covid-19-bonus.ipynb

{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"Bonus_COVID_19.ipynb","provenance":[],"collapsed_sections":[],"toc_visible":true,"authorship_tag":"ABX9TyNVL8e+4osRyMgBoMXm1DSK"},"kernelspec":{"name":"python3","display_name":"Python 3"},"accelerator":"GPU"},"cells":[{"cell_type":"code","metadata":{"id":"JGN7fitUDXQp","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":71},"outputId":"4d05ee68-0a87-49ff-ac32-75c9c15eb86d","executionInfo":{"status":"ok","timestamp":1587298283666,"user_tz":-480,"elapsed":1265,"user":{"displayName":"郭宇雋","photoUrl":"","userId":"01461113603099005024"}}},"source":["import numpy as np\n","import pandas as pd\n","import matplotlib.pyplot as plt\n","import seaborn as sns\n","sns.set()"],"execution_count":1,"outputs":[{"output_type":"stream","text":["/usr/local/lib/python3.6/dist-packages/statsmodels/tools/_testing.py:19: FutureWarning: pandas.util.testing is deprecated. Use the functions in the public API at pandas.testing instead.\n","  import pandas.util.testing as tm\n"],"name":"stderr"}]},{"cell_type":"code","metadata":{"id":"AMv8x8NJDyi_","colab_type":"code","colab":{}},"source":["confirmed_df = pd.read_csv(\"https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_confirmed_global.csv\")\n","deaths_df = pd.read_csv(\"https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_deaths_global.csv\")\n","recovered_df = pd.read_csv(\"https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_recovered_global.csv\")"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"sg614lcGGDK3","colab_type":"code","outputId":"1e63dd13-7fd3-483e-e1e3-3e2668a6dedc","executionInfo":{"status":"ok","timestamp":1587298284561,"user_tz":-480,"elapsed":2144,"user":{"displayName":"郭宇雋","photoUrl":"","userId":"01461113603099005024"}},"colab":{"base_uri":"https://localhost:8080/","height":34}},"source":["print(confirmed_df.shape, deaths_df.shape, recovered_df.shape)"],"execution_count":3,"outputs":[{"output_type":"stream","text":["(264, 92) (264, 92) (250, 92)\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"zoK5AailETD1","colab_type":"code","outputId":"41a289d0-4c40-4f96-bffe-8aa462999a4c","executionInfo":{"status":"ok","timestamp":1587298284562,"user_tz":-480,"elapsed":2138,"user":{"displayName":"郭宇雋","photoUrl":"","userId":"01461113603099005024"}},"colab":{"base_uri":"https://localhost:8080/","height":253}},"source":["confirmed_df.head()"],"execution_count":4,"outputs":[{"output_type":"execute_result","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>Province/State</th>\n","      <th>Country/Region</th>\n","      <th>Lat</th>\n","      <th>Long</th>\n","      <th>1/22/20</th>\n","      <th>1/23/20</th>\n","      <th>1/24/20</th>\n","      <th>1/25/20</th>\n","      <th>1/26/20</th>\n","      <th>1/27/20</th>\n","      <th>1/28/20</th>\n","      <th>1/29/20</th>\n","      <th>1/30/20</th>\n","      <th>1/31/20</th>\n","      <th>2/1/20</th>\n","      <th>2/2/20</th>\n","      <th>2/3/20</th>\n","      <th>2/4/20</th>\n","      <th>2/5/20</th>\n","      <th>2/6/20</th>\n","      <th>2/7/20</th>\n","      <th>2/8/20</th>\n","      <th>2/9/20</th>\n","      <th>2/10/20</th>\n","      <th>2/11/20</th>\n","      <th>2/12/20</th>\n","      <th>2/13/20</th>\n","      <th>2/14/20</th>\n","      <th>2/15/20</th>\n","      <th>2/16/20</th>\n","      <th>2/17/20</th>\n","      <th>2/18/20</th>\n","      <th>2/19/20</th>\n","      <th>2/20/20</th>\n","      <th>2/21/20</th>\n","      <th>2/22/20</th>\n","      <th>2/23/20</th>\n","      <th>2/24/20</th>\n","      <th>2/25/20</th>\n","      <th>2/26/20</th>\n","      <th>...</th>\n","      <th>3/10/20</th>\n","      <th>3/11/20</th>\n","      <th>3/12/20</th>\n","      <th>3/13/20</th>\n","      <th>3/14/20</th>\n","      <th>3/15/20</th>\n","      <th>3/16/20</th>\n","      <th>3/17/20</th>\n","      <th>3/18/20</th>\n","      <th>3/19/20</th>\n","      <th>3/20/20</th>\n","      <th>3/21/20</th>\n","      <th>3/22/20</th>\n","      <th>3/23/20</th>\n","      <th>3/24/20</th>\n","      <th>3/25/20</th>\n","      <th>3/26/20</th>\n","      <th>3/27/20</th>\n","      <th>3/28/20</th>\n","      <th>3/29/20</th>\n","      <th>3/30/20</th>\n","      <th>3/31/20</th>\n","      <th>4/1/20</th>\n","      <th>4/2/20</th>\n","      <th>4/3/20</th>\n","      <th>4/4/20</th>\n","      <th>4/5/20</th>\n","      <th>4/6/20</th>\n","      <th>4/7/20</th>\n","      <th>4/8/20</th>\n","      <th>4/9/20</th>\n","      <th>4/10/20</th>\n","      <th>4/11/20</th>\n","      <th>4/12/20</th>\n","      <th>4/13/20</th>\n","      <th>4/14/20</th>\n","      <th>4/15/20</th>\n","      <th>4/16/20</th>\n","      <th>4/17/20</th>\n","      <th>4/18/20</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>NaN</td>\n","      <td>Afghanistan</td>\n","      <td>33.0000</td>\n","      <td>65.0000</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      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<tr>\n","      <th>1</th>\n","      <td>NaN</td>\n","      <td>Albania</td>\n","      <td>41.1533</td>\n","      <td>20.1683</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>...</td>\n","      <td>10</td>\n","      <td>12</td>\n","      <td>23</td>\n","      <td>33</td>\n","      <td>38</td>\n","      <td>42</td>\n","      <td>51</td>\n","      <td>55</td>\n","      <td>59</td>\n","      <td>64</td>\n","      <td>70</td>\n","      <td>76</td>\n","      <td>89</td>\n","      <td>104</td>\n","      <td>123</td>\n","      <td>146</td>\n","      <td>174</td>\n","      <td>186</td>\n","      <td>197</td>\n","      <td>212</td>\n","      <td>223</td>\n","      <td>243</td>\n","      <td>259</td>\n","      <td>277</td>\n","      <td>304</td>\n","      <td>333</td>\n","      <td>361</td>\n","      <td>377</td>\n","      <td>383</td>\n","      <td>400</td>\n","      <td>409</td>\n","      <td>416</td>\n","      <td>433</td>\n","      <td>446</td>\n","      <td>467</td>\n","      <td>475</td>\n","      <td>494</td>\n","      <td>518</td>\n","      <td>539</td>\n","      <td>548</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>NaN</td>\n","      <td>Algeria</td>\n","      <td>28.0339</td>\n","      <td>1.6596</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>...