diff --git a/module3/exo3/exercice.ipynb b/module3/exo3/exercice.ipynb
index c5bf15408c5ff052156be219fe6f96990d0482e0..62aee8142ad85cee13f227f1446493f50463cfd8 100644
--- a/module3/exo3/exercice.ipynb
+++ b/module3/exo3/exercice.ipynb
@@ -87,1790 +87,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 25,
    "metadata": {
     "hideCode": false,
     "hidePrompt": false,
     "scrolled": true
    },
-   "outputs": [
-    {
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-       "      <td>97483</td>\n",
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-       "      <td>1649359</td>\n",
-       "      <td>1649359</td>\n",
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-       "      <td>1649359</td>\n",
-       "      <td>1649359</td>\n",
-       "      <td>1656423</td>\n",
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-       "      <th>13</th>\n",
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-       "      <th>14</th>\n",
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-       "      <td>250332</td>\n",
-       "      <td>250332</td>\n",
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-       "      <td>250332</td>\n",
-       "      <td>250332</td>\n",
-       "      <td>251023</td>\n",
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-       "      <th>15</th>\n",
-       "      <td>Victoria</td>\n",
-       "      <td>Australia</td>\n",
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-       "      <td>144.963100</td>\n",
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-       "      <td>1</td>\n",
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-       "      <td>2622419</td>\n",
-       "      <td>2623238</td>\n",
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-       "      <td>2625569</td>\n",
-       "      <td>2626888</td>\n",
-       "      <td>2628125</td>\n",
-       "      <td>2630360</td>\n",
-       "      <td>2631296</td>\n",
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-       "      <th>16</th>\n",
-       "      <td>Western Australia</td>\n",
-       "      <td>Australia</td>\n",
-       "      <td>-31.950500</td>\n",
-       "      <td>115.860500</td>\n",
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-       "      <td>1159261</td>\n",
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-       "      <td>1164098</td>\n",
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-       "    <tr>\n",
-       "      <th>17</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Austria</td>\n",
-       "      <td>47.516200</td>\n",
-       "      <td>14.550100</td>\n",
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-       "      <th>18</th>\n",
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-       "      <td>Azerbaijan</td>\n",
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-       "      <td>822485</td>\n",
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-       "    <tr>\n",
-       "      <th>19</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Bahamas</td>\n",
-       "      <td>25.025885</td>\n",
-       "      <td>-78.035889</td>\n",
-       "      <td>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>37309</td>\n",
-       "      <td>37309</td>\n",
-       "      <td>37309</td>\n",
-       "      <td>37309</td>\n",
-       "      <td>37318</td>\n",
-       "      <td>37318</td>\n",
-       "      <td>37318</td>\n",
-       "      <td>37318</td>\n",
-       "      <td>37318</td>\n",
-       "      <td>37318</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>20</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Bahrain</td>\n",
-       "      <td>26.027500</td>\n",
-       "      <td>50.550000</td>\n",
-       "      <td>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>682470</td>\n",
-       "      <td>682816</td>\n",
-       "      <td>683047</td>\n",
-       "      <td>683242</td>\n",
-       "      <td>683482</td>\n",
-       "      <td>683773</td>\n",
-       "      <td>684229</td>\n",
-       "      <td>684545</td>\n",
-       "      <td>684832</td>\n",
-       "      <td>685067</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>21</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Bangladesh</td>\n",
-       "      <td>23.685000</td>\n",
-       "      <td>90.356300</td>\n",
-       "      <td>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>2028114</td>\n",
-       "      <td>2028524</td>\n",
-       "      <td>2029015</td>\n",
-       "      <td>2029314</td>\n",
-       "      <td>2029723</td>\n",
-       "      <td>2030090</td>\n",
-       "      <td>2030550</td>\n",
-       "      <td>2031006</td>\n",
-       "      <td>2031451</td>\n",
-       "      <td>2031797</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>22</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Barbados</td>\n",
-       "      <td>13.193900</td>\n",
-       "      <td>-59.543200</td>\n",
-       "      <td>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>102580</td>\n",
-       "      <td>102580</td>\n",
-       "      <td>102580</td>\n",
-       "      <td>102580</td>\n",
-       "      <td>102580</td>\n",
-       "      <td>102580</td>\n",
-       "      <td>102580</td>\n",
-       "      <td>102609</td>\n",
-       "      <td>102609</td>\n",
-       "      <td>102609</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>23</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Belarus</td>\n",
-       "      <td>53.709800</td>\n",
