0       2.0  121.128044  25.063039     312  \n",
       "16      3.0  121.221667  24.953278      68  \n",
       "9       1.0  119.566158  23.569031      78  \n",
       "52      2.0  120.641092  24.151958      31  \n",
       "55      2.0  120.741711  24.256586      28  \n",
       "51      3.0  120.616917  24.162197      32  \n",
       "54      2.0  120.568794  24.225628      29  \n",
       "53      3.0  120.677689  24.099611      30  \n",
       "67      3.0  121.513311  25.063200      16  \n",
       "68      3.0  121.578611  25.050000      15  \n",
       "69      3.0  121.529556  25.020608      14  \n",
       "70      3.0  121.507972  25.046503      13  \n",
       "71      2.0  121.526528  25.062361      12  \n",
       "20      1.0  121.529583  25.182722      64  \n",
       "72      3.0  121.515389  25.105417      11  \n",
       "38      3.0  120.217500  23.048197      45  \n",
       "39      3.0  120.297142  23.115097      44  \n",
       "1       1.0  120.124444  23.264722     310  \n",
       "5       4.0  120.245831  23.179047     201  \n",
       "37      2.0  120.202617  22.984581      46  \n",
       "40      NaN  120.317250  23.305633      43  \n",
       "8       1.0  121.161933  23.045083      80  \n",
       "22      1.0  121.150450  22.755358      62  \n",
       "21      1.0  121.599769  23.971306      63  \n",
       "56      1.0  120.758833  24.382942      27  \n",
       "57      2.0  120.820200  24.565269      26  \n",
       "58      2.0  120.898572  24.696969      25  \n",
       "11      3.0  119.949875  26.160469      75  \n",
       "10      3.0  118.312256  24.432133      77  \n",
       "7       3.0  120.251825  23.753506      83  \n",
       "46      3.0  120.544994  23.711853      37  \n",
       "45      3.0  120.348742  23.757547      38  \n",
       "42      4.0  120.202842  23.717533      41  \n",
       "27      3.0  120.307564  22.605386      57  \n",
       "28      2.0  120.288086  22.632567      56  \n",
       "29      3.0  120.292917  22.674861      54  \n",
       "31      2.0  120.411750  22.479500      52  \n",
       "32      2.0  120.425081  22.565747      51  \n",
       "33      3.0  120.358083  22.627392      50  \n",
       "34      2.0  120.332631  22.689056      49  \n",
       "13      3.0  120.312017  22.608711      71  \n",
       "35      2.0  120.305689  22.757506      48  \n",
       "36      2.0  120.530542  22.883583      47  \n",
       "26      2.0  120.337736  22.565833      58  \n",
       "30      3.0  120.328289  22.733667      53  \n",
       "\n",
       "[83 rows x 24 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sorted_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "final_df = sorted_df.loc[:,['County', 'SiteName', 'AQI','PublishTime','PM2.5_AVG']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "final_df.columns = ['縣市','位置','空氣品質','發佈時間','PM2.5']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "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>縣市</th>\n",
       "      <th>位置</th>\n",
       "      <th>空氣品質</th>\n",
       "      <th>發佈時間</th>\n",
       "      <th>PM2.5</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>47</td>\n",
       "      <td>南投縣</td>\n",
       "      <td>南投</td>\n",
       "      <td>67</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>15</td>\n",
       "      <td>南投縣</td>\n",
       "      <td>竹山</td>\n",
       "      <td>58</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>12</td>\n",
       "      <td>南投縣</td>\n",
       "      <td>埔里</td>\n",
       "      <td>64</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>41</td>\n",
       "      <td>嘉義市</td>\n",
       "      <td>嘉義</td>\n",
       "      <td>40</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>44</td>\n",
       "      <td>嘉義縣</td>\n",
       "      <td>新港</td>\n",
       "      <td>52</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>43</td>\n",
       "      <td>嘉義縣</td>\n",
       "      <td>朴子</td>\n",
       "      <td>55</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>82</td>\n",
       "      <td>基隆市</td>\n",
       "      <td>基隆</td>\n",
       "      <td>60</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>18</td>\n",
       "      <td>宜蘭縣</td>\n",
       "      <td>冬山</td>\n",
       "      <td>35</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>19</td>\n",
       "      <td>宜蘭縣</td>\n",
       "      <td>宜蘭</td>\n",
       "      <td>37</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>屏東縣</td>\n",
       "      <td>屏東(琉球)</td>\n",
       "      <td>27</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>25</td>\n",
       "      <td>屏東縣</td>\n",
       "      <td>屏東</td>\n",
       "      <td>31</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>24</td>\n",
       "      <td>屏東縣</td>\n",
       "      <td>潮州</td>\n",
       "      <td>27</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>23</td>\n",
       "      <td>屏東縣</td>\n",
       "      <td>恆春</td>\n",
       "      <td>19</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>48</td>\n",
       "      <td>彰化縣</td>\n",
       "      <td>二林</td>\n",
       "      <td>82</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>49</td>\n",
       "      <td>彰化縣</td>\n",
       "      <td>線西</td>\n",
       "      <td>89</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>50</td>\n",
       "      <td>彰化縣</td>\n",
       "      <td>彰化</td>\n",
       "      <td>77</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>彰化縣</td>\n",
       "      <td>彰化(大城)</td>\n",
       "      <td>71</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>6</td>\n",
       "      <td>新北市</td>\n",
       "      <td>富貴角</td>\n",
       "      <td>65</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>新北市</td>\n",
       "      <td>新北(樹林)</td>\n",
       "      <td>76</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>73</td>\n",
       "      <td>新北市</td>\n",
       "      <td>淡水</td>\n",
       "      <td>89</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>81</td>\n",
       "      <td>新北市</td>\n",
       "      <td>汐止</td>\n",
       "      <td>72</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>74</td>\n",
       "      <td>新北市</td>\n",
       "      <td>林口</td>\n",
       "      <td>79</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>新北市</td>\n",
       "      <td>永和</td>\n",
       "      <td>80</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>75</td>\n",
       "      <td>新北市</td>\n",
       "      <td>菜寮</td>\n",
       "      <td>87</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>76</td>\n",
       "      <td>新北市</td>\n",
       "      <td>新莊</td>\n",
       "      <td>80</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>80</td>\n",
       "      <td>新北市</td>\n",
       "      <td>萬里</td>\n",
       "      <td>64</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>79</td>\n",
       "      <td>新北市</td>\n",
       "      <td>新店</td>\n",
       "      <td>74</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>78</td>\n",
       "      <td>新北市</td>\n",
       "      <td>土城</td>\n",
       "      <td>84</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>17</td>\n",
       "      <td>新北市</td>\n",
       "      <td>三重</td>\n",
       "      <td>96</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>77</td>\n",
       "      <td>新北市</td>\n",
       "      <td>板橋</td>\n",
       "      <td>86</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>59</td>\n",
       "      <td>新竹市</td>\n",
       "      <td>新竹</td>\n",
       "      <td>80</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>61</td>\n",
       "      <td>新竹縣</td>\n",
       "      <td>湖口</td>\n",
       "      <td>79</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>60</td>\n",
       "      <td>新竹縣</td>\n",
       "      <td>竹東</td>\n",
       "      <td>81</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>66</td>\n",
       "      <td>桃園市</td>\n",
       "      <td>桃園</td>\n",
       "      <td>91</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>63</td>\n",
       "      <td>桃園市</td>\n",
       "      <td>平鎮</td>\n",
       "      <td>79</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>64</td>\n",
       "      <td>桃園市</td>\n",
       "      <td>觀音</td>\n",
       "      <td>83</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>62</td>\n",
       "      <td>桃園市</td>\n",
       "      <td>龍潭</td>\n",
       "      <td>79</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>65</td>\n",
       "      <td>桃園市</td>\n",
       "      <td>大園</td>\n",
       "      <td>85</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>桃園市</td>\n",
       "      <td>桃園(觀音工業區)</td>\n",
       "      <td>87</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>16</td>\n",
       "      <td>桃園市</td>\n",
       "      <td>中壢</td>\n",
       "      <td>74</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9</td>\n",
       "      <td>澎湖縣</td>\n",
       "      <td>馬公</td>\n",
       "      <td>77</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>52</td>\n",
       "      <td>臺中市</td>\n",
       "      <td>忠明</td>\n",
       "      <td>72</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>55</td>\n",
       "      <td>臺中市</td>\n",
       "      <td>豐原</td>\n",
       "      <td>74</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>51</td>\n",
       "      <td>臺中市</td>\n",
       "      <td>西屯</td>\n",
       "      <td>78</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>54</td>\n",
       "      <td>臺中市</td>\n",
       "      <td>沙鹿</td>\n",
       "      <td>87</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>53</td>\n",
       "      <td>臺中市</td>\n",
       "      <td>大里</td>\n",
       "      <td>70</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>67</td>\n",
       "      <td>臺北市</td>\n",
       "      <td>大同</td>\n",
       "      <td>86</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>68</td>\n",
       "      <td>臺北市</td>\n",
       "      <td>松山</td>\n",
       "      <td>80</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>69</td>\n",
       "      <td>臺北市</td>\n",
       "      <td>古亭</td>\n",
       "      <td>79</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>70</td>\n",
       "      <td>臺北市</td>\n",
       "      <td>萬華</td>\n",
       "      <td>83</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>71</td>\n",