</td>\n","      <td>20</td>\n","      <td>20</td>\n","      <td>24</td>\n","      <td>26</td>\n","      <td>37</td>\n","      <td>48</td>\n","      <td>54</td>\n","      <td>60</td>\n","      <td>74</td>\n","      <td>87</td>\n","      <td>90</td>\n","      <td>139</td>\n","      <td>201</td>\n","      <td>230</td>\n","      <td>264</td>\n","      <td>302</td>\n","      <td>367</td>\n","      <td>409</td>\n","      <td>454</td>\n","      <td>511</td>\n","      <td>584</td>\n","      <td>716</td>\n","      <td>847</td>\n","      <td>986</td>\n","      <td>1171</td>\n","      <td>1251</td>\n","      <td>1320</td>\n","      <td>1423</td>\n","      <td>1468</td>\n","      <td>1572</td>\n","      <td>1666</td>\n","      <td>1761</td>\n","      <td>1825</td>\n","      <td>1914</td>\n","      <td>1983</td>\n","      <td>2070</td>\n","      <td>2160</td>\n","      <td>2268</td>\n","      <td>2418</td>\n","      <td>2534</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>NaN</td>\n","      <td>Andorra</td>\n","      <td>42.5063</td>\n","      <td>1.5218</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","    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     <td>267</td>\n","      <td>308</td>\n","      <td>334</td>\n","      <td>370</td>\n","      <td>376</td>\n","      <td>390</td>\n","      <td>428</td>\n","      <td>439</td>\n","      <td>466</td>\n","      <td>501</td>\n","      <td>525</td>\n","      <td>545</td>\n","      <td>564</td>\n","      <td>583</td>\n","      <td>601</td>\n","      <td>601</td>\n","      <td>638</td>\n","      <td>646</td>\n","      <td>659</td>\n","      <td>673</td>\n","      <td>673</td>\n","      <td>696</td>\n","      <td>704</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>NaN</td>\n","      <td>Angola</td>\n","      <td>-11.2027</td>\n","      <td>17.8739</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      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<td>10</td>\n","      <td>14</td>\n","      <td>16</td>\n","      <td>17</td>\n","      <td>19</td>\n","      <td>19</td>\n","      <td>19</td>\n","      <td>19</td>\n","      <td>19</td>\n","      <td>19</td>\n","      <td>19</td>\n","      <td>19</td>\n","      <td>19</td>\n","      <td>19</td>\n","      <td>24</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>5 rows × 92 columns</p>\n","</div>"],"text/plain":["  Province/State Country/Region      Lat  ...  4/16/20  4/17/20  4/18/20\n","0            NaN    Afghanistan  33.0000  ...      840      906      933\n","1            NaN        Albania  41.1533  ...      518      539      548\n","2            NaN        Algeria  28.0339  ...     2268     2418     2534\n","3            NaN        Andorra  42.5063  ...      673      696      704\n","4            NaN         Angola -11.2027  ...       19       19       24\n","\n","[5 rows x 92 columns]"]},"metadata":{"tags":[]},"execution_count":4}]},{"cell_type":"code","metadata":{"id":"gxgTGnLNF_hP","colab_type":"code","outputId":"f15718b7-64a4-4475-a07c-5c54602f6101","executionInfo":{"status":"ok","timestamp":1587298284562,"user_tz":-480,"elapsed":2126,"user":{"displayName":"郭宇雋","photoUrl":"","userId":"01461113603099005024"}},"colab":{"base_uri":"https://localhost:8080/","height":253}},"source":["deaths_df.head()"],"execution_count":5,"outputs":[{"output_type":"execute_result","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>Province/State</th>\n","      <th>Country/Region</th>\n","      <th>Lat</th>\n","      <th>Long</th>\n","      <th>1/22/20</th>\n","      <th>1/23/20</th>\n","      <th>1/24/20</th>\n","      <th>1/25/20</th>\n","      <th>1/26/20</th>\n","      <th>1/27/20</th>\n","      <th>1/28/20</th>\n","      <th>1/29/20</th>\n","      <th>1/30/20</th>\n","      <th>1/31/20</th>\n","      <th>2/1/20</th>\n","      <th>2/2/20</th>\n","      <th>2/3/20</th>\n","      <th>2/4/20</th>\n","      <th>2/5/20</th>\n","      <th>2/6/20</th>\n","      <th>2/7/20</th>\n","      <th>2/8/20</th>\n","      <th>2/9/20</th>\n","      <th>2/10/20</th>\n","      <th>2/11/20</th>\n","      <th>2/12/20</th>\n","      <th>2/13/20</th>\n","      <th>2/14/20</th>\n","      <th>2/15/20</th>\n","      <th>2/16/20</th>\n","      <th>2/17/20</th>\n","      <th>2/18/20</th>\n","      <th>2/19/20</th>\n","      <th>2/20/20</th>\n","      <th>2/21/20</th>\n","      <th>2/22/20</th>\n","      <th>2/23/20</th>\n","      <th>2/24/20</th>\n","      <th>2/25/20</th>\n","      <th>2/26/20</th>\n","      <th>...