-       "      <td>27.953400</td>\n",
-       "      <td>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>994037</td>\n",
-       "      <td>994037</td>\n",
-       "      <td>994037</td>\n",
-       "      <td>994037</td>\n",
-       "      <td>994037</td>\n",
-       "      <td>994037</td>\n",
-       "      <td>994037</td>\n",
-       "      <td>994037</td>\n",
-       "      <td>994037</td>\n",
-       "      <td>994037</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>24</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Belgium</td>\n",
-       "      <td>50.833300</td>\n",
-       "      <td>4.469936</td>\n",
-       "      <td>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>4553333</td>\n",
-       "      <td>4566207</td>\n",
-       "      <td>4566207</td>\n",
-       "      <td>4566207</td>\n",
-       "      <td>4566207</td>\n",
-       "      <td>4575519</td>\n",
-       "      <td>4575519</td>\n",
-       "      <td>4575519</td>\n",
-       "      <td>4586564</td>\n",
-       "      <td>4586564</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>25</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Belize</td>\n",
-       "      <td>17.189900</td>\n",
-       "      <td>-88.497600</td>\n",
-       "      <td>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>68884</td>\n",
-       "      <td>68884</td>\n",
-       "      <td>68884</td>\n",
-       "      <td>68884</td>\n",
-       "      <td>68884</td>\n",
-       "      <td>68884</td>\n",
-       "      <td>68909</td>\n",
-       "      <td>68909</td>\n",
-       "      <td>68909</td>\n",
-       "      <td>68909</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>26</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Benin</td>\n",
-       "      <td>9.307700</td>\n",
-       "      <td>2.315800</td>\n",
-       "      <td>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>27782</td>\n",
-       "      <td>27782</td>\n",
-       "      <td>27782</td>\n",
-       "      <td>27782</td>\n",
-       "      <td>27782</td>\n",
-       "      <td>27782</td>\n",
-       "      <td>27782</td>\n",
-       "      <td>27782</td>\n",
-       "      <td>27782</td>\n",
-       "      <td>27782</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>27</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Bhutan</td>\n",
-       "      <td>27.514200</td>\n",
-       "      <td>90.433600</td>\n",
-       "      <td>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>62095</td>\n",
-       "      <td>62095</td>\n",
-       "      <td>62095</td>\n",
-       "      <td>62095</td>\n",
-       "      <td>62095</td>\n",
-       "      <td>62200</td>\n",
-       "      <td>62200</td>\n",
-       "      <td>62200</td>\n",
-       "      <td>62200</td>\n",
-       "      <td>62200</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>28</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Bolivia</td>\n",
-       "      <td>-16.290200</td>\n",
-       "      <td>-63.588700</td>\n",
-       "      <td>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>1108472</td>\n",
-       "      <td>1108595</td>\n",
-       "      <td>1108595</td>\n",
-       "      <td>1108648</td>\n",
-       "      <td>1108702</td>\n",
-       "      <td>1108702</td>\n",
-       "      <td>1108768</td>\n",
-       "      <td>1108818</td>\n",
-       "      <td>1108865</td>\n",
-       "      <td>1108903</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>29</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Bosnia and Herzegovina</td>\n",
-       "      <td>43.915900</td>\n",
-       "      <td>17.679100</td>\n",
-       "      <td>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>398796</td>\n",
-       "      <td>399036</td>\n",
-       "      <td>399071</td>\n",
-       "      <td>399071</td>\n",
-       "      <td>399071</td>\n",
-       "      <td>399184</td>\n",
-       "      <td>399227</td>\n",
-       "      <td>399298</td>\n",
-       "      <td>399346</td>\n",
-       "      <td>399410</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>259</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Tuvalu</td>\n",
-       "      <td>-7.109500</td>\n",
-       "      <td>177.649300</td>\n",
-       "      <td>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>20</td>\n",
-       "      <td>20</td>\n",
-       "      <td>20</td>\n",
-       "      <td>20</td>\n",
-       "      <td>20</td>\n",
-       "      <td>20</td>\n",
-       "      <td>20</td>\n",
-       "      <td>20</td>\n",
-       "      <td>20</td>\n",
-       "      <td>20</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>260</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>US</td>\n",
-       "      <td>40.000000</td>\n",
-       "      <td>-100.000000</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>...</td>\n",
-       "      <td>96570266</td>\n",
-       "      <td>96630947</td>\n",
-       "      <td>96689235</td>\n",
-       "      <td>96696906</td>\n",
-       "      <td>96701958</td>\n",
-       "      <td>96723988</td>\n",
-       "      <td>96783524</td>\n",
-       "      <td>96847991</td>\n",
-       "      <td>96912054</td>\n",
-       "      <td>96940217</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>261</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Uganda</td>\n",
-       "      <td>1.373333</td>\n",
-       "      <td>32.290275</td>\n",
-       "      <td>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>169396</td>\n",