       "      <td>臺北市</td>\n",
       "      <td>中山</td>\n",
       "      <td>80</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>20</td>\n",
       "      <td>臺北市</td>\n",
       "      <td>陽明</td>\n",
       "      <td>36</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>72</td>\n",
       "      <td>臺北市</td>\n",
       "      <td>士林</td>\n",
       "      <td>67</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>38</td>\n",
       "      <td>臺南市</td>\n",
       "      <td>安南</td>\n",
       "      <td>48</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>39</td>\n",
       "      <td>臺南市</td>\n",
       "      <td>善化</td>\n",
       "      <td>46</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>臺南市</td>\n",
       "      <td>臺南(北門)</td>\n",
       "      <td>52</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5</td>\n",
       "      <td>臺南市</td>\n",
       "      <td>臺南(麻豆)</td>\n",
       "      <td>41</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>37</td>\n",
       "      <td>臺南市</td>\n",
       "      <td>臺南</td>\n",
       "      <td>42</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>40</td>\n",
       "      <td>臺南市</td>\n",
       "      <td>新營</td>\n",
       "      <td>45</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>8</td>\n",
       "      <td>臺東縣</td>\n",
       "      <td>關山</td>\n",
       "      <td>18</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>22</td>\n",
       "      <td>臺東縣</td>\n",
       "      <td>臺東</td>\n",
       "      <td>16</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>21</td>\n",
       "      <td>花蓮縣</td>\n",
       "      <td>花蓮</td>\n",
       "      <td>19</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>56</td>\n",
       "      <td>苗栗縣</td>\n",
       "      <td>三義</td>\n",
       "      <td>83</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>57</td>\n",
       "      <td>苗栗縣</td>\n",
       "      <td>苗栗</td>\n",
       "      <td>85</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>58</td>\n",
       "      <td>苗栗縣</td>\n",
       "      <td>頭份</td>\n",
       "      <td>80</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>11</td>\n",
       "      <td>連江縣</td>\n",
       "      <td>馬祖</td>\n",
       "      <td>77</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>10</td>\n",
       "      <td>金門縣</td>\n",
       "      <td>金門</td>\n",
       "      <td>83</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>7</td>\n",
       "      <td>雲林縣</td>\n",
       "      <td>麥寮</td>\n",
       "      <td>86</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>46</td>\n",
       "      <td>雲林縣</td>\n",
       "      <td>斗六</td>\n",
       "      <td>55</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>45</td>\n",
       "      <td>雲林縣</td>\n",
       "      <td>崙背</td>\n",
       "      <td>68</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>42</td>\n",
       "      <td>雲林縣</td>\n",
       "      <td>臺西</td>\n",
       "      <td>94</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>27</td>\n",
       "      <td>高雄市</td>\n",
       "      <td>前鎮</td>\n",
       "      <td>25</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>28</td>\n",
       "      <td>高雄市</td>\n",
       "      <td>前金</td>\n",
       "      <td>31</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>29</td>\n",
       "      <td>高雄市</td>\n",
       "      <td>左營</td>\n",
       "      <td>35</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>31</td>\n",
       "      <td>高雄市</td>\n",
       "      <td>林園</td>\n",
       "      <td>25</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>32</td>\n",
       "      <td>高雄市</td>\n",
       "      <td>大寮</td>\n",
       "      <td>32</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>33</td>\n",
       "      <td>高雄市</td>\n",
       "      <td>鳳山</td>\n",
       "      <td>34</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>34</td>\n",
       "      <td>高雄市</td>\n",
       "      <td>仁武</td>\n",
       "      <td>44</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>13</td>\n",
       "      <td>高雄市</td>\n",
       "      <td>復興</td>\n",
       "      <td>31</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>35</td>\n",
       "      <td>高雄市</td>\n",
       "      <td>橋頭</td>\n",
       "      <td>37</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>36</td>\n",
       "      <td>高雄市</td>\n",
       "      <td>美濃</td>\n",
       "      <td>50</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>26</td>\n",
       "      <td>高雄市</td>\n",
       "      <td>小港</td>\n",
       "      <td>36</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>30</td>\n",
       "      <td>高雄市</td>\n",
       "      <td>楠梓</td>\n",
       "      <td>45</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     縣市         位置  空氣品質              發佈時間  PM2.5\n",
       "47  南投縣         南投    67  2020-05-02 14:00     22\n",
       "15  南投縣         竹山    58  2020-05-02 14:00     19\n",
       "12  南投縣         埔里    64  2020-05-02 14:00     21\n",
       "41  嘉義市         嘉義    40  2020-05-02 14:00     12\n",
       "44  嘉義縣         新港    52  2020-05-02 14:00     16\n",
       "43  嘉義縣         朴子    55  2020-05-02 14:00     17\n",
       "82  基隆市         基隆    60  2020-05-02 14:00     19\n",
       "18  宜蘭縣         冬山    35  2020-05-02 14:00     11\n",
       "19  宜蘭縣         宜蘭    37  2020-05-02 14:00     12\n",
       "2   屏東縣     屏東(琉球)    27  2020-05-02 14:00      7\n",
       "25  屏東縣         屏東    31  2020-05-02 14:00      9\n",
       "24  屏東縣         潮州    27  2020-05-02 14:00      8\n",
       "23  屏東縣         恆春    19  2020-05-02 14:00      5\n",
       "48  彰化縣         二林    82  2020-05-02 14:00     28\n",
       "49  彰化縣         線西    89  2020-05-02 14:00     31\n",
       "50  彰化縣         彰化    77  2020-05-02 14:00     26\n",
       "4   彰化縣     彰化(大城)    71  2020-05-02 14:00     24\n",
       "6   新北市        富貴角    65  2020-05-02 14:00     21\n",
       "3   新北市     新北(樹林)    76  2020-05-02 14:00     26\n",
       "73  新北市         淡水    89  2020-05-02 14:00     31\n",
       "81  新北市         汐止    72  2020-05-02 14:00     24\n",
       "74  新北市         林口    79  2020-05-02 14:00     27\n",
       "14  新北市         永和    80  2020-05-02 14:00     27\n",
       "75  新北市         菜寮    87  2020-05-02 14:00     30\n",
       "76  新北市         新莊    80  2020-05-02 14:00     27\n",
       "80  新北市         萬里    64  2020-05-02 14:00     21\n",
       "79  新北市         新店    74  2020-05-02 14:00     25\n",
       "78  新北市         土城    84  2020-05-02 14:00     29\n",
       "17  新北市         三重    96  2020-05-02 14:00     34\n",
       "77  新北市         板橋    86  2020-05-02 14:00     30\n",
       "59  新竹市         新竹    80  2020-05-02 14:00     27\n",
       "61  新竹縣         湖口    79  2020-05-02 14:00     27\n",
       "60  新竹縣         竹東    81  2020-05-02 14:00     28\n",
       "66  桃園市         桃園    91  2020-05-02 14:00     32\n",
       "63  桃園市         平鎮    79  2020-05-02 14:00     27\n",
       "64  桃園市         觀音    83  2020-05-02 14:00     29\n",
       "62  桃園市         龍潭    79  2020-05-02 14:00     27\n",
       "65  桃園市         大園    85  2020-05-02 14:00     30\n",
       "0   桃園市  桃園(觀音工業區)    87  2020-05-02 14:00     30\n",
       "16  桃園市         中壢    74  2020-05-02 14:00     25\n",
       "9   澎湖縣         馬公    77  2020-05-02 14:00     20\n",
       "52  臺中市         忠明    72  2020-05-02 14:00     24\n",
       "55  臺中市         豐原    74  2020-05-02 14:00     23\n",
       "51  臺中市         西屯    78  2020-05-02 14:00     27\n",
       "54  臺中市         沙鹿    87  2020-05-02 14:00     30\n",
       "53  臺中市         大里    70  2020-05-02 14:00     23\n",
       "67  臺北市         大同    86  2020-05-02 14:00     30\n",
       "68  臺北市         松山    80  2020-05-02 14:00     27\n",
       "69  臺北市         古亭    79  2020-05-02 14:00     27\n",
       "70  臺北市         萬華    83  2020-05-02 14:00     29\n",
       "71  臺北市         中山    80  2020-05-02 14:00     27\n",
       "20  臺北市         陽明    36  2020-05-02 14:00     11\n",
       "72  臺北市         士林    67  2020-05-02 14:00     22\n",
       "38  臺南市         安南    48  2020-05-02 14:00     15\n",
       "39  臺南市         善化    46  2020-05-02 14:00     14\n",
       "1   臺南市     臺南(北門)    52  2020-05-02 14:00     16\n",
       "5   臺南市     臺南(麻豆)    41  2020-05-02 14:00     13\n",
       "37  臺南市         臺南    42  2020-05-02 14:00     13\n",
       "40  臺南市         新營    45  2020-05-02 14:00     14\n",
       "8   臺東縣         關山    18  2020-05-02 14:00      5\n",
       "22  臺東縣         臺東    16  2020-05-02 14:00      3\n",
       "21  花蓮縣         花蓮    19  2020-05-02 14:00      6\n",
       "56  苗栗縣         三義    83  2020-05-02 14:00     28\n",
       "57  苗栗縣         苗栗    85  2020-05-02 14:00     29\n",
       "58  苗栗縣         頭份    80  2020-05-02 14:00     27\n",
       "11  連江縣         馬祖    77  2020-05-02 14:00     26\n",
       "10  金門縣         金門    83  2020-05-02 14:00     28\n",
       "7   雲林縣         麥寮    86  2020-05-02 14:00     30\n",
       "46  雲林縣         斗六    55  2020-05-02 14:00     17\n",
       "45  雲林縣         崙背    68  2020-05-02 14:00     22\n",
       "42  雲林縣         臺西    94  2020-05-02 14:00     33\n",
       "27  高雄市         前鎮    25  2020-05-02 14:00      8\n",
       "28  高雄市         前金    31  2020-05-02 14:00     10\n",
       "29  高雄市         左營    35  2020-05-02 14:00     11\n",
       "31  高雄市         林園    25  2020-05-02 14:00      8\n",
       "32  高雄市         大寮    32  2020-05-02 14:00     10\n",
       "33  高雄市         鳳山    34  2020-05-02 14:00     10\n",
       "34  高雄市         仁武    44  2020-05-02 14:00     14\n",
       "13  高雄市         復興    31  2020-05-02 14:00     10\n",
       "35  高雄市         橋頭    37  2020-05-02 14:00     11\n",
       "36  高雄市         美濃    50  2020-05-02 14:00     15\n",
       "26  高雄市         小港    36  2020-05-02 14:00     11\n",
       "30  高雄市         楠梓    45  2020-05-02 14:00     14"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "final_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "47    普通\n",
       "15    普通\n",
       "12    普通\n",
       "41    良好\n",
       "44    普通\n",
       "43    普通\n",
       "82    普通\n",
       "18    良好\n",
       "19    良好\n",
       "2     良好\n",
       "25    良好\n",
       "24    良好\n",
       "23    良好\n",
       "48    普通\n",
       "49    普通\n",
       "50    普通\n",
       "4     普通\n",