</th>\n","      <th>3/10/20</th>\n","      <th>3/11/20</th>\n","      <th>3/12/20</th>\n","      <th>3/13/20</th>\n","      <th>3/14/20</th>\n","      <th>3/15/20</th>\n","      <th>3/16/20</th>\n","      <th>3/17/20</th>\n","      <th>3/18/20</th>\n","      <th>3/19/20</th>\n","      <th>3/20/20</th>\n","      <th>3/21/20</th>\n","      <th>3/22/20</th>\n","      <th>3/23/20</th>\n","      <th>3/24/20</th>\n","      <th>3/25/20</th>\n","      <th>3/26/20</th>\n","      <th>3/27/20</th>\n","      <th>3/28/20</th>\n","      <th>3/29/20</th>\n","      <th>3/30/20</th>\n","      <th>3/31/20</th>\n","      <th>4/1/20</th>\n","      <th>4/2/20</th>\n","      <th>4/3/20</th>\n","      <th>4/4/20</th>\n","      <th>4/5/20</th>\n","      <th>4/6/20</th>\n","      <th>4/7/20</th>\n","      <th>4/8/20</th>\n","      <th>4/9/20</th>\n","      <th>4/10/20</th>\n","      <th>4/11/20</th>\n","      <th>4/12/20</th>\n","      <th>4/13/20</th>\n","      <th>4/14/20</th>\n","      <th>4/15/20</th>\n","      <th>4/16/20</th>\n","      <th>4/17/20</th>\n","      <th>4/18/20</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>NaN</td>\n","      <td>Afghanistan</td>\n","      <td>33.0000</td>\n","      <td>65.0000</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      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<th>1</th>\n","      <td>NaN</td>\n","      <td>Albania</td>\n","      <td>41.1533</td>\n","      <td>20.1683</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>...</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>1</td>\n","      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<td>17</td>\n","      <td>19</td>\n","      <td>21</td>\n","      <td>25</td>\n","      <td>26</td>\n","      <td>29</td>\n","      <td>31</td>\n","      <td>35</td>\n","      <td>44</td>\n","      <td>58</td>\n","      <td>86</td>\n","      <td>105</td>\n","      <td>130</td>\n","      <td>152</td>\n","      <td>173</td>\n","      <td>193</td>\n","      <td>205</td>\n","      <td>235</td>\n","      <td>256</td>\n","      <td>275</td>\n","      <td>293</td>\n","      <td>313</td>\n","      <td>326</td>\n","      <td>336</td>\n","      <td>348</td>\n","      <td>364</td>\n","      <td>367</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>NaN</td>\n","      <td>Andorra</td>\n","      <td>42.5063</td>\n","      <td>1.5218</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>...</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>3</td>\n","      <td>3</td>\n","      <td>3</td>\n","      <td>6</td>\n","      <td>8</td>\n","      <td>12</td>\n","      <td>14</td>\n","      <td>15</td>\n","      <td>16</td>\n","      <td>17</td>\n","      <td>18</td>\n","      <td>21</td>\n","      <td>22</td>\n","      <td>23</td>\n","      <td>25</td>\n","      <td>26</td>\n","      <td>26</td>\n","      <td>29</td>\n","      <td>29</td>\n","      <td>31</td>\n","      <td>33</td>\n","      <td>33</td>\n","      <td>35</td>\n","      <td>35</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>NaN</td>\n","      <td>Angola</td>\n","      <td>-11.2027</td>\n","      <td>17.8739</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      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<td>2</td>\n","      <td>2</td>\n","      <td>2</td>\n","      <td>2</td>\n","      <td>2</td>\n","      <td>2</td>\n","      <td>2</td>\n","      <td>2</td>\n","      <td>2</td>\n","      <td>2</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>5 rows × 92 columns</p>\n","</div>"],"text/plain":["  Province/State Country/Region      Lat  ...  4/16/20  4/17/20  4/18/20\n","0            NaN    Afghanistan  33.0000  ...       30       30       30\n","1            NaN        Albania  41.1533  ...       26       26       26\n","2            NaN        Algeria  28.0339  ...      348      364      367\n","3            NaN        Andorra  42.5063  ...       33       35       35\n","4            NaN         Angola -11.2027  ...        2        2        2\n","\n","[5 rows x 92 columns]"]},"metadata":{"tags":[]},"execution_count":5}]},{"cell_type":"code","metadata":{"id":"He4Zq2ReGZTL","colab_type":"code","outputId":"dba5a072-c6ac-45ac-d938-ba0425c1763e","executionInfo":{"status":"ok","timestamp":1587298285048,"user_tz":-480,"elapsed":2595,"user":{"displayName":"郭宇雋","photoUrl":"","userId":"01461113603099005024"}},"colab":{"base_uri":"https://localhost:8080/","height":253}},"source":["recovered_df.head()"],"execution_count":6,"outputs":[{"output_type":"execute_result","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>Province/State</th>\n","      <th>Country/Region</th>\n","      <th>Lat</th>\n","      <th>Long</th>\n","      <th>1/22/20</th>\n","      <th>1/23/20</th>\n","      <th>1/24/20</th>\n","      <th>1/25/20</th>\n","      <th>1/26/20</th>\n","      <th>1/27/20</th>\n","      <th>1/28/20</th>\n","      <th>1/29/20</th>\n","      <th>1/30/20</th>\n","      <th>1/31/20</th>\n","      <th>2/1/20</th>\n","      <th>2/2/20</th>\n","      <th>2/3/20</th>\n","      <th>2/4/20</th>\n","      <th>2/5/20</th>\n","      <th>2/6/20</th>\n","      <th>2/7/20</th>\n","      <th>2/8/20</th>\n","      <th>2/9/20</th>\n","      <th>2/10/20</th>\n","      <th>2/11/20</th>\n","      <th>2/12/20</th>\n","      <th>2/13/20</th>\n","      <th>2/14/20</th>\n","      <th>2/15/20</th>\n","      <th>2/16/20</th>\n","      <th>2/17/20</th>\n","      <th>2/18/20</th>\n","      <th>2/19/20</th>\n","      <th>2/20/20</th>\n","      <th>2/21/20</th>\n","      <th>2/22/20</th>\n","      <th>2/23/20</th>\n","      <th>2/24/20</th>\n","      <th>2/25/20</th>\n","      <th>2/26/20</th>\n","      <th>...</th>\n","      <th>3/10/20</th>\n","      <th>3/11/20</th>\n","      <th>3/12/20</th>\n","      <th>3/13/20</th>\n","      <th>3/14/20</th>\n","      <th>3/15/20</th>\n","      <th>3/16/20</th>\n","      <th>3/17/20</th>\n","      <th>3/18/20</th>\n","      <th>3/19/20</th>\n","      <th>3/20/20</th>\n","      <th>3/21/20</th>\n","      <th>3/22/20</th>\n","      <th>3/23/20</th>\n","      <th>3/24/20</th>\n","      <th>3/25/20</th>\n","      <th>3/26/20</th>\n","      <th>3/27/20</th>\n","      <th>3/28/20</th>\n","      <th>3/29/20</th>\n","      <th>3/30/20</th>\n","      <th>3/31/20</th>\n","      <th>4/1/20</th>\n","      <th>4/2/20</th>\n","      <th>4/3/20</th>\n","      <th>4/4/20</th>\n","      <th>4/5/20</th>\n","      <th>4/6/20</th>\n","      <th>4/7/20</th>\n","      <th>4/8/20</th>\n","      <th>4/9/20</th>\n","      <th>4/10/20</th>\n","      <th>4/11/20</th>\n","      <th>4/12/20</th>\n","      <th>4/13/20</th>\n","      <th>4/14/20</th>\n","      <th>4/15/20</th>\n","      <th>4/16/20</th>\n","      <th>4/17/20</th>\n","      <th>4/18/20</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>NaN</td>\n","      <td>Afghanistan</td>\n","      <td>33.0000</td>\n","      <td>65.0000</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>...