-       "      <td>169396</td>\n",
-       "      <td>169396</td>\n",
-       "      <td>169396</td>\n",
-       "      <td>169396</td>\n",
-       "      <td>169396</td>\n",
-       "      <td>169396</td>\n",
-       "      <td>169396</td>\n",
-       "      <td>169396</td>\n",
-       "      <td>169396</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>262</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Ukraine</td>\n",
-       "      <td>48.379400</td>\n",
-       "      <td>31.165600</td>\n",
-       "      <td>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>5479206</td>\n",
-       "      <td>5479387</td>\n",
-       "      <td>5479598</td>\n",
-       "      <td>5479793</td>\n",
-       "      <td>5479938</td>\n",
-       "      <td>5480098</td>\n",
-       "      <td>5480251</td>\n",
-       "      <td>5480392</td>\n",
-       "      <td>5480495</td>\n",
-       "      <td>5480652</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>263</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>United Arab Emirates</td>\n",
-       "      <td>23.424076</td>\n",
-       "      <td>53.847818</td>\n",
-       "      <td>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>1029426</td>\n",
-       "      <td>1029803</td>\n",
-       "      <td>1030146</td>\n",
-       "      <td>1030478</td>\n",
-       "      <td>1030837</td>\n",
-       "      <td>1031179</td>\n",
-       "      <td>1031500</td>\n",
-       "      <td>1031837</td>\n",
-       "      <td>1032177</td>\n",
-       "      <td>1032522</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>264</th>\n",
-       "      <td>Anguilla</td>\n",
-       "      <td>United Kingdom</td>\n",
-       "      <td>18.220600</td>\n",
-       "      <td>-63.068600</td>\n",
-       "      <td>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>3866</td>\n",
-       "      <td>3866</td>\n",
-       "      <td>3866</td>\n",
-       "      <td>3866</td>\n",
-       "      <td>3866</td>\n",
-       "      <td>3866</td>\n",
-       "      <td>3866</td>\n",
-       "      <td>3866</td>\n",
-       "      <td>3866</td>\n",
-       "      <td>3866</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>265</th>\n",
-       "      <td>Bermuda</td>\n",
-       "      <td>United Kingdom</td>\n",
-       "      <td>32.307800</td>\n",
-       "      <td>-64.750500</td>\n",
-       "      <td>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>18220</td>\n",
-       "      <td>18220</td>\n",
-       "      <td>18220</td>\n",
-       "      <td>18220</td>\n",
-       "      <td>18220</td>\n",
-       "      <td>18220</td>\n",
-       "      <td>18220</td>\n",
-       "      <td>18220</td>\n",
-       "      <td>18220</td>\n",
-       "      <td>18220</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>266</th>\n",
-       "      <td>British Virgin Islands</td>\n",
-       "      <td>United Kingdom</td>\n",
-       "      <td>18.420700</td>\n",
-       "      <td>-64.640000</td>\n",
-       "      <td>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>7305</td>\n",
-       "      <td>7305</td>\n",
-       "      <td>7305</td>\n",
-       "      <td>7305</td>\n",
-       "      <td>7305</td>\n",
-       "      <td>7305</td>\n",
-       "      <td>7305</td>\n",
-       "      <td>7305</td>\n",
-       "      <td>7305</td>\n",
-       "      <td>7305</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>267</th>\n",
-       "      <td>Cayman Islands</td>\n",
-       "      <td>United Kingdom</td>\n",
-       "      <td>19.313300</td>\n",
-       "      <td>-81.254600</td>\n",
-       "      <td>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>30809</td>\n",
-       "      <td>30809</td>\n",
-       "      <td>30809</td>\n",
-       "      <td>30809</td>\n",
-       "      <td>30809</td>\n",
-       "      <td>30809</td>\n",
-       "      <td>30809</td>\n",
-       "      <td>30809</td>\n",
-       "      <td>30809</td>\n",
-       "      <td>30809</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>268</th>\n",
-       "      <td>Channel Islands</td>\n",
-       "      <td>United Kingdom</td>\n",
-       "      <td>49.372300</td>\n",
-       "      <td>-2.364400</td>\n",
-       "      <td>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",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>269</th>\n",
-       "      <td>Falkland Islands (Malvinas)</td>\n",
-       "      <td>United Kingdom</td>\n",
-       "      <td>-51.796300</td>\n",
-       "      <td>-59.523600</td>\n",
-       "      <td>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>1930</td>\n",
-       "      <td>1930</td>\n",
-       "      <td>1930</td>\n",
-       "      <td>1930</td>\n",
-       "      <td>1930</td>\n",
-       "      <td>1930</td>\n",
-       "      <td>1930</td>\n",
-       "      <td>1930</td>\n",
-       "      <td>1930</td>\n",
-       "      <td>1930</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>270</th>\n",
-       "      <td>Gibraltar</td>\n",
-       "      <td>United Kingdom</td>\n",
-       "      <td>36.140800</td>\n",
-       "      <td>-5.353600</td>\n",
-       "      <td>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>20095</td>\n",
-       "      <td>20095</td>\n",
-       "      <td>20095</td>\n",
-       "      <td>20095</td>\n",
-       "      <td>20095</td>\n",
-       "      <td>20095</td>\n",
-       "      <td>20095</td>\n",
-       "      <td>20095</td>\n",