       "6     普通\n",
       "3     普通\n",
       "73    普通\n",
       "81    普通\n",
       "74    普通\n",
       "14    普通\n",
       "75    普通\n",
       "76    普通\n",
       "80    普通\n",
       "79    普通\n",
       "78    普通\n",
       "17    普通\n",
       "77    普通\n",
       "59    普通\n",
       "61    普通\n",
       "60    普通\n",
       "66    普通\n",
       "63    普通\n",
       "64    普通\n",
       "62    普通\n",
       "65    普通\n",
       "0     普通\n",
       "16    普通\n",
       "9     普通\n",
       "52    普通\n",
       "55    普通\n",
       "51    普通\n",
       "54    普通\n",
       "53    普通\n",
       "67    普通\n",
       "68    普通\n",
       "69    普通\n",
       "70    普通\n",
       "71    普通\n",
       "20    良好\n",
       "72    普通\n",
       "38    良好\n",
       "39    良好\n",
       "1     普通\n",
       "5     良好\n",
       "37    良好\n",
       "40    良好\n",
       "8     良好\n",
       "22    良好\n",
       "21    良好\n",
       "56    普通\n",
       "57    普通\n",
       "58    普通\n",
       "11    普通\n",
       "10    普通\n",
       "7     普通\n",
       "46    普通\n",
       "45    普通\n",
       "42    普通\n",
       "27    良好\n",
       "28    良好\n",
       "29    良好\n",
       "31    良好\n",
       "32    良好\n",
       "33    良好\n",
       "34    良好\n",
       "13    良好\n",
       "35    良好\n",
       "36    良好\n",
       "26    良好\n",
       "30    良好\n",
       "Name: 空氣品質, dtype: object"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#使用map建立一個空氣狀況\n",
    "\n",
    "def status(x):\n",
    "    if x <= 50:\n",
    "        return '良好'\n",
    "    elif x <= 100:\n",
    "        return '普通'\n",
    "    elif x <= 150:\n",
    "        return '對敏感族群不健康'\n",
    "    elif x <= 200:\n",
    "        return '對所有族群不健康'\n",
    "    elif x <= 300:\n",
    "        return '非常不健康'\n",
    "    else: \n",
    "        return '危害'\n",
    "\n",
    "aqi = final_df.loc[:,'空氣品質']\n",
    "status = aqi.map(lambda x: status(x))\n",
    "status"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "df1 = pd.concat([final_df, status],axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "df1.columns = ['縣市','位置','空氣品質','發佈時間','PM2.5','空氣狀況']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "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>縣市</th>\n",
       "      <th>位置</th>\n",
       "      <th>空氣品質</th>\n",
       "      <th>發佈時間</th>\n",
       "      <th>PM2.5</th>\n",
       "      <th>空氣狀況</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>47</td>\n",
       "      <td>南投縣</td>\n",
       "      <td>南投</td>\n",
       "      <td>67</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>22</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>15</td>\n",
       "      <td>南投縣</td>\n",
       "      <td>竹山</td>\n",
       "      <td>58</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>19</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>12</td>\n",
       "      <td>南投縣</td>\n",
       "      <td>埔里</td>\n",
       "      <td>64</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>21</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>41</td>\n",
       "      <td>嘉義市</td>\n",
       "      <td>嘉義</td>\n",
       "      <td>40</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>12</td>\n",
       "      <td>良好</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>44</td>\n",
       "      <td>嘉義縣</td>\n",
       "      <td>新港</td>\n",
       "      <td>52</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>16</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>43</td>\n",
       "      <td>嘉義縣</td>\n",
       "      <td>朴子</td>\n",
       "      <td>55</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>17</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>82</td>\n",
       "      <td>基隆市</td>\n",
       "      <td>基隆</td>\n",
       "      <td>60</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>19</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>18</td>\n",
       "      <td>宜蘭縣</td>\n",
       "      <td>冬山</td>\n",
       "      <td>35</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>11</td>\n",
       "      <td>良好</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>19</td>\n",
       "      <td>宜蘭縣</td>\n",
       "      <td>宜蘭</td>\n",
       "      <td>37</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>12</td>\n",
       "      <td>良好</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>屏東縣</td>\n",
       "      <td>屏東(琉球)</td>\n",
       "      <td>27</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>7</td>\n",
       "      <td>良好</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>25</td>\n",
       "      <td>屏東縣</td>\n",
       "      <td>屏東</td>\n",
       "      <td>31</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>9</td>\n",
       "      <td>良好</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>24</td>\n",
       "      <td>屏東縣</td>\n",
       "      <td>潮州</td>\n",
       "      <td>27</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>8</td>\n",
       "      <td>良好</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>23</td>\n",
       "      <td>屏東縣</td>\n",
       "      <td>恆春</td>\n",
       "      <td>19</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>5</td>\n",
       "      <td>良好</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>48</td>\n",
       "      <td>彰化縣</td>\n",
       "      <td>二林</td>\n",
       "      <td>82</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>28</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>49</td>\n",
       "      <td>彰化縣</td>\n",
       "      <td>線西</td>\n",
       "      <td>89</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>31</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>50</td>\n",
       "      <td>彰化縣</td>\n",
       "      <td>彰化</td>\n",
       "      <td>77</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>26</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>彰化縣</td>\n",
       "      <td>彰化(大城)</td>\n",
       "      <td>71</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>24</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>6</td>\n",
       "      <td>新北市</td>\n",
       "      <td>富貴角</td>\n",
       "      <td>65</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>21</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>新北市</td>\n",
       "      <td>新北(樹林)</td>\n",
       "      <td>76</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>26</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>73</td>\n",
       "      <td>新北市</td>\n",
       "      <td>淡水</td>\n",
       "      <td>89</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>31</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>81</td>\n",
       "      <td>新北市</td>\n",
       "      <td>汐止</td>\n",
       "      <td>72</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>24</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>74</td>\n",
       "      <td>新北市</td>\n",
       "      <td>林口</td>\n",
       "      <td>79</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>27</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>新北市</td>\n",
       "      <td>永和</td>\n",
       "      <td>80</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>27</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>75</td>\n",
       "      <td>新北市</td>\n",
       "      <td>菜寮</td>\n",
       "      <td>87</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>30</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>76</td>\n",
       "      <td>新北市</td>\n",
       "      <td>新莊</td>\n",
       "      <td>80</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>27</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>80</td>\n",
       "      <td>新北市</td>\n",
       "      <td>萬里</td>\n",
       "      <td>64</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>21</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>79</td>\n",
       "      <td>新北市</td>\n",
       "      <td>新店</td>\n",
       "      <td>74</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>25</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>78</td>\n",
       "      <td>新北市</td>\n",
       "      <td>土城</td>\n",
       "      <td>84</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>29</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>17</td>\n",
       "      <td>新北市</td>\n",
       "      <td>三重</td>\n",
       "      <td>96</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>34</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>77</td>\n",
       "      <td>新北市</td>\n",
       "      <td>板橋</td>\n",
       "      <td>86</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>30</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>59</td>\n",
       "      <td>新竹市</td>\n",
       "      <td>新竹</td>\n",
       "      <td>80</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>27</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>61</td>\n",
       "      <td>新竹縣</td>\n",
       "      <td>湖口</td>\n",
       "      <td>79</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>27</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>60</td>\n",
       "      <td>新竹縣</td>\n",
       "      <td>竹東</td>\n",
       "      <td>81</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>28</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>66</td>\n",
       "      <td>桃園市</td>\n",
       "      <td>桃園</td>\n",
       "      <td>91</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>32</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>63</td>\n",
       "      <td>桃園市</td>\n",
       "      <td>平鎮</td>\n",
       "      <td>79</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>27</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>64</td>\n",
       "      <td>桃園市</td>\n",
       "      <td>觀音</td>\n",
       "      <td>83</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>29</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>62</td>\n",
       "      <td>桃園市</td>\n",
       "      <td>龍潭</td>\n",
       "      <td>79</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>27</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>65</td>\n",
       "      <td>桃園市</td>\n",
       "      <td>大園</td>\n",
       "      <td>85</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>30</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>桃園市</td>\n",
       "      <td>桃園(觀音工業區)</td>\n",