</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>2</td>\n","      <td>2</td>\n","      <td>2</td>\n","      <td>2</td>\n","      <td>2</td>\n","      <td>2</td>\n","      <td>5</td>\n","      <td>5</td>\n","      <td>10</td>\n","      <td>10</td>\n","      <td>10</td>\n","      <td>15</td>\n","      <td>18</td>\n","      <td>18</td>\n","      <td>29</td>\n","      <td>32</td>\n","      <td>32</td>\n","      <td>32</td>\n","      <td>32</td>\n","      <td>32</td>\n","      <td>40</td>\n","      <td>43</td>\n","      <td>54</td>\n","      <td>99</td>\n","      <td>112</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>NaN</td>\n","      <td>Albania</td>\n","      <td>41.1533</td>\n","      <td>20.1683</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>...</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>2</td>\n","      <td>2</td>\n","      <td>2</td>\n","      <td>10</td>\n","      <td>17</td>\n","      <td>17</td>\n","      <td>31</td>\n","      <td>31</td>\n","      <td>33</td>\n","      <td>44</td>\n","      <td>52</td>\n","      <td>67</td>\n","      <td>76</td>\n","      <td>89</td>\n","      <td>99</td>\n","      <td>104</td>\n","      <td>116</td>\n","      <td>131</td>\n","      <td>154</td>\n","      <td>165</td>\n","      <td>182</td>\n","      <td>197</td>\n","      <td>217</td>\n","      <td>232</td>\n","      <td>248</td>\n","      <td>251</td>\n","      <td>277</td>\n","      <td>283</td>\n","      <td>302</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>NaN</td>\n","      <td>Algeria</td>\n","      <td>28.0339</td>\n","      <td>1.6596</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>...</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>8</td>\n","      <td>8</td>\n","      <td>12</td>\n","      <td>12</td>\n","      <td>12</td>\n","      <td>12</td>\n","      <td>12</td>\n","      <td>32</td>\n","      <td>32</td>\n","      <td>32</td>\n","      <td>65</td>\n","      <td>65</td>\n","      <td>24</td>\n","      <td>65</td>\n","      <td>29</td>\n","      <td>29</td>\n","      <td>31</td>\n","      <td>31</td>\n","      <td>37</td>\n","      <td>46</td>\n","      <td>61</td>\n","      <td>61</td>\n","      <td>62</td>\n","      <td>90</td>\n","      <td>90</td>\n","      <td>90</td>\n","      <td>113</td>\n","      <td>237</td>\n","      <td>347</td>\n","      <td>405</td>\n","      <td>460</td>\n","      <td>591</td>\n","      <td>601</td>\n","      <td>691</td>\n","      <td>708</td>\n","      <td>783</td>\n","      <td>846</td>\n","      <td>894</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>NaN</td>\n","      <td>Andorra</td>\n","      <td>42.5063</td>\n","      <td>1.5218</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>...</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>10</td>\n","      <td>10</td>\n","      <td>10</td>\n","      <td>10</td>\n","      <td>16</td>\n","      <td>21</td>\n","      <td>26</td>\n","      <td>31</td>\n","      <td>39</td>\n","      <td>52</td>\n","      <td>58</td>\n","      <td>71</td>\n","      <td>71</td>\n","      <td>128</td>\n","      <td>128</td>\n","      <td>128</td>\n","      <td>169</td>\n","      <td>169</td>\n","      <td>191</td>\n","      <td>205</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>NaN</td>\n","      <td>Angola</td>\n","      <td>-11.2027</td>\n","      <td>17.8739</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>...</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>2</td>\n","      <td>2</td>\n","      <td>2</td>\n","      <td>2</td>\n","      <td>2</td>\n","      <td>2</td>\n","      <td>2</td>\n","      <td>4</td>\n","      <td>4</td>\n","      <td>4</td>\n","      <td>5</td>\n","      <td>5</td>\n","      <td>5</td>\n","      <td>5</td>\n","      <td>6</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>5 rows × 92 columns</p>\n","</div>"],"text/plain":["  Province/State Country/Region      Lat  ...  4/16/20  4/17/20  4/18/20\n","0            NaN    Afghanistan  33.0000  ...       54       99      112\n","1            NaN        Albania  41.1533  ...      277      283      302\n","2            NaN        Algeria  28.0339  ...      783      846      894\n","3            NaN        Andorra  42.5063  ...      169      191      205\n","4            NaN         Angola -11.2027  ...        5        5        6\n","\n","[5 rows x 92 columns]"]},"metadata":{"tags":[]},"execution_count":6}]},{"cell_type":"markdown","metadata":{"id":"CfvYzYhYEpjA","colab_type":"text"},"source":["## **確診分佈圖**"]},{"cell_type":"code","metadata":{"id":"TGPbTugUGam9","colab_type":"code","outputId":"06743048-61fb-45e4-cb59-fd021496dfa6","executionInfo":{"status":"ok","timestamp":1587298286090,"user_tz":-480,"elapsed":3624,"user":{"displayName":"郭宇雋","photoUrl":"","userId":"01461113603099005024"}},"colab":{"base_uri":"https://localhost:8080/","height":444}},"source":["# plot COVID-19 confirmed instances on a earth map\n","fig = plt.figure(figsize=(8,6))\n","ax = fig.add_subplot(111)\n","\n","latest_day_confirmed = confirmed_df[confirmed_df.columns[-1]]\n","latest_day_deaths = deaths_df[deaths_df.columns[-1]]\n","latest_day_recovered = recovered_df[recovered_df.columns[-1]]\n","\n","ax.scatter(confirmed_df.Long, confirmed_df.Lat, alpha = 0.4, s = latest_day_confirmed/20, label=\"confirmed\")\n","ax.set_xlim((-180, 180))\n","ax.set_ylim((-90, 90))\n","\n","ax.scatter(deaths_df.Long, deaths_df.Lat, alpha = 0.4, s = latest_day_deaths/8, c = \"red\", label=\"deaths\")\n","ax.set_xlim((-180, 180))\n","ax.set_ylim((-90, 90))\n","\n","plt.xlabel(\"Latitude and longitude\")\n","plt.ylabel(\"Latitude and longitude\")\n","plt.title(\"Confirmed and Deaths around the world\")\n","plt.show()"],"execution_count":7,"outputs":[{"output_type":"stream","text":["/usr/local/lib/python3.6/dist-packages/matplotlib/collections.py:886: RuntimeWarning: invalid value encountered in sqrt\n","  scale = np.sqrt(self._sizes) * dpi / 72.0 * self._factor\n"],"name":"stderr"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 576x432 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"hoK1bvs1IvN0","colab_type":"code","outputId":"56def7de-fb58-49c3-d81c-f53c5302d5c0","executionInfo":{"status":"ok","timestamp":1587298286091,"user_tz":-480,"elapsed":3605,"user":{"displayName":"郭宇雋","photoUrl":"","userId":"01461113603099005024"}},"colab":{"base_uri":"https://localhost:8080/","height":627}},"source":["# 確診分佈\n","import folium\n","from folium.plugins import HeatMap\n","mapa = folium.Map(location=(10, 10), zoom_start=1.5, tiles=\"Stamen Toner\", height=\"50%\", width=\"50%\")\n","loc_li = list(zip((confirmed_df.Lat), (confirmed_df.Long)))[:30000] # <--- change data size\n","HeatMap(loc_li, radius=15).add_to(mapa) # <-----------------------change radius\n","mapa"],"execution_count":8,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><iframe src=\"about:blank\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" data-html=<!DOCTYPE html>
<head>    
    <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
    <script>L_PREFER_CANVAS=false; L_NO_TOUCH=false; L_DISABLE_3D=false;</script>
    <script src="https://cdn.jsdelivr.net/npm/leaflet@1.4.0/dist/leaflet.js"></script>
    <script src="https://code.jquery.com/jquery-1.12.4.min.js"></script>
    <script src="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js"></script>
    <script src="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js"></script>
    <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/leaflet@1.4.0/dist/leaflet.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css"/>
    <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css"/>
    <link rel="stylesheet" href="https://rawcdn.githack.com/python-visualization/folium/master/folium/templates/leaflet.awesome.rotate.css"/>
    <style>html, body {width: 100%;height: 100%;margin: 0;padding: 0;}</style>
    <style>#map {position:absolute;top:0;bottom:0;right:0;left:0;}</style>
    
    <meta name="viewport" content="width=device-width,
        initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
    <style>#map_16a27dc67ad7471882bc447cf34caa63 {
        position: relative;
        width: 50.0%;
        height: 50.0%;
        left: 0.0%;
        top: 0.0%;
        }
    </style>
    <script src="https://leaflet.github.io/Leaflet.heat/dist/leaflet-heat.js"></script>
</head>
<body>    
    
    <div class="folium-map" id="map_16a27dc67ad7471882bc447cf34caa63" ></div>
</body>
<script>    
    
    
        var bounds = null;
    

    var map_16a27dc67ad7471882bc447cf34caa63 = L.map(
        'map_16a27dc67ad7471882bc447cf34caa63', {
        center: [10, 10],
        zoom: 1.5,
        maxBounds: bounds,
        layers: [],
        worldCopyJump: false,
        crs: L.CRS.EPSG3857,
        zoomControl: true,
        });


    
    var tile_layer_35c68eeb592a4d1eb943f2f48da0ef79 = L.tileLayer(
        'https://stamen-tiles-{s}.a.ssl.fastly.net/toner/{z}/{x}/{y}.png',
        {
        "attribution": null,
        "detectRetina": false,
        "maxNativeZoom": 18,
        "maxZoom": 18,
        "minZoom": 0,
        "noWrap": false,
        "opacity": 1,
        "subdomains": "abc",
        "tms": false
}).addTo(map_16a27dc67ad7471882bc447cf34caa63);
    
            var heat_map_c0a879dc3e60402e8bd078bc50e89fd5 = L.heatLayer(
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</script> onload=\"this.contentDocument.open();this.contentDocument.write(atob(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"],"text/plain":["<folium.folium.Map at 0x7efdad747780>"]},"metadata":{"tags":[]},"execution_count":8}]},{"cell_type":"markdown","metadata":{"id":"c17Ep6-_FAXE","colab_type":"text"},"source":["## **各國確診、死亡與康復人數**"]},{"cell_type":"markdown","metadata":{"id":"MOj7O1okFZs_","colab_type":"text"},"source":["### **確診**"]},{"cell_type":"code","metadata":{"id":"nnkF7W3xshSW","colab_type":"code","outputId":"4313c8f3-4a4c-4447-cefb-e318a285ebd2","executionInfo":{"status":"ok","timestamp":1587298286091,"user_tz":-480,"elapsed":3584,"user":{"displayName":"郭宇雋","photoUrl":"","userId":"01461113603099005024"}},"colab":{"base_uri":"https://localhost:8080/","height":408}},"source":["# 全世界總確診人數\n","print(\"總確診人數: \", latest_day_confirmed.sum())\n","# 確診人數最多的前20國\n","top_twenty_confirmed = confirmed_df.groupby(\"Country/Region\")[confirmed_df.columns[-1]].sum().sort_values(ascending=False)[:20]\n","top_twenty_confirmed"],"execution_count":9,"outputs":[{"output_type":"stream","text":["總確診人數:  2317758\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/plain":["Country/Region\n","US                732197\n","Spain             191726\n","Italy             175925\n","France            149149\n","Germany           143342\n","United Kingdom    115314\n","China              83787\n","Turkey             82329\n","Iran               80868\n","Belgium            37183\n","Russia             36793\n","Brazil             