-       "      <td>20121</td>\n",
-       "      <td>20121</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>271</th>\n",
-       "      <td>Guernsey</td>\n",
-       "      <td>United Kingdom</td>\n",
-       "      <td>49.448196</td>\n",
-       "      <td>-2.589490</td>\n",
-       "      <td>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>31309</td>\n",
-       "      <td>31309</td>\n",
-       "      <td>31545</td>\n",
-       "      <td>31545</td>\n",
-       "      <td>31545</td>\n",
-       "      <td>31545</td>\n",
-       "      <td>31545</td>\n",
-       "      <td>31836</td>\n",
-       "      <td>31836</td>\n",
-       "      <td>31836</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>272</th>\n",
-       "      <td>Isle of Man</td>\n",
-       "      <td>United Kingdom</td>\n",
-       "      <td>54.236100</td>\n",
-       "      <td>-4.548100</td>\n",
-       "      <td>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>38008</td>\n",
-       "      <td>38008</td>\n",
-       "      <td>38008</td>\n",
-       "      <td>38008</td>\n",
-       "      <td>38008</td>\n",
-       "      <td>38008</td>\n",
-       "      <td>38008</td>\n",
-       "      <td>38008</td>\n",
-       "      <td>38008</td>\n",
-       "      <td>38008</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>273</th>\n",
-       "      <td>Jersey</td>\n",
-       "      <td>United Kingdom</td>\n",
-       "      <td>49.213800</td>\n",
-       "      <td>-2.135800</td>\n",
-       "      <td>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>60252</td>\n",
-       "      <td>60252</td>\n",
-       "      <td>60646</td>\n",
-       "      <td>60646</td>\n",
-       "      <td>60646</td>\n",
-       "      <td>60646</td>\n",
-       "      <td>60646</td>\n",
-       "      <td>60646</td>\n",
-       "      <td>60646</td>\n",
-       "      <td>61048</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>274</th>\n",
-       "      <td>Montserrat</td>\n",
-       "      <td>United Kingdom</td>\n",
-       "      <td>16.742498</td>\n",
-       "      <td>-62.187366</td>\n",
-       "      <td>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>1403</td>\n",
-       "      <td>1403</td>\n",
-       "      <td>1403</td>\n",
-       "      <td>1403</td>\n",
-       "      <td>1403</td>\n",
-       "      <td>1403</td>\n",
-       "      <td>1403</td>\n",
-       "      <td>1403</td>\n",
-       "      <td>1403</td>\n",
-       "      <td>1403</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>275</th>\n",
-       "      <td>Pitcairn Islands</td>\n",
-       "      <td>United Kingdom</td>\n",
-       "      <td>-24.376800</td>\n",
-       "      <td>-128.324200</td>\n",
-       "      <td>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>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>276</th>\n",
-       "      <td>Saint Helena, Ascension and Tristan da Cunha</td>\n",
-       "      <td>United Kingdom</td>\n",
-       "      <td>-7.946700</td>\n",
-       "      <td>-14.355900</td>\n",
-       "      <td>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>1826</td>\n",
-       "      <td>1826</td>\n",
-       "      <td>1826</td>\n",
-       "      <td>1826</td>\n",
-       "      <td>1826</td>\n",
-       "      <td>1826</td>\n",
-       "      <td>1973</td>\n",
-       "      <td>1973</td>\n",
-       "      <td>1973</td>\n",
-       "      <td>1973</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>277</th>\n",
-       "      <td>Turks and Caicos Islands</td>\n",
-       "      <td>United Kingdom</td>\n",
-       "      <td>21.694000</td>\n",
-       "      <td>-71.797900</td>\n",
-       "      <td>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>6380</td>\n",
-       "      <td>6380</td>\n",
-       "      <td>6380</td>\n",
-       "      <td>6380</td>\n",
-       "      <td>6380</td>\n",
-       "      <td>6380</td>\n",
-       "      <td>6380</td>\n",
-       "      <td>6380</td>\n",
-       "      <td>6380</td>\n",
-       "      <td>6380</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>278</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>United Kingdom</td>\n",
-       "      <td>55.378100</td>\n",
-       "      <td>-3.436000</td>\n",
-       "      <td>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>23672852</td>\n",
-       "      <td>23735273</td>\n",
-       "      <td>23735273</td>\n",
-       "      <td>23735273</td>\n",
-       "      <td>23735273</td>\n",
-       "      <td>23735273</td>\n",
-       "      <td>23735273</td>\n",
-       "      <td>23735273</td>\n",
-       "      <td>23798793</td>\n",
-       "      <td>23798793</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>279</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Uruguay</td>\n",
-       "      <td>-32.522800</td>\n",
-       "      <td>-55.765800</td>\n",
-       "      <td>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>986446</td>\n",
-       "      <td>986446</td>\n",
-       "      <td>986446</td>\n",
-       "      <td>986446</td>\n",
-       "      <td>986446</td>\n",
-       "      <td>986446</td>\n",
-       "      <td>987563</td>\n",
-       "      <td>987563</td>\n",
-       "      <td>987563</td>\n",
-       "      <td>987563</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>280</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Uzbekistan</td>\n",
-       "      <td>41.377491</td>\n",
-       "      <td>64.585262</td>\n",