       "      <td>87</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>30</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>16</td>\n",
       "      <td>桃園市</td>\n",
       "      <td>中壢</td>\n",
       "      <td>74</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>25</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9</td>\n",
       "      <td>澎湖縣</td>\n",
       "      <td>馬公</td>\n",
       "      <td>77</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>20</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>52</td>\n",
       "      <td>臺中市</td>\n",
       "      <td>忠明</td>\n",
       "      <td>72</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>24</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>55</td>\n",
       "      <td>臺中市</td>\n",
       "      <td>豐原</td>\n",
       "      <td>74</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>23</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>51</td>\n",
       "      <td>臺中市</td>\n",
       "      <td>西屯</td>\n",
       "      <td>78</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>27</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>54</td>\n",
       "      <td>臺中市</td>\n",
       "      <td>沙鹿</td>\n",
       "      <td>87</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>30</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>53</td>\n",
       "      <td>臺中市</td>\n",
       "      <td>大里</td>\n",
       "      <td>70</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>23</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>67</td>\n",
       "      <td>臺北市</td>\n",
       "      <td>大同</td>\n",
       "      <td>86</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>30</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>68</td>\n",
       "      <td>臺北市</td>\n",
       "      <td>松山</td>\n",
       "      <td>80</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>27</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>69</td>\n",
       "      <td>臺北市</td>\n",
       "      <td>古亭</td>\n",
       "      <td>79</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>27</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>70</td>\n",
       "      <td>臺北市</td>\n",
       "      <td>萬華</td>\n",
       "      <td>83</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>29</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>71</td>\n",
       "      <td>臺北市</td>\n",
       "      <td>中山</td>\n",
       "      <td>80</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>27</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>20</td>\n",
       "      <td>臺北市</td>\n",
       "      <td>陽明</td>\n",
       "      <td>36</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>11</td>\n",
       "      <td>良好</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>72</td>\n",
       "      <td>臺北市</td>\n",
       "      <td>士林</td>\n",
       "      <td>67</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>22</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>38</td>\n",
       "      <td>臺南市</td>\n",
       "      <td>安南</td>\n",
       "      <td>48</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>15</td>\n",
       "      <td>良好</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>39</td>\n",
       "      <td>臺南市</td>\n",
       "      <td>善化</td>\n",
       "      <td>46</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>14</td>\n",
       "      <td>良好</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>臺南市</td>\n",
       "      <td>臺南(北門)</td>\n",
       "      <td>52</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>16</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5</td>\n",
       "      <td>臺南市</td>\n",
       "      <td>臺南(麻豆)</td>\n",
       "      <td>41</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>13</td>\n",
       "      <td>良好</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>37</td>\n",
       "      <td>臺南市</td>\n",
       "      <td>臺南</td>\n",
       "      <td>42</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>13</td>\n",
       "      <td>良好</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>40</td>\n",
       "      <td>臺南市</td>\n",
       "      <td>新營</td>\n",
       "      <td>45</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>14</td>\n",
       "      <td>良好</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>8</td>\n",
       "      <td>臺東縣</td>\n",
       "      <td>關山</td>\n",
       "      <td>18</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>5</td>\n",
       "      <td>良好</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>22</td>\n",
       "      <td>臺東縣</td>\n",
       "      <td>臺東</td>\n",
       "      <td>16</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>3</td>\n",
       "      <td>良好</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>21</td>\n",
       "      <td>花蓮縣</td>\n",
       "      <td>花蓮</td>\n",
       "      <td>19</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>6</td>\n",
       "      <td>良好</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>56</td>\n",
       "      <td>苗栗縣</td>\n",
       "      <td>三義</td>\n",
       "      <td>83</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>28</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>57</td>\n",
       "      <td>苗栗縣</td>\n",
       "      <td>苗栗</td>\n",
       "      <td>85</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>29</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>58</td>\n",
       "      <td>苗栗縣</td>\n",
       "      <td>頭份</td>\n",
       "      <td>80</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>27</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>11</td>\n",
       "      <td>連江縣</td>\n",
       "      <td>馬祖</td>\n",
       "      <td>77</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>26</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>10</td>\n",
       "      <td>金門縣</td>\n",
       "      <td>金門</td>\n",
       "      <td>83</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>28</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>7</td>\n",
       "      <td>雲林縣</td>\n",
       "      <td>麥寮</td>\n",
       "      <td>86</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>30</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>46</td>\n",
       "      <td>雲林縣</td>\n",
       "      <td>斗六</td>\n",
       "      <td>55</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>17</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>45</td>\n",
       "      <td>雲林縣</td>\n",
       "      <td>崙背</td>\n",
       "      <td>68</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>22</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>42</td>\n",
       "      <td>雲林縣</td>\n",
       "      <td>臺西</td>\n",
       "      <td>94</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>33</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>27</td>\n",
       "      <td>高雄市</td>\n",
       "      <td>前鎮</td>\n",
       "      <td>25</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>8</td>\n",
       "      <td>良好</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>28</td>\n",
       "      <td>高雄市</td>\n",
       "      <td>前金</td>\n",
       "      <td>31</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>10</td>\n",
       "      <td>良好</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>29</td>\n",
       "      <td>高雄市</td>\n",
       "      <td>左營</td>\n",
       "      <td>35</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>11</td>\n",
       "      <td>良好</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>31</td>\n",
       "      <td>高雄市</td>\n",
       "      <td>林園</td>\n",
       "      <td>25</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>8</td>\n",
       "      <td>良好</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>32</td>\n",
       "      <td>高雄市</td>\n",
       "      <td>大寮</td>\n",
       "      <td>32</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>10</td>\n",
       "      <td>良好</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>33</td>\n",
       "      <td>高雄市</td>\n",
       "      <td>鳳山</td>\n",
       "      <td>34</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>10</td>\n",
       "      <td>良好</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>34</td>\n",
       "      <td>高雄市</td>\n",
       "      <td>仁武</td>\n",
       "      <td>44</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>14</td>\n",
       "      <td>良好</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>13</td>\n",
       "      <td>高雄市</td>\n",
       "      <td>復興</td>\n",
       "      <td>31</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>10</td>\n",
       "      <td>良好</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>35</td>\n",
       "      <td>高雄市</td>\n",
       "      <td>橋頭</td>\n",
       "      <td>37</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>11</td>\n",
       "      <td>良好</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>36</td>\n",
       "      <td>高雄市</td>\n",
       "      <td>美濃</td>\n",
       "      <td>50</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>15</td>\n",
       "      <td>良好</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>26</td>\n",
       "      <td>高雄市</td>\n",
       "      <td>小港</td>\n",
       "      <td>36</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>11</td>\n",
       "      <td>良好</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>30</td>\n",
       "      <td>高雄市</td>\n",
       "      <td>楠梓</td>\n",
       "      <td>45</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>14</td>\n",
       "      <td>良好</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     縣市         位置  空氣品質              發佈時間  PM2.5 空氣狀況\n",
       "47  南投縣         南投    67  2020-05-02 14:00     22   普通\n",
       "15  南投縣         竹山    58  2020-05-02 14:00     19   普通\n",
       "12  南投縣         埔里    64  2020-05-02 14:00     21   普通\n",
       "41  嘉義市         嘉義    40  2020-05-02 14:00     12   良好\n",
       "44  嘉義縣         新港    52  2020-05-02 14:00     16   普通\n",
       "43  嘉義縣         朴子    55  2020-05-02 14:00     17   普通\n",
       "82  基隆市         基隆    60  2020-05-02 14:00     19   普通\n",
       "18  宜蘭縣         冬山    35  2020-05-02 14:00     11   良好\n",
       "19  宜蘭縣         宜蘭    37  2020-05-02 14:00     12   良好\n",
       "2   屏東縣     屏東(琉球)    27  2020-05-02 14:00      7   良好\n",