36658\n","Canada             34355\n","Netherlands        31766\n","Switzerland        27404\n","Portugal           19685\n","India              15722\n","Ireland            14758\n","Austria            14671\n","Peru               14420\n","Name: 4/18/20, dtype: int64"]},"metadata":{"tags":[]},"execution_count":9}]},{"cell_type":"code","metadata":{"id":"cElAOt95ufus","colab_type":"code","outputId":"30edb210-d418-484a-9375-d52cff531953","executionInfo":{"status":"ok","timestamp":1587298286787,"user_tz":-480,"elapsed":4243,"user":{"displayName":"郭宇雋","photoUrl":"","userId":"01461113603099005024"}},"colab":{"base_uri":"https://localhost:8080/","height":377}},"source":["# 確診人數最多的前10國 bar chart\n","plt.figure(figsize=(15,6))\n","plt.bar(top_twenty_confirmed[:10].index, top_twenty_confirmed[:10].values)\n","plt.show()"],"execution_count":10,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 1080x432 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"pC_PgoMcFf8E","colab_type":"text"},"source":["### **死亡**"]},{"cell_type":"code","metadata":{"id":"BcDslxS4tK2P","colab_type":"code","outputId":"5615eddb-5941-4a1b-9056-607a18c17bd5","executionInfo":{"status":"ok","timestamp":1587298286788,"user_tz":-480,"elapsed":4157,"user":{"displayName":"郭宇雋","photoUrl":"","userId":"01461113603099005024"}},"colab":{"base_uri":"https://localhost:8080/","height":238}},"source":["# 全世界總死亡人數\n","print(\"總死亡人數: \", latest_day_deaths.sum())\n","# 死亡人數最多的前10國\n","top_ten_deaths = deaths_df.groupby(\"Country/Region\")[deaths_df.columns[-1]].sum().sort_values(ascending=False)[:10]\n","top_ten_deaths"],"execution_count":11,"outputs":[{"output_type":"stream","text":["總死亡人數:  159509\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/plain":["Country/Region\n","US                38664\n","Italy             23227\n","Spain             20043\n","France            19345\n","United Kingdom    15498\n","Belgium            5453\n","Iran               5031\n","China              4636\n","Germany            4459\n","Netherlands        3613\n","Name: 4/18/20, dtype: int64"]},"metadata":{"tags":[]},"execution_count":11}]},{"cell_type":"code","metadata":{"id":"kvaRnXeQvpLH","colab_type":"code","outputId":"c178acc4-7f12-46d6-d05d-53b4745d1904","executionInfo":{"status":"ok","timestamp":1587298286789,"user_tz":-480,"elapsed":4151,"user":{"displayName":"郭宇雋","photoUrl":"","userId":"01461113603099005024"}},"colab":{"base_uri":"https://localhost:8080/","height":377}},"source":["# 死亡人數最多的前10國 bar chart\n","plt.figure(figsize=(15, 6))\n","plt.bar(top_ten_deaths.index, top_ten_deaths.values, color=\"brown\")\n","plt.show()"],"execution_count":12,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 1080x432 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"ADufVKV6FkY0","colab_type":"text"},"source":["### **康復**"]},{"cell_type":"code","metadata":{"id":"5sV_NJvkwYvi","colab_type":"code","outputId":"a2d88c19-ca7c-402a-c6c5-09961fa978fb","executionInfo":{"status":"ok","timestamp":1587298286789,"user_tz":-480,"elapsed":4141,"user":{"displayName":"郭宇雋","photoUrl":"","userId":"01461113603099005024"}},"colab":{"base_uri":"https://localhost:8080/","height":238}},"source":["# 全世界總康復人數\n","print(\"總康復人數: \", latest_day_recovered.sum())\n","# 康復人數最多的前10國\n","top_ten_recovered = recovered_df.groupby(\"Country/Region\")[recovered_df.columns[-1]].sum().sort_values(ascending=False)[:10]\n","top_ten_recovered"],"execution_count":13,"outputs":[{"output_type":"stream","text":["總康復人數:  592319\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/plain":["Country/Region\n","Germany        85400\n","China          77614\n","Spain          74797\n","US             64840\n","Iran           55987\n","Italy          44927\n","France         36587\n","Switzerland    17100\n","Brazil         14026\n","Canada         10964\n","Name: 4/18/20, dtype: int64"]},"metadata":{"tags":[]},"execution_count":13}]},{"cell_type":"code","metadata":{"id":"QAKXHPDly_Lo","colab_type":"code","outputId":"605eb4ea-fad2-472d-dcd9-40eb290c8b61","executionInfo":{"status":"ok","timestamp":1587298286789,"user_tz":-480,"elapsed":4132,"user":{"displayName":"郭宇雋","photoUrl":"","userId":"01461113603099005024"}},"colab":{"base_uri":"https://localhost:8080/","height":377}},"source":["# 康復人數最多的前10國 bar chart\n","plt.figure(figsize=(15, 6))\n","plt.bar(top_ten_recovered.index, top_ten_recovered.values, color=\"green\")\n","plt.show()"],"execution_count":14,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 1080x432 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"Je-WNcXjGYIe","colab_type":"text"},"source":["## **全世界確診、死亡與康復人數**"]},{"cell_type":"markdown","metadata":{"id":"4RRyje4WGhxu","colab_type":"text"},"source":["### **總人數變化**"]},{"cell_type":"code","metadata":{"id":"uLkrbMICzWbg","colab_type":"code","outputId":"57df632c-9535-49ec-f40b-c00654fbf256","executionInfo":{"status":"ok","timestamp":1587298286791,"user_tz":-480,"elapsed":4121,"user":{"displayName":"郭宇雋","photoUrl":"","userId":"01461113603099005024"}},"colab":{"base_uri":"https://localhost:8080/","height":419}},"source":["# 全世界確診總人數變化\n","accumulated_confirmed = confirmed_df.iloc[:, 4:].apply(lambda x: x.sum(), axis=0)\n","# 全世界死亡總人數變化\n","accumulated_deaths = deaths_df.iloc[:, 4:].apply(lambda x: x.sum(), axis=0)\n","# 全世界康復總人數變化\n","accumulated_recovered = recovered_df.iloc[:, 4:].apply(lambda x: x.sum(), axis=0)\n","\n","# 建立 DataFrame\n","df_world_accumulated = pd.DataFrame({\"acc_confirmed\": accumulated_confirmed, \"acc_deaths\": accumulated_deaths, \"acc_recovered\": accumulated_recovered})\n","df_world_accumulated"],"execution_count":15,"outputs":[{"output_type":"execute_result","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>acc_confirmed</th>\n","      <th>acc_deaths</th>\n","      <th>acc_recovered</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>1/22/20</th>\n","      <td>555</td>\n","      <td>17</td>\n","      <td>28</td>\n","    </tr>\n","    <tr>\n","      <th>1/23/20</th>\n","      <td>654</td>\n","      <td>18</td>\n","      <td>30</td>\n","    </tr>\n","    <tr>\n","      <th>1/24/20</th>\n","      <td>941</td>\n","      <td>26</td>\n","      <td>36</td>\n","    </tr>\n","    <tr>\n","      <th>1/25/20</th>\n","      <td>1434</td>\n","      <td>42</td>\n","      <td>39</td>\n","    </tr>\n","    <tr>\n","      <th>1/26/20</th>\n","      <td>2118</td>\n","      <td>56</td>\n","      <td>52</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>4/14/20</th>\n","      <td>1976191</td>\n","      <td>125983</td>\n","      <td>474261</td>\n","    </tr>\n","    <tr>\n","      <th>4/15/20</th>\n","      <td>2056054</td>\n","      <td>134176</td>\n","      <td>511019</td>\n","    </tr>\n","    <tr>\n","      <th>4/16/20</th>\n","      <td>2152646</td>\n","      <td>143800</td>\n","      <td>542107</td>\n","    </tr>\n","    <tr>\n","      <th>4/17/20</th>\n","      <td>2240190</td>\n","      <td>153821</td>\n","      <td>568343</td>\n","    </tr>\n","    <tr>\n","      <th>4/18/20</th>\n","      <td>2317758</td>\n","      <td>159509</td>\n","      <td>592319</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>88 rows × 3 columns</p>\n","</div>"],"text/plain":["         acc_confirmed  acc_deaths  acc_recovered\n","1/22/20            555          17             28\n","1/23/20            654          18             30\n","1/24/20            941          26             36\n","1/25/20           1434          42             39\n","1/26/20           2118          56             52\n","...                ...         ...            ...\n","4/14/20        1976191      125983         474261\n","4/15/20        2056054      134176         511019\n","4/16/20        2152646      143800         542107\n","4/17/20        2240190      153821         568343\n","4/18/20        2317758      159509         592319\n","\n","[88 rows x 3 columns]"]},"metadata":{"tags":[]},"execution_count":15}]},{"cell_type":"code","metadata":{"id":"FK2kpjlN1WDt","colab_type":"code","outputId":"ce9d977d-91f1-4bad-a59a-f2da1a510094","executionInfo":{"status":"ok","timestamp":1587298290069,"user_tz":-480,"elapsed":7376,"user":{"displayName":"郭宇雋","photoUrl":"","userId":"01461113603099005024"}},"colab":{"base_uri":"https://localhost:8080/","height":467}},"source":["# 全世界確診、死亡與康復總人數變化\n","plt.figure(figsize=(20,8))\n","plt.plot(accumulated_confirmed, label=\"accumulated_confirmed\", lw=4)\n","plt.plot(accumulated_deaths, label=\"accumulated_deaths\", c=\"brown\", lw=4)\n","plt.plot(accumulated_recovered, label=\"accumulated_recovered\", c=\"green\", lw=4)\n","plt.xticks(rotation=90)\n","plt.legend()\n","plt.show()"],"execution_count":16,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 1440x576 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"n5FtlTSJGpik","colab_type":"text"},"source":["### **單日新增人數變化**"]},{"cell_type":"code","metadata":{"id":"DEcHWCAJ4l9q","colab_type":"code","outputId":"8f8cf3f0-0ffb-4e06-87a1-1a26508a53d8","executionInfo":{"status":"ok","timestamp":1587298290070,"user_tz":-480,"elapsed":7363,"user":{"displayName":"郭宇雋","photoUrl":"","userId":"01461113603099005024"}},"colab":{"base_uri":"https://localhost:8080/","height":419}},"source":["# 單日新增確診、死亡與康復人數變化\n","single_day_confirmed = [accumulated_confirmed[0]]\n","single_day_deaths = [accumulated_deaths[0]]\n","single_day_recovered = [accumulated_recovered[0]]\n","for i, (c, d, r) in enumerate(zip(accumulated_confirmed, accumulated_deaths, accumulated_recovered)):\n","    if i != 0:\n","        single_day_confirmed.append(c - accumulated_confirmed[i-1])\n","        single_day_deaths.append(d - accumulated_deaths[i-1])\n","        single_day_recovered.append(r - accumulated_recovered[i-1])\n","df_single_day = pd.DataFrame(data={\"confirmed_num\": single_day_confirmed, \"deaths_num\": single_day_deaths, \"recovered_num\": single_day_recovered}, index=accumulated_confirmed.index)\n","df_single_day"],"execution_count":17,"outputs":[{"output_type":"execute_result","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>confirmed_num</th>\n","      <th>deaths_num</th>\n","      <th>recovered_num</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>1/22/20</th>\n","      <td>555</td>\n","      <td>17</td>\n","      <td>28</td>\n","    </tr>\n","    <tr>\n","      <th>1/23/20</th>\n","      <td>99</td>\n","      <td>1</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>1/24/20</th>\n","      <td>287</td>\n","      <td>8</td>\n","      <td>6</td>\n","    </tr>\n","    <tr>\n","      <th>1/25/20</th>\n","      <td>493</td>\n","      <td>16</td>\n","      <td>3</td>\n","    </tr>\n","    <tr>\n","      <th>1/26/20</th>\n","      <td>684</td>\n","      <td>14</td>\n","      <td>13</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>4/14/20</th>\n","      <td>71353</td>\n","      <td>6502</td>\n","      <td>25606</td>\n","    </tr>\n","    <tr>\n","      <th>4/15/20</th>\n","      <td>79863</td>\n","      <td>8193</td>\n","      <td>36758</td>\n","    </tr>\n","    <tr>\n","      <th>4/16/20</th>\n","      <td>96592</td>\n","      <td>9624</td>\n","      <td>31088</td>\n","    </tr>\n","    <tr>\n","      <th>4/17/20</th>\n","      <td>87544</td>\n","      <td>10021</td>\n","      <td>26236</td>\n","    </tr>\n","    <tr>\n","      <th>4/18/20</th>\n","      <td>77568</td>\n","      <td>5688</td>\n","      <td>23976</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>88 rows × 3 columns</p>\n","</div>"],"text/plain":["         confirmed_num  deaths_num  recovered_num\n","1/22/20            555          17             28\n","1/23/20             99           1              2\n","1/24/20            287           8              6\n","1/25/20            493          16              3\n","1/26/20            684          14             13\n","...                ...         ...            ...\n","4/14/20          71353        6502          25606\n","4/15/20          79863        8193          36758\n","4/16/20          96592        9624          31088\n","4/17/20          87544       10021          26236\n","4/18/20          77568        5688          23976\n","\n","[88 rows x 3 columns]"]},"metadata":{"tags":[]},"execution_count":17}]},{"cell_type":"code","metadata":{"id":"iN9XeBuIAR7A","colab_type":"code","outputId":"888117fc-916b-4a4c-d899-a2c458b97167","executionInfo":{"status":"ok","timestamp":1587298293225,"user_tz":-480,"elapsed":10509,"user":{"displayName":"郭宇雋","photoUrl":"","userId":"01461113603099005024"}},"colab":{"base_uri":"https://localhost:8080/","height":448}},"source":["# 單日新增確診、死亡與康復人數變化 bar chart\n","plt.figure(figsize=(20,8))\n","plt.bar(df_single_day.index, df_single_day[\"confirmed_num\"], label=\"single_day_confirmed\", alpha=0.4)\n","plt.bar(df_single_day.index, df_single_day[\"deaths_num\"], color=\"brown\", label=\"single_day_deaths\", alpha=1)\n","plt.bar(df_single_day.index, df_single_day[\"recovered_num\"], color=\"green\", label=\"single_day_recovered\", alpha=0.4)\n","plt.xticks(rotation=90)\n","plt.legend()\n","plt.show()"],"execution_count":18,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 1440x576 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"GVwY3dGrI_Rm","colab_type":"text"},"source":["## **台灣累計確診與康復**"]},{"cell_type":"code","metadata":{"id":"m6vj9g1GHOEr","colab_type":"code","outputId":"47f45dfe-7103-4ab8-a2ce-8ffd6f7bc1f7","executionInfo":{"status":"ok","timestamp":1587298296260,"user_tz":-480,"elapsed":13534,"user":{"displayName":"郭宇雋","photoUrl":"","userId":"01461113603099005024"}},"colab":{"base_uri":"https://localhost:8080/","height":470}},"source":["# 台灣確診與康復人數變化\n","df_confirmed_taiwan = confirmed_df[confirmed_df[\"Country/Region\"] == \"Taiwan*\"]\n","df_recovered_taiwan = recovered_df[recovered_df[\"Country/Region\"] == \"Taiwan*\"]\n","plt.figure(figsize=(20,8))\n","plt.plot(df_confirmed_taiwan.columns[4:], df_confirmed_taiwan.iloc[0,4:], label=\"Taiwan_accumulated_confirmed\", lw=4)\n","plt.plot(df_recovered_taiwan.columns[4:], df_recovered_taiwan.iloc[0,4:], color=\"green\", label=\"Taiwan_accumulated_recovered\", lw=4)\n","plt.xticks(rotation=90)\n","plt.legend()\n","plt.title(\"Accumulated confirmed and recovered number in Taiwan\")\n","plt.show()"],"execution_count":19,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 1440x576 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"vdnAmnk3MEXo","colab_type":"text"},"source":["## **探討緯度與確診人數的關係 (Simple Linear Regression)**"]},{"cell_type":"code","metadata":{"id":"5yk02KJIKh9q","colab_type":"code","outputId":"0b6d09cb-1e22-4455-95ff-8a10a3d3b22a","executionInfo":{"status":"ok","timestamp":1587298296262,"user_tz":-480,"elapsed":13521,"user":{"displayName":"郭宇雋","photoUrl":"","userId":"01461113603099005024"}},"colab":{"base_uri":"https://localhost:8080/","height":383}},"source":["# 找確診人數在30萬人以下的國家，排除 outlier\n","predict_df = confirmed_df[[\"Lat\", confirmed_df.columns[-1]]]\n","predict_df.columns = [\"Lat\", \"confirmed_num\"]\n","predict_df= predict_df.apply(lambda x: x.abs(), axis=0)\n","obs = predict_df[predict_df[\"confirmed_num\"] < 3e5]\n","sns.lmplot(x=\"Lat\", y=\"confirmed_num\", data=obs, robust=True, ci=None)\n","plt.title(\"Relation between Latitude and confirmed number\")\n","plt.show()"],"execution_count":20,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 360x360 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"jisr4IYxPTM-","colab_type":"code","outputId":"10076eeb-2b12-4bce-b68c-3ceb309ed8eb","executionInfo":{"status":"ok","timestamp":1587298296978,"user_tz":-480,"elapsed":14204,"user":{"displayName":"郭宇雋","photoUrl":"","userId":"01461113603099005024"}},"colab":{"base_uri":"https://localhost:8080/","height":301}},"source":["# Residual plot\n","sns.residplot(x=\"Lat\", y=\"confirmed_num\", data=obs)\n","plt.title(\"Residual Plot\")\n","plt.show()"],"execution_count":21,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"3pkLaj0EP6mZ","colab_type":"code","outputId":"7e5286cb-55c4-471f-f91c-151cc6f4ed9f","executionInfo":{"status":"ok","timestamp":1587298296980,"user_tz":-480,"elapsed":14148,"user":{"displayName":"郭宇雋","photoUrl":"","userId":"01461113603099005024"}},"colab":{"base_uri":"https://localhost:8080/","height":68}},"source":["# 建立 Linear Regression Model\n","from sklearn.linear_model import LinearRegression\n","x_train = obs.drop([\"confirmed_num\"], axis=1)\n","y_train = obs[\"confirmed_num\"]\n","model = LinearRegression()\n","model.fit(x_train, y_train)\n","print(\"Intercept is \", model.intercept_)\n","print(\"coefficients  is \", model.coef_[0])\n","print(\"Confirmed_num = \", end=\"\")\n","print(model.intercept_, \"+ \", end=\"\")\n","print(model.coef_[0], \"* Latitude\")"],"execution_count":22,"outputs":[{"output_type":"stream","text":["Intercept is  -1922.9543298827675\n","coefficients  is  285.15212374529204\n","Confirmed_num = -1922.9543298827675 + 285.15212374529204 * Latitude\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"N3jKPAeLS9Pr","colab_type":"text"},"source":["<h3> \n","<b> Confirmed_num = -1922.95 + 285.15 * Latitude </b>\n","\n"," 此模型表示緯度每增加一度，平均確診人數就會增加大約 285 人 <br>\n"," 但殘差分佈仍非隨機（ 存在 pattern ），因此需要納入更多變數，才能使預測更準確！\n","</h3>\n"]}]}