-       "      <td>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>244275</td>\n",
-       "      <td>244285</td>\n",
-       "      <td>244296</td>\n",
-       "      <td>244296</td>\n",
-       "      <td>244296</td>\n",
-       "      <td>244334</td>\n",
-       "      <td>244337</td>\n",
-       "      <td>244350</td>\n",
-       "      <td>244361</td>\n",
-       "      <td>244382</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>281</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Vanuatu</td>\n",
-       "      <td>-15.376700</td>\n",
-       "      <td>166.959200</td>\n",
-       "      <td>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>11974</td>\n",
-       "      <td>11974</td>\n",
-       "      <td>11974</td>\n",
-       "      <td>11974</td>\n",
-       "      <td>11974</td>\n",
-       "      <td>11976</td>\n",
-       "      <td>11976</td>\n",
-       "      <td>11976</td>\n",
-       "      <td>11976</td>\n",
-       "      <td>11976</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>282</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Venezuela</td>\n",
-       "      <td>6.423800</td>\n",
-       "      <td>-66.589700</td>\n",
-       "      <td>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>544907</td>\n",
-       "      <td>544921</td>\n",
-       "      <td>544921</td>\n",
-       "      <td>544950</td>\n",
-       "      <td>544950</td>\n",
-       "      <td>544964</td>\n",
-       "      <td>544966</td>\n",
-       "      <td>545013</td>\n",
-       "      <td>545159</td>\n",
-       "      <td>545193</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>283</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Vietnam</td>\n",
-       "      <td>14.058324</td>\n",
-       "      <td>108.277199</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>...</td>\n",
-       "      <td>11483529</td>\n",
-       "      <td>11484659</td>\n",
-       "      <td>11485361</td>\n",
-       "      <td>11486043</td>\n",
-       "      <td>11486414</td>\n",
-       "      <td>11487459</td>\n",
-       "      <td>11488685</td>\n",
-       "      <td>11489881</td>\n",
-       "      <td>11490951</td>\n",
-       "      <td>11491541</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>284</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>West Bank and Gaza</td>\n",
-       "      <td>31.952200</td>\n",
-       "      <td>35.233200</td>\n",
-       "      <td>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>702804</td>\n",
-       "      <td>702804</td>\n",
-       "      <td>702804</td>\n",
-       "      <td>702804</td>\n",
-       "      <td>702804</td>\n",
-       "      <td>702804</td>\n",
-       "      <td>702804</td>\n",
-       "      <td>702804</td>\n",
-       "      <td>702804</td>\n",
-       "      <td>702804</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>285</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Winter Olympics 2022</td>\n",
-       "      <td>39.904200</td>\n",
-       "      <td>116.407400</td>\n",
-       "      <td>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>535</td>\n",
-       "      <td>535</td>\n",
-       "      <td>535</td>\n",
-       "      <td>535</td>\n",
-       "      <td>535</td>\n",
-       "      <td>535</td>\n",
-       "      <td>535</td>\n",
-       "      <td>535</td>\n",
-       "      <td>535</td>\n",
-       "      <td>535</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>286</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Yemen</td>\n",
-       "      <td>15.552727</td>\n",
-       "      <td>48.516388</td>\n",
-       "      <td>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>11939</td>\n",
-       "      <td>11939</td>\n",
-       "      <td>11939</td>\n",
-       "      <td>11939</td>\n",
-       "      <td>11939</td>\n",
-       "      <td>11939</td>\n",
-       "      <td>11939</td>\n",
-       "      <td>11939</td>\n",
-       "      <td>11939</td>\n",
-       "      <td>11939</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>287</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Zambia</td>\n",
-       "      <td>-13.133897</td>\n",
-       "      <td>27.849332</td>\n",
-       "      <td>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>333555</td>\n",
-       "      <td>333555</td>\n",
-       "      <td>333555</td>\n",
-       "      <td>333555</td>\n",
-       "      <td>333555</td>\n",
-       "      <td>333624</td>\n",
-       "      <td>333624</td>\n",
-       "      <td>333624</td>\n",
-       "      <td>333624</td>\n",
-       "      <td>333624</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>288</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Zimbabwe</td>\n",
-       "      <td>-19.015438</td>\n",
-       "      <td>29.154857</td>\n",
-       "      <td>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>257568</td>\n",
-       "      <td>257655</td>\n",
-       "      <td>257655</td>\n",
-       "      <td>257655</td>\n",
-       "      <td>257655</td>\n",
-       "      <td>257749</td>\n",
-       "      <td>257749</td>\n",
-       "      <td>257798</td>\n",
-       "      <td>257827</td>\n",
-       "      <td>257827</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>289 rows × 1001 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                                   Province/State          Country/Region  \\\n",
-       "0                                             NaN             Afghanistan   \n",