       "25  屏東縣         屏東    31  2020-05-02 14:00      9   良好\n",
       "24  屏東縣         潮州    27  2020-05-02 14:00      8   良好\n",
       "23  屏東縣         恆春    19  2020-05-02 14:00      5   良好\n",
       "48  彰化縣         二林    82  2020-05-02 14:00     28   普通\n",
       "49  彰化縣         線西    89  2020-05-02 14:00     31   普通\n",
       "50  彰化縣         彰化    77  2020-05-02 14:00     26   普通\n",
       "4   彰化縣     彰化(大城)    71  2020-05-02 14:00     24   普通\n",
       "6   新北市        富貴角    65  2020-05-02 14:00     21   普通\n",
       "3   新北市     新北(樹林)    76  2020-05-02 14:00     26   普通\n",
       "73  新北市         淡水    89  2020-05-02 14:00     31   普通\n",
       "81  新北市         汐止    72  2020-05-02 14:00     24   普通\n",
       "74  新北市         林口    79  2020-05-02 14:00     27   普通\n",
       "14  新北市         永和    80  2020-05-02 14:00     27   普通\n",
       "75  新北市         菜寮    87  2020-05-02 14:00     30   普通\n",
       "76  新北市         新莊    80  2020-05-02 14:00     27   普通\n",
       "80  新北市         萬里    64  2020-05-02 14:00     21   普通\n",
       "79  新北市         新店    74  2020-05-02 14:00     25   普通\n",
       "78  新北市         土城    84  2020-05-02 14:00     29   普通\n",
       "17  新北市         三重    96  2020-05-02 14:00     34   普通\n",
       "77  新北市         板橋    86  2020-05-02 14:00     30   普通\n",
       "59  新竹市         新竹    80  2020-05-02 14:00     27   普通\n",
       "61  新竹縣         湖口    79  2020-05-02 14:00     27   普通\n",
       "60  新竹縣         竹東    81  2020-05-02 14:00     28   普通\n",
       "66  桃園市         桃園    91  2020-05-02 14:00     32   普通\n",
       "63  桃園市         平鎮    79  2020-05-02 14:00     27   普通\n",
       "64  桃園市         觀音    83  2020-05-02 14:00     29   普通\n",
       "62  桃園市         龍潭    79  2020-05-02 14:00     27   普通\n",
       "65  桃園市         大園    85  2020-05-02 14:00     30   普通\n",
       "0   桃園市  桃園(觀音工業區)    87  2020-05-02 14:00     30   普通\n",
       "16  桃園市         中壢    74  2020-05-02 14:00     25   普通\n",
       "9   澎湖縣         馬公    77  2020-05-02 14:00     20   普通\n",
       "52  臺中市         忠明    72  2020-05-02 14:00     24   普通\n",
       "55  臺中市         豐原    74  2020-05-02 14:00     23   普通\n",
       "51  臺中市         西屯    78  2020-05-02 14:00     27   普通\n",
       "54  臺中市         沙鹿    87  2020-05-02 14:00     30   普通\n",
       "53  臺中市         大里    70  2020-05-02 14:00     23   普通\n",
       "67  臺北市         大同    86  2020-05-02 14:00     30   普通\n",
       "68  臺北市         松山    80  2020-05-02 14:00     27   普通\n",
       "69  臺北市         古亭    79  2020-05-02 14:00     27   普通\n",
       "70  臺北市         萬華    83  2020-05-02 14:00     29   普通\n",
       "71  臺北市         中山    80  2020-05-02 14:00     27   普通\n",
       "20  臺北市         陽明    36  2020-05-02 14:00     11   良好\n",
       "72  臺北市         士林    67  2020-05-02 14:00     22   普通\n",
       "38  臺南市         安南    48  2020-05-02 14:00     15   良好\n",
       "39  臺南市         善化    46  2020-05-02 14:00     14   良好\n",
       "1   臺南市     臺南(北門)    52  2020-05-02 14:00     16   普通\n",
       "5   臺南市     臺南(麻豆)    41  2020-05-02 14:00     13   良好\n",
       "37  臺南市         臺南    42  2020-05-02 14:00     13   良好\n",
       "40  臺南市         新營    45  2020-05-02 14:00     14   良好\n",
       "8   臺東縣         關山    18  2020-05-02 14:00      5   良好\n",
       "22  臺東縣         臺東    16  2020-05-02 14:00      3   良好\n",
       "21  花蓮縣         花蓮    19  2020-05-02 14:00      6   良好\n",
       "56  苗栗縣         三義    83  2020-05-02 14:00     28   普通\n",
       "57  苗栗縣         苗栗    85  2020-05-02 14:00     29   普通\n",
       "58  苗栗縣         頭份    80  2020-05-02 14:00     27   普通\n",
       "11  連江縣         馬祖    77  2020-05-02 14:00     26   普通\n",
       "10  金門縣         金門    83  2020-05-02 14:00     28   普通\n",
       "7   雲林縣         麥寮    86  2020-05-02 14:00     30   普通\n",
       "46  雲林縣         斗六    55  2020-05-02 14:00     17   普通\n",
       "45  雲林縣         崙背    68  2020-05-02 14:00     22   普通\n",
       "42  雲林縣         臺西    94  2020-05-02 14:00     33   普通\n",
       "27  高雄市         前鎮    25  2020-05-02 14:00      8   良好\n",
       "28  高雄市         前金    31  2020-05-02 14:00     10   良好\n",
       "29  高雄市         左營    35  2020-05-02 14:00     11   良好\n",
       "31  高雄市         林園    25  2020-05-02 14:00      8   良好\n",
       "32  高雄市         大寮    32  2020-05-02 14:00     10   良好\n",
       "33  高雄市         鳳山    34  2020-05-02 14:00     10   良好\n",
       "34  高雄市         仁武    44  2020-05-02 14:00     14   良好\n",
       "13  高雄市         復興    31  2020-05-02 14:00     10   良好\n",
       "35  高雄市         橋頭    37  2020-05-02 14:00     11   良好\n",
       "36  高雄市         美濃    50  2020-05-02 14:00     15   良好\n",
       "26  高雄市         小港    36  2020-05-02 14:00     11   良好\n",
       "30  高雄市         楠梓    45  2020-05-02 14:00     14   良好"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['南投縣南投', '南投縣竹山', '南投縣埔里', '嘉義市嘉義', '嘉義縣新港', '嘉義縣朴子', '基隆市基隆', '宜蘭縣冬山',\n",
       "       '宜蘭縣宜蘭', '屏東縣屏東(琉球)', '屏東縣屏東', '屏東縣潮州', '屏東縣恆春', '彰化縣二林', '彰化縣線西',\n",
       "       '彰化縣彰化', '彰化縣彰化(大城)', '新北市富貴角', '新北市新北(樹林)', '新北市淡水', '新北市汐止', '新北市林口',\n",
       "       '新北市永和', '新北市菜寮', '新北市新莊', '新北市萬里', '新北市新店', '新北市土城', '新北市三重', '新北市板橋',\n",
       "       '新竹市新竹', '新竹縣湖口', '新竹縣竹東', '桃園市桃園', '桃園市平鎮', '桃園市觀音', '桃園市龍潭', '桃園市大園',\n",
       "       '桃園市桃園(觀音工業區)', '桃園市中壢', '澎湖縣馬公', '臺中市忠明', '臺中市豐原', '臺中市西屯', '臺中市沙鹿',\n",
       "       '臺中市大里', '臺北市大同', '臺北市松山', '臺北市古亭', '臺北市萬華', '臺北市中山', '臺北市陽明', '臺北市士林',\n",
       "       '臺南市安南', '臺南市善化', '臺南市臺南(北門)', '臺南市臺南(麻豆)', '臺南市臺南', '臺南市新營', '臺東縣關山',\n",
       "       '臺東縣臺東', '花蓮縣花蓮', '苗栗縣三義', '苗栗縣苗栗', '苗栗縣頭份', '連江縣馬祖', '金門縣金門', '雲林縣麥寮',\n",
       "       '雲林縣斗六', '雲林縣崙背', '雲林縣臺西', '高雄市前鎮', '高雄市前金', '高雄市左營', '高雄市林園', '高雄市大寮',\n",
       "       '高雄市鳳山', '高雄市仁武', '高雄市復興', '高雄市橋頭', '高雄市美濃', '高雄市小港', '高雄市楠梓'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.index = df1['縣市']+df1['位置']\n",
    "df1.index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "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>空氣品質</th>\n",
       "      <th>發佈時間</th>\n",
       "      <th>PM2.5</th>\n",
       "      <th>空氣狀況</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>南投縣南投</td>\n",
       "      <td>67</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>22</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>南投縣竹山</td>\n",
       "      <td>58</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>19</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>南投縣埔里</td>\n",
       "      <td>64</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>21</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>嘉義市嘉義</td>\n",
       "      <td>40</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>12</td>\n",
       "      <td>良好</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>嘉義縣新港</td>\n",
       "      <td>52</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>16</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>嘉義縣朴子</td>\n",
       "      <td>55</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>17</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>基隆市基隆</td>\n",
       "      <td>60</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>19</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>宜蘭縣冬山</td>\n",
       "      <td>35</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>11</td>\n",
       "      <td>良好</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>宜蘭縣宜蘭</td>\n",
       "      <td>37</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>12</td>\n",
       "      <td>良好</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>屏東縣屏東(琉球)</td>\n",
       "      <td>27</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>7</td>\n",
       "      <td>良好</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>屏東縣屏東</td>\n",
       "      <td>31</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>9</td>\n",
       "      <td>良好</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>屏東縣潮州</td>\n",
       "      <td>27</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>8</td>\n",
       "      <td>良好</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>屏東縣恆春</td>\n",
       "      <td>19</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>5</td>\n",
       "      <td>良好</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>彰化縣二林</td>\n",
       "      <td>82</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>28</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>彰化縣線西</td>\n",
       "      <td>89</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>31</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>彰化縣彰化</td>\n",
       "      <td>77</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>26</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>彰化縣彰化(大城)</td>\n",
       "      <td>71</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>24</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>新北市富貴角</td>\n",
       "      <td>65</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>21</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>新北市新北(樹林)</td>\n",
       "      <td>76</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>26</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>新北市淡水</td>\n",
       "      <td>89</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>31</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>新北市汐止</td>\n",
       "      <td>72</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>24</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>新北市林口</td>\n",
       "      <td>79</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>27</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>新北市永和</td>\n",
       "      <td>80</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>27</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>新北市菜寮</td>\n",
       "      <td>87</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>30</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>新北市新莊</td>\n",
       "      <td>80</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>27</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>新北市萬里</td>\n",
       "      <td>64</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>21</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>新北市新店</td>\n",
       "      <td>74</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>25</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>新北市土城</td>\n",
       "      <td>84</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>29</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>新北市三重</td>\n",
       "      <td>96</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>34</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>新北市板橋</td>\n",
       "      <td>86</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>30</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>新竹市新竹</td>\n",
       "      <td>80</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>27</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>新竹縣湖口</td>\n",
       "      <td>79</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>27</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>新竹縣竹東</td>\n",
       "      <td>81</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>28</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>桃園市桃園</td>\n",
       "      <td>91</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>32</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>桃園市平鎮</td>\n",
       "      <td>79</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>27</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>桃園市觀音</td>\n",
       "      <td>83</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>29</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>桃園市龍潭</td>\n",
       "      <td>79</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>27</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>桃園市大園</td>\n",
       "      <td>85</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>30</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>桃園市桃園(觀音工業區)</td>\n",
       "      <td>87</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>30</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>桃園市中壢</td>\n",
       "      <td>74</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>25</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>澎湖縣馬公</td>\n",
       "      <td>77</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>20</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>臺中市忠明</td>\n",
       "      <td>72</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>24</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>臺中市豐原</td>\n",
       "      <td>74</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>23</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>臺中市西屯</td>\n",
       "      <td>78</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>27</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>臺中市沙鹿</td>\n",
       "      <td>87</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>30</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>臺中市大里</td>\n",
       "      <td>70</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>23</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>臺北市大同</td>\n",
       "      <td>86</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>30</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>臺北市松山</td>\n",
       "      <td>80</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>27</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>臺北市古亭</td>\n",
       "      <td>79</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>27</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>臺北市萬華</td>\n",
       "      <td>83</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>29</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>臺北市中山</td>\n",
       "      <td>80</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>27</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>臺北市陽明</td>\n",
       "      <td>36</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>11</td>\n",
       "      <td>良好</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>臺北市士林</td>\n",
       "      <td>67</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>22</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>臺南市安南</td>\n",
       "      <td>48</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>15</td>\n",
       "      <td>良好</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>臺南市善化</td>\n",
       "      <td>46</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>14</td>\n",
       "      <td>良好</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>臺南市臺南(北門)</td>\n",
       "      <td>52</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>16</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>臺南市臺南(麻豆)</td>\n",
       "      <td>41</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>13</td>\n",
       "      <td>良好</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>臺南市臺南</td>\n",
       "      <td>42</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>13</td>\n",
       "      <td>良好</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>臺南市新營</td>\n",
       "      <td>45</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>14</td>\n",
       "      <td>良好</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>臺東縣關山</td>\n",
       "      <td>18</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>5</td>\n",
       "      <td>良好</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>臺東縣臺東</td>\n",
       "      <td>16</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>3</td>\n",
       "      <td>良好</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>花蓮縣花蓮</td>\n",
       "      <td>19</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>6</td>\n",
       "      <td>良好</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>苗栗縣三義</td>\n",
       "      <td>83</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>28</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>苗栗縣苗栗</td>\n",
       "      <td>85</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>29</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>苗栗縣頭份</td>\n",
       "      <td>80</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>27</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>連江縣馬祖</td>\n",
       "      <td>77</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>26</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>金門縣金門</td>\n",
       "      <td>83</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>28</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>雲林縣麥寮</td>\n",
       "      <td>86</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>30</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>雲林縣斗六</td>\n",
       "      <td>55</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>17</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>雲林縣崙背</td>\n",
       "      <td>68</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>22</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>雲林縣臺西</td>\n",
       "      <td>94</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>33</td>\n",
       "      <td>普通</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>高雄市前鎮</td>\n",
       "      <td>25</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>8</td>\n",
       "      <td>良好</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>高雄市前金</td>\n",
       "      <td>31</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>10</td>\n",
       "      <td>良好</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>高雄市左營</td>\n",
       "      <td>35</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>11</td>\n",
       "      <td>良好</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>高雄市林園</td>\n",
       "      <td>25</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>8</td>\n",
       "      <td>良好</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>高雄市大寮</td>\n",
       "      <td>32</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>10</td>\n",
       "      <td>良好</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>高雄市鳳山</td>\n",
       "      <td>34</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>10</td>\n",
       "      <td>良好</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>高雄市仁武</td>\n",
       "      <td>44</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>14</td>\n",
       "      <td>良好</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>高雄市復興</td>\n",
       "      <td>31</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>10</td>\n",
       "      <td>良好</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>高雄市橋頭</td>\n",
       "      <td>37</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>11</td>\n",
       "      <td>良好</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>高雄市美濃</td>\n",
       "      <td>50</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>15</td>\n",
       "      <td>良好</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>高雄市小港</td>\n",
       "      <td>36</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>11</td>\n",
       "      <td>良好</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>高雄市楠梓</td>\n",
       "      <td>45</td>\n",
       "      <td>2020-05-02 14:00</td>\n",
       "      <td>14</td>\n",
       "      <td>良好</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              空氣品質              發佈時間  PM2.5 空氣狀況\n",
       "南投縣南投           67  2020-05-02 14:00     22   普通\n",
       "南投縣竹山           58  2020-05-02 14:00     19   普通\n",
       "南投縣埔里           64  2020-05-02 14:00     21   普通\n",
       "嘉義市嘉義           40  2020-05-02 14:00     12   良好\n",
       "嘉義縣新港           52  2020-05-02 14:00     16   普通\n",
       "嘉義縣朴子           55  2020-05-02 14:00     17   普通\n",
       "基隆市基隆           60  2020-05-02 14:00     19   普通\n",
       "宜蘭縣冬山           35  2020-05-02 14:00     11   良好\n",
       "宜蘭縣宜蘭           37  2020-05-02 14:00     12   良好\n",
       "屏東縣屏東(琉球)       27  2020-05-02 14:00      7   良好\n",
       "屏東縣屏東           31  2020-05-02 14:00      9   良好\n",
       "屏東縣潮州           27  2020-05-02 14:00      8   良好\n",
       "屏東縣恆春           19  2020-05-02 14:00      5   良好\n",
       "彰化縣二林           82  2020-05-02 14:00     28   普通\n",
       "彰化縣線西           89  2020-05-02 14:00     31   普通\n",
       "彰化縣彰化           77  2020-05-02 14:00     26   普通\n",
       "彰化縣彰化(大城)       71  2020-05-02 14:00     24   普通\n",
       "新北市富貴角          65  2020-05-02 14:00     21   普通\n",
       "新北市新北(樹林)       76  2020-05-02 14:00     26   普通\n",
       "新北市淡水           89  2020-05-02 14:00     31   普通\n",
       "新北市汐止           72  2020-05-02 14:00     24   普通\n",
       "新北市林口           79  2020-05-02 14:00     27   普通\n",
       "新北市永和           80  2020-05-02 14:00     27   普通\n",