-       "1                                             NaN                 Albania   \n",
-       "2                                             NaN                 Algeria   \n",
-       "3                                             NaN                 Andorra   \n",
-       "4                                             NaN                  Angola   \n",
-       "5                                             NaN              Antarctica   \n",
-       "6                                             NaN     Antigua and Barbuda   \n",
-       "7                                             NaN               Argentina   \n",
-       "8                                             NaN                 Armenia   \n",
-       "9                    Australian Capital Territory               Australia   \n",
-       "10                                New South Wales               Australia   \n",
-       "11                             Northern Territory               Australia   \n",
-       "12                                     Queensland               Australia   \n",
-       "13                                South Australia               Australia   \n",
-       "14                                       Tasmania               Australia   \n",
-       "15                                       Victoria               Australia   \n",
-       "16                              Western Australia               Australia   \n",
-       "17                                            NaN                 Austria   \n",
-       "18                                            NaN              Azerbaijan   \n",
-       "19                                            NaN                 Bahamas   \n",
-       "20                                            NaN                 Bahrain   \n",
-       "21                                            NaN              Bangladesh   \n",
-       "22                                            NaN                Barbados   \n",
-       "23                                            NaN                 Belarus   \n",
-       "24                                            NaN                 Belgium   \n",
-       "25                                            NaN                  Belize   \n",
-       "26                                            NaN                   Benin   \n",
-       "27                                            NaN                  Bhutan   \n",
-       "28                                            NaN                 Bolivia   \n",
-       "29                                            NaN  Bosnia and Herzegovina   \n",
-       "..                                            ...                     ...   \n",
-       "259                                           NaN                  Tuvalu   \n",
-       "260                                           NaN                      US   \n",
-       "261                                           NaN                  Uganda   \n",
-       "262                                           NaN                 Ukraine   \n",
-       "263                                           NaN    United Arab Emirates   \n",
-       "264                                      Anguilla          United Kingdom   \n",
-       "265                                       Bermuda          United Kingdom   \n",
-       "266                        British Virgin Islands          United Kingdom   \n",
-       "267                                Cayman Islands          United Kingdom   \n",
-       "268                               Channel Islands          United Kingdom   \n",
-       "269                   Falkland Islands (Malvinas)          United Kingdom   \n",
-       "270                                     Gibraltar          United Kingdom   \n",
-       "271                                      Guernsey          United Kingdom   \n",
-       "272                                   Isle of Man          United Kingdom   \n",
-       "273                                        Jersey          United Kingdom   \n",
-       "274                                    Montserrat          United Kingdom   \n",
-       "275                              Pitcairn Islands          United Kingdom   \n",
-       "276  Saint Helena, Ascension and Tristan da Cunha          United Kingdom   \n",
-       "277                      Turks and Caicos Islands          United Kingdom   \n",
-       "278                                           NaN          United Kingdom   \n",
-       "279                                           NaN                 Uruguay   \n",
-       "280                                           NaN              Uzbekistan   \n",
-       "281                                           NaN                 Vanuatu   \n",
-       "282                                           NaN               Venezuela   \n",
-       "283                                           NaN                 Vietnam   \n",
-       "284                                           NaN      West Bank and Gaza   \n",
-       "285                                           NaN    Winter Olympics 2022   \n",
-       "286                                           NaN                   Yemen   \n",
-       "287                                           NaN                  Zambia   \n",
-       "288                                           NaN                Zimbabwe   \n",
-       "\n",
-       "           Lat        Long  1/22/20  1/23/20  1/24/20  1/25/20  1/26/20  \\\n",