       "新北市菜寮           87  2020-05-02 14:00     30   普通\n",
       "新北市新莊           80  2020-05-02 14:00     27   普通\n",
       "新北市萬里           64  2020-05-02 14:00     21   普通\n",
       "新北市新店           74  2020-05-02 14:00     25   普通\n",
       "新北市土城           84  2020-05-02 14:00     29   普通\n",
       "新北市三重           96  2020-05-02 14:00     34   普通\n",
       "新北市板橋           86  2020-05-02 14:00     30   普通\n",
       "新竹市新竹           80  2020-05-02 14:00     27   普通\n",
       "新竹縣湖口           79  2020-05-02 14:00     27   普通\n",
       "新竹縣竹東           81  2020-05-02 14:00     28   普通\n",
       "桃園市桃園           91  2020-05-02 14:00     32   普通\n",
       "桃園市平鎮           79  2020-05-02 14:00     27   普通\n",
       "桃園市觀音           83  2020-05-02 14:00     29   普通\n",
       "桃園市龍潭           79  2020-05-02 14:00     27   普通\n",
       "桃園市大園           85  2020-05-02 14:00     30   普通\n",
       "桃園市桃園(觀音工業區)    87  2020-05-02 14:00     30   普通\n",
       "桃園市中壢           74  2020-05-02 14:00     25   普通\n",
       "澎湖縣馬公           77  2020-05-02 14:00     20   普通\n",
       "臺中市忠明           72  2020-05-02 14:00     24   普通\n",
       "臺中市豐原           74  2020-05-02 14:00     23   普通\n",
       "臺中市西屯           78  2020-05-02 14:00     27   普通\n",
       "臺中市沙鹿           87  2020-05-02 14:00     30   普通\n",
       "臺中市大里           70  2020-05-02 14:00     23   普通\n",
       "臺北市大同           86  2020-05-02 14:00     30   普通\n",
       "臺北市松山           80  2020-05-02 14:00     27   普通\n",
       "臺北市古亭           79  2020-05-02 14:00     27   普通\n",
       "臺北市萬華           83  2020-05-02 14:00     29   普通\n",
       "臺北市中山           80  2020-05-02 14:00     27   普通\n",
       "臺北市陽明           36  2020-05-02 14:00     11   良好\n",
       "臺北市士林           67  2020-05-02 14:00     22   普通\n",
       "臺南市安南           48  2020-05-02 14:00     15   良好\n",
       "臺南市善化           46  2020-05-02 14:00     14   良好\n",
       "臺南市臺南(北門)       52  2020-05-02 14:00     16   普通\n",
       "臺南市臺南(麻豆)       41  2020-05-02 14:00     13   良好\n",
       "臺南市臺南           42  2020-05-02 14:00     13   良好\n",
       "臺南市新營           45  2020-05-02 14:00     14   良好\n",
       "臺東縣關山           18  2020-05-02 14:00      5   良好\n",
       "臺東縣臺東           16  2020-05-02 14:00      3   良好\n",
       "花蓮縣花蓮           19  2020-05-02 14:00      6   良好\n",
       "苗栗縣三義           83  2020-05-02 14:00     28   普通\n",
       "苗栗縣苗栗           85  2020-05-02 14:00     29   普通\n",
       "苗栗縣頭份           80  2020-05-02 14:00     27   普通\n",
       "連江縣馬祖           77  2020-05-02 14:00     26   普通\n",
       "金門縣金門           83  2020-05-02 14:00     28   普通\n",
       "雲林縣麥寮           86  2020-05-02 14:00     30   普通\n",
       "雲林縣斗六           55  2020-05-02 14:00     17   普通\n",
       "雲林縣崙背           68  2020-05-02 14:00     22   普通\n",
       "雲林縣臺西           94  2020-05-02 14:00     33   普通\n",
       "高雄市前鎮           25  2020-05-02 14:00      8   良好\n",
       "高雄市前金           31  2020-05-02 14:00     10   良好\n",
       "高雄市左營           35  2020-05-02 14:00     11   良好\n",
       "高雄市林園           25  2020-05-02 14:00      8   良好\n",
       "高雄市大寮           32  2020-05-02 14:00     10   良好\n",
       "高雄市鳳山           34  2020-05-02 14:00     10   良好\n",
       "高雄市仁武           44  2020-05-02 14:00     14   良好\n",
       "高雄市復興           31  2020-05-02 14:00     10   良好\n",
       "高雄市橋頭           37  2020-05-02 14:00     11   良好\n",
       "高雄市美濃           50  2020-05-02 14:00     15   良好\n",
       "高雄市小港           36  2020-05-02 14:00     11   良好\n",
       "高雄市楠梓           45  2020-05-02 14:00     14   良好"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2 = df1.drop(['縣市','位置'],axis=1)\n",
    "df2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "df3 = df2['空氣品質']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "#import FontProperties\n",
    "%matplotlib notebook\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.font_manager import FontProperties\n",
    "font=FontProperties(fname='/Library/Fonts/Arial Unicode.ttf',size=8) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\n",
       "\n",
       "mpl.get_websocket_type = function() {\n",
       "    if (typeof(WebSocket) !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert('Your browser does not have WebSocket support. ' +\n",
       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "              'Firefox 4 and 5 are also supported but you ' +\n",
       "              'have to enable WebSockets in about:config.');\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent = (\n",
       "                \"This browser does not support binary websocket messages. \" +\n",
       "                    \"Performance may be slow.\");\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen =  function () {\n",
       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
       "            fig.send_message(\"send_image_mode\", {});\n",
       "            if (mpl.ratio != 1) {\n",
       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
       "            }\n",
       "            fig.send_message(\"refresh\", {});\n",
       "        }\n",
       "\n",
       "    this.imageObj.onload = function() {\n",
       "            if (fig.image_mode == 'full') {\n",
       "                // Full images could contain transparency (where diff images\n",
       "                // almost always do), so we need to clear the canvas so that\n",
       "                // there is no ghosting.\n",
       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "            }\n",
       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "        };\n",
       "\n",
       "    this.imageObj.onunload = function() {\n",
       "        fig.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var backingStore = this.context.backingStorePixelRatio ||\n",
       "\tthis.context.webkitBackingStorePixelRatio ||\n",
       "\tthis.context.mozBackingStorePixelRatio ||\n",
       "\tthis.context.msBackingStorePixelRatio ||\n",
       "\tthis.context.oBackingStorePixelRatio ||\n",
       "\tthis.context.backingStorePixelRatio || 1;\n",
       "\n",
       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width * mpl.ratio);\n",
       "        canvas.attr('height', height * mpl.ratio);\n",
       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>');\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option);\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'] / mpl.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
       "    var x1 = msg['x1'] / mpl.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width / mpl.ratio, fig.canvas.height / mpl.ratio);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * mpl.ratio;\n",
       "    var y = canvas_pos.y * mpl.ratio;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function() {\n",
       "        comm.close()\n",
       "    };\n",
       "    ws.send = function(m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function(msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data'])\n",
       "    });\n",
       "    return ws;\n",
       "}\n",
       "\n",
       "mpl.mpl_figure_comm = function(comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element.get(0);\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
       "        return;\n",
       "    }\n",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    var width = fig.canvas.width/mpl.ratio\n",
       "    fig.root.unbind('remove')\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable()\n",
       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
       "    fig.close_ws(fig, msg);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var width = this.canvas.width/mpl.ratio\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message(\"ack\", {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>');\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items){\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) { continue; };\n",
       "\n",
       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
       "    buttongrp.append(button);\n",
       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
       "    titlebar.prepend(buttongrp);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(el){\n",
       "    var fig = this\n",
       "    el.on(\"remove\", function(){\n",
       "\tfig.close_ws(fig, {});\n",
       "    });\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
       "    // this is important to make the div 'focusable\n",
       "    el.attr('tabindex', 0)\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    }\n",
       "    else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager)\n",
       "        manager = IPython.keyboard_manager;\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which == 13) {\n",
       "        this.canvas_div.blur();\n",
       "        event.shiftKey = false;\n",
       "        // Send a \"J\" for go to next cell\n",
       "        event.which = 74;\n",
       "        event.keyCode = 74;\n",
       "        manager.command_mode();\n",
       "        manager.handle_keydown(event);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\" width=\"640\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "[Text(0, 0, '南投縣南投'),\n",
       " Text(0, 0, '南投縣竹山'),\n",
       " Text(0, 0, '南投縣埔里'),\n",
       " Text(0, 0, '嘉義市嘉義'),\n",
       " Text(0, 0, '嘉義縣新港'),\n",
       " Text(0, 0, '嘉義縣朴子'),\n",
       " Text(0, 0, '基隆市基隆'),\n",
       " Text(0, 0, '宜蘭縣冬山'),\n",
       " Text(0, 0, '宜蘭縣宜蘭'),\n",
       " Text(0, 0, '屏東縣屏東(琉球)')]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#使用前10筆,顯示各縣市AQI值\n",
    "ax = df3[:10].plot(style='ko--')\n",
    "ax.set_xticklabels(df3.index,fontproperties=font)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\n",
       "\n",
       "mpl.get_websocket_type = function() {\n",
       "    if (typeof(WebSocket) !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert('Your browser does not have WebSocket support. ' +\n",
       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "              'Firefox 4 and 5 are also supported but you ' +\n",
       "              'have to enable WebSockets in about:config.');\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent = (\n",
       "                \"This browser does not support binary websocket messages. \" +\n",
       "                    \"Performance may be slow.\");\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen =  function () {\n",
       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
       "            fig.send_message(\"send_image_mode\", {});\n",
       "            if (mpl.ratio != 1) {\n",
       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
       "            }\n",
       "            fig.send_message(\"refresh\", {});\n",
       "        }\n",
       "\n",
       "    this.imageObj.onload = function() {\n",
       "            if (fig.image_mode == 'full') {\n",
       "                // Full images could contain transparency (where diff images\n",
       "                // almost always do), so we need to clear the canvas so that\n",
       "                // there is no ghosting.\n",
       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "            }\n",
       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "        };\n",
       "\n",
       "    this.imageObj.onunload = function() {\n",
       "        fig.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var backingStore = this.context.backingStorePixelRatio ||\n",
       "\tthis.context.webkitBackingStorePixelRatio ||\n",
       "\tthis.context.mozBackingStorePixelRatio ||\n",
       "\tthis.context.msBackingStorePixelRatio ||\n",
       "\tthis.context.oBackingStorePixelRatio ||\n",
       "\tthis.context.backingStorePixelRatio || 1;\n",
       "\n",
       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width * mpl.ratio);\n",
       "        canvas.attr('height', height * mpl.ratio);\n",
       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>');\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option);\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'] / mpl.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
       "    var x1 = msg['x1'] / mpl.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width / mpl.ratio, fig.canvas.height / mpl.ratio);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * mpl.ratio;\n",
       "    var y = canvas_pos.y * mpl.ratio;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function() {\n",
       "        comm.close()\n",
       "    };\n",
       "    ws.send = function(m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function(msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data'])\n",
       "    });\n",
       "    return ws;\n",
       "}\n",
       "\n",
       "mpl.mpl_figure_comm = function(comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element.get(0);\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
       "        return;\n",
       "    }\n",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    var width = fig.canvas.width/mpl.ratio\n",
       "    fig.root.unbind('remove')\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable()\n",
       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
       "    fig.close_ws(fig, msg);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var width = this.canvas.width/mpl.ratio\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message(\"ack\", {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>');\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items){\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) { continue; };\n",
       "\n",
       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
       "    buttongrp.append(button);\n",
       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
       "    titlebar.prepend(buttongrp);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(el){\n",
       "    var fig = this\n",
       "    el.on(\"remove\", function(){\n",
       "\tfig.close_ws(fig, {});\n",
       "    });\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
       "    // this is important to make the div 'focusable\n",
       "    el.attr('tabindex', 0)\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    }\n",
       "    else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager)\n",
       "        manager = IPython.keyboard_manager;\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which == 13) {\n",
       "        this.canvas_div.blur();\n",
       "        event.shiftKey = false;\n",
       "        // Send a \"J\" for go to next cell\n",
       "        event.which = 74;\n",
       "        event.keyCode = 74;\n",
       "        manager.command_mode();\n",
       "        manager.handle_keydown(event);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\" width=\"640\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "stateFrame = df2.groupby('空氣狀況').size()\n",
    "figure1, ax1 = plt.subplots()\n",
    "stateFrame.plot(kind='bar', ax = ax1,color=['r','g','orange'])\n",
    "ax1.set_xticklabels(stateFrame.index,fontproperties=font,rotation=0)\n",
    "ax1.set_xlabel('空氣狀況',fontproperties=font)\n",
    "for p in ax1.patches:\n",
    "    width, height = p.get_width(), p.get_height()\n",
    "    x, y = p.get_xy()\n",
    "    ax1.annotate('{:}'.format(height), (x+width/2, y+ height+1),fontproperties=font)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "普通\n",
      "              空氣品質              發佈時間  PM2.5 空氣狀況\n",
      "南投縣南投           67  2020-05-02 14:00     22   普通\n",
      "南投縣竹山           58  2020-05-02 14:00     19   普通\n",
      "南投縣埔里           64  2020-05-02 14:00     21   普通\n",
      "嘉義縣新港           52  2020-05-02 14:00     16   普通\n",
      "嘉義縣朴子           55  2020-05-02 14:00     17   普通\n",
      "基隆市基隆           60  2020-05-02 14:00     19   普通\n",
      "彰化縣二林           82  2020-05-02 14:00     28   普通\n",
      "彰化縣線西           89  2020-05-02 14:00     31   普通\n",
      "彰化縣彰化           77  2020-05-02 14:00     26   普通\n",
      "彰化縣彰化(大城)       71  2020-05-02 14:00     24   普通\n",
      "新北市富貴角          65  2020-05-02 14:00     21   普通\n",
      "新北市新北(樹林)       76  2020-05-02 14:00     26   普通\n",
      "新北市淡水           89  2020-05-02 14:00     31   普通\n",
      "新北市汐止           72  2020-05-02 14:00     24   普通\n",
      "新北市林口           79  2020-05-02 14:00     27   普通\n",
      "新北市永和           80  2020-05-02 14:00     27   普通\n",
      "新北市菜寮           87  2020-05-02 14:00     30   普通\n",
      "新北市新莊           80  2020-05-02 14:00     27   普通\n",
      "新北市萬里           64  2020-05-02 14:00     21   普通\n",
      "新北市新店           74  2020-05-02 14:00     25   普通\n",
      "新北市土城           84  2020-05-02 14:00     29   普通\n",
      "新北市三重           96  2020-05-02 14:00     34   普通\n",
      "新北市板橋           86  2020-05-02 14:00     30   普通\n",
      "新竹市新竹           80  2020-05-02 14:00     27   普通\n",
      "新竹縣湖口           79  2020-05-02 14:00     27   普通\n",
      "新竹縣竹東           81  2020-05-02 14:00     28   普通\n",
      "桃園市桃園           91  2020-05-02 14:00     32   普通\n",
      "桃園市平鎮           79  2020-05-02 14:00     27   普通\n",
      "桃園市觀音           83  2020-05-02 14:00     29   普通\n",
      "桃園市龍潭           79  2020-05-02 14:00     27   普通\n",
      "桃園市大園           85  2020-05-02 14:00     30   普通\n",
      "桃園市桃園(觀音工業區)    87  2020-05-02 14:00     30   普通\n",
      "桃園市中壢           74  2020-05-02 14:00     25   普通\n",
      "澎湖縣馬公           77  2020-05-02 14:00     20   普通\n",
      "臺中市忠明           72  2020-05-02 14:00     24   普通\n",
      "臺中市豐原           74  2020-05-02 14:00     23   普通\n",
      "臺中市西屯           78  2020-05-02 14:00     27   普通\n",
      "臺中市沙鹿           87  2020-05-02 14:00     30   普通\n",
      "臺中市大里           70  2020-05-02 14:00     23   普通\n",
      "臺北市大同           86  2020-05-02 14:00     30   普通\n",
      "臺北市松山           80  2020-05-02 14:00     27   普通\n",
      "臺北市古亭           79  2020-05-02 14:00     27   普通\n",
      "臺北市萬華           83  2020-05-02 14:00     29   普通\n",
      "臺北市中山           80  2020-05-02 14:00     27   普通\n",
      "臺北市士林           67  2020-05-02 14:00     22   普通\n",
      "臺南市臺南(北門)       52  2020-05-02 14:00     16   普通\n",
      "苗栗縣三義           83  2020-05-02 14:00     28   普通\n",
      "苗栗縣苗栗           85  2020-05-02 14:00     29   普通\n",
      "苗栗縣頭份           80  2020-05-02 14:00     27   普通\n",
      "連江縣馬祖           77  2020-05-02 14:00     26   普通\n",
      "金門縣金門           83  2020-05-02 14:00     28   普通\n",
      "雲林縣麥寮           86  2020-05-02 14:00     30   普通\n",
      "雲林縣斗六           55  2020-05-02 14:00     17   普通\n",
      "雲林縣崙背           68  2020-05-02 14:00     22   普通\n",
      "雲林縣臺西           94  2020-05-02 14:00     33   普通\n",
      "========================\n",
      "良好\n",
      "           空氣品質              發佈時間  PM2.5 空氣狀況\n",
      "嘉義市嘉義        40  2020-05-02 14:00     12   良好\n",
      "宜蘭縣冬山        35  2020-05-02 14:00     11   良好\n",
      "宜蘭縣宜蘭        37  2020-05-02 14:00     12   良好\n",
      "屏東縣屏東(琉球)    27  2020-05-02 14:00      7   良好\n",
      "屏東縣屏東        31  2020-05-02 14:00      9   良好\n",
      "屏東縣潮州        27  2020-05-02 14:00      8   良好\n",
      "屏東縣恆春        19  2020-05-02 14:00      5   良好\n",
      "臺北市陽明        36  2020-05-02 14:00     11   良好\n",
      "臺南市安南        48  2020-05-02 14:00     15   良好\n",
      "臺南市善化        46  2020-05-02 14:00     14   良好\n",
      "臺南市臺南(麻豆)    41  2020-05-02 14:00     13   良好\n",
      "臺南市臺南        42  2020-05-02 14:00     13   良好\n",
      "臺南市新營        45  2020-05-02 14:00     14   良好\n",
      "臺東縣關山        18  2020-05-02 14:00      5   良好\n",
      "臺東縣臺東        16  2020-05-02 14:00      3   良好\n",
      "花蓮縣花蓮        19  2020-05-02 14:00      6   良好\n",
      "高雄市前鎮        25  2020-05-02 14:00      8   良好\n",
      "高雄市前金        31  2020-05-02 14:00     10   良好\n",
      "高雄市左營        35  2020-05-02 14:00     11   良好\n",
      "高雄市林園        25  2020-05-02 14:00      8   良好\n",
      "高雄市大寮        32  2020-05-02 14:00     10   良好\n",
      "高雄市鳳山        34  2020-05-02 14:00     10   良好\n",
      "高雄市仁武        44  2020-05-02 14:00     14   良好\n",
      "高雄市復興        31  2020-05-02 14:00     10   良好\n",
      "高雄市橋頭        37  2020-05-02 14:00     11   良好\n",
      "高雄市美濃        50  2020-05-02 14:00     15   良好\n",
      "高雄市小港        36  2020-05-02 14:00     11   良好\n",
      "高雄市楠梓        45  2020-05-02 14:00     14   良好\n",
      "========================\n"
     ]
    }
   ],
   "source": [
    "stateFrame = df2.groupby('空氣狀況')\n",
    "stateDict=dict(list(stateFrame))\n",
    "for state,df in stateDict.items():\n",
    "    print(state)\n",
    "    print(df)\n",
    "    print(\"========================\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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