-       "0    33.939110   67.709953        0        0        0        0        0   \n",
-       "1    41.153300   20.168300        0        0        0        0        0   \n",
-       "2    28.033900    1.659600        0        0        0        0        0   \n",
-       "3    42.506300    1.521800        0        0        0        0        0   \n",
-       "4   -11.202700   17.873900        0        0        0        0        0   \n",
-       "5   -71.949900   23.347000        0        0        0        0        0   \n",
-       "6    17.060800  -61.796400        0        0        0        0        0   \n",
-       "7   -38.416100  -63.616700        0        0        0        0        0   \n",
-       "8    40.069100   45.038200        0        0        0        0        0   \n",
-       "9   -35.473500  149.012400        0        0        0        0        0   \n",
-       "10  -33.868800  151.209300        0        0        0        0        3   \n",
-       "11  -12.463400  130.845600        0        0        0        0        0   \n",
-       "12  -27.469800  153.025100        0        0        0        0        0   \n",
-       "13  -34.928500  138.600700        0        0        0        0        0   \n",
-       "14  -42.882100  147.327200        0        0        0        0        0   \n",
-       "15  -37.813600  144.963100        0        0        0        0        1   \n",
-       "16  -31.950500  115.860500        0        0        0        0        0   \n",
-       "17   47.516200   14.550100        0        0        0        0        0   \n",
-       "18   40.143100   47.576900        0        0        0        0        0   \n",
-       "19   25.025885  -78.035889        0        0        0        0        0   \n",
-       "20   26.027500   50.550000        0        0        0        0        0   \n",
-       "21   23.685000   90.356300        0        0        0        0        0   \n",
-       "22   13.193900  -59.543200        0        0        0        0        0   \n",
-       "23   53.709800   27.953400        0        0        0        0        0   \n",
-       "24   50.833300    4.469936        0        0        0        0        0   \n",
-       "25   17.189900  -88.497600        0        0        0        0        0   \n",
-       "26    9.307700    2.315800        0        0        0        0        0   \n",
-       "27   27.514200   90.433600        0        0        0        0        0   \n",
-       "28  -16.290200  -63.588700        0        0        0        0        0   \n",
-       "29   43.915900   17.679100        0        0        0        0        0   \n",
-       "..         ...         ...      ...      ...      ...      ...      ...   \n",
-       "259  -7.109500  177.649300        0        0        0        0        0   \n",
-       "260  40.000000 -100.000000        1        1        2        2        5   \n",
-       "261   1.373333   32.290275        0        0        0        0        0   \n",
-       "262  48.379400   31.165600        0        0        0        0        0   \n",
-       "263  23.424076   53.847818        0        0        0        0        0   \n",
-       "264  18.220600  -63.068600        0        0        0        0        0   \n",
-       "265  32.307800  -64.750500        0        0        0        0        0   \n",
-       "266  18.420700  -64.640000        0        0        0        0        0   \n",
-       "267  19.313300  -81.254600        0        0        0        0        0   \n",
-       "268  49.372300   -2.364400        0        0        0        0        0   \n",
-       "269 -51.796300  -59.523600        0        0        0        0        0   \n",
-       "270  36.140800   -5.353600        0        0        0        0        0   \n",
-       "271  49.448196   -2.589490        0        0        0        0        0   \n",
-       "272  54.236100   -4.548100        0        0        0        0        0   \n",
-       "273  49.213800   -2.135800        0        0        0        0        0   \n",
-       "274  16.742498  -62.187366        0        0        0        0        0   \n",
-       "275 -24.376800 -128.324200        0        0        0        0        0   \n",
-       "276  -7.946700  -14.355900        0        0        0        0        0   \n",
-       "277  21.694000  -71.797900        0        0        0        0        0   \n",
-       "278  55.378100   -3.436000        0        0        0        0        0   \n",
-       "279 -32.522800  -55.765800        0        0        0        0        0   \n",
-       "280  41.377491   64.585262        0        0        0        0        0   \n",
-       "281 -15.376700  166.959200        0        0        0        0        0   \n",
-       "282   6.423800  -66.589700        0        0        0        0        0   \n",
-       "283  14.058324  108.277199        0        2        2        2        2   \n",
-       "284  31.952200   35.233200        0        0        0        0        0   \n",
-       "285  39.904200  116.407400        0        0        0        0        0   \n",
-       "286  15.552727   48.516388        0        0        0        0        0   \n",
-       "287 -13.133897   27.849332        0        0        0        0        0   \n",
-       "288 -19.015438   29.154857        0        0        0        0        0   \n",
-       "\n",
-       "     1/27/20    ...      10/5/22   10/6/22   10/7/22   10/8/22   10/9/22  \\\n",
-       "0          0    ...       199845    199994    200130    200202    200372   \n",
-       "1          0    ...       332372    332410    332443    332472    332494   \n",
-       "2          0    ...       270693    270697    270701    270701    270707   \n",
-       "3          0    ...        46227     46275     46275     46275     46275   \n",
-       "4          0    ...       103131    103131    103131    103131    103131   \n",
-       "5          0    ...           11        11        11        11        11   \n",
-       "6          0    ...         9098      9098      9098      9098      9098   \n",
-       "7          0    ...      9711355   9711355   9711355   9711355   9713594   \n",
-       "8          0    ...       443785    443785    443785    443785    443785   \n",
-       "9          0    ...       205752    205752    206285    206285    206285   \n",
-       "10         4    ...      3507880   3518633   3518633   3518633   3518633   \n",
-       "11         0    ...        97483     97711     97711     97711     97711   \n",
-       "12         0    ...      1641389   1649359   1649359   1649359   1649359   \n",
-       "13         0    ...       768961    771681    771681    771681    771681   \n",
-       "14         0    ...       249621    250332    250332    250332    250332   \n",
-       "15         1    ...      2620352   2622436   2622419   2623238   2624277   \n",
-       "16         0    ...      1154732   1159261   1159261   1159261   1159261   \n",
-       "17         0    ...      5195408   5210285   5226219   5239883   5252058   \n",
-       "18         0    ...       821865    821937    822027    822104    822171   \n",
-       "19         0    ...        37309     37309     37309     37309     37318   \n",
-       "20         0    ...       682470    682816    683047    683242    683482   \n",
-       "21         0    ...      2028114   2028524   2029015   2029314   2029723   \n",
-       "22         0    ...       102580    102580    102580    102580    102580   \n",
-       "23         0    ...       994037    994037    994037    994037    994037   \n",
-       "24         0    ...      4553333   4566207   4566207   4566207   4566207   \n",
-       "25         0    ...        68884     68884     68884     68884     68884   \n",
-       "26         0    ...        27782     27782     27782     27782     27782   \n",
-       "27         0    ...        62095     62095     62095     62095     62095   \n",
-       "28         0    ...      1108472   1108595   1108595   1108648   1108702   \n",
-       "29         0    ...       398796    399036    399071    399071    399071   \n",
-       "..       ...    ...          ...       ...       ...       ...       ...   \n",
-       "259        0    ...           20        20        20        20        20   \n",
-       "260        5    ...     96570266  96630947  96689235  96696906  96701958   \n",
-       "261        0    ...       169396    169396    169396    169396    169396   \n",
-       "262        0    ...      5479206   5479387   5479598   5479793   5479938   \n",
-       "263        0    ...      1029426   1029803   1030146   1030478   1030837   \n",
-       "264        0    ...         3866      3866      3866      3866      3866   \n",
-       "265        0    ...        18220     18220     18220     18220     18220   \n",
-       "266        0    ...         7305      7305      7305      7305      7305   \n",
-       "267        0    ...        30809     30809     30809     30809     30809   \n",
-       "268        0    ...            0         0         0         0         0   \n",
-       "269        0    ...         1930      1930      1930      1930      1930   \n",
-       "270        0    ...        20095     20095     20095     20095     20095   \n",
-       "271        0    ...        31309     31309     31545     31545     31545   \n",
-       "272        0    ...        38008     38008     38008     38008     38008   \n",
-       "273        0    ...        60252     60252     60646     60646     60646   \n",
-       "274        0    ...         1403      1403      1403      1403      1403   \n",
-       "275        0    ...            4         4         4         4         4   \n",
-       "276        0    ...         1826      1826      1826      1826      1826   \n",
-       "277        0    ...         6380      6380      6380      6380      6380   \n",
-       "278        0    ...     23672852  23735273  23735273  23735273  23735273   \n",
-       "279        0    ...       986446    986446    986446    986446    986446   \n",
-       "280        0    ...       244275    244285    244296    244296    244296   \n",
-       "281        0    ...        11974     11974     11974     11974     11974   \n",
-       "282        0    ...       544907    544921    544921    544950    544950   \n",
-       "283        2    ...     11483529  11484659  11485361  11486043  11486414   \n",
-       "284        0    ...       702804    702804    702804    702804    702804   \n",
-       "285        0    ...          535       535       535       535       535   \n",
-       "286        0    ...        11939     11939     11939     11939     11939   \n",
-       "287        0    ...       333555    333555    333555    333555    333555   \n",
-       "288        0    ...       257568    257655    257655    257655    257655   \n",
-       "\n",
-       "     10/10/22  10/11/22  10/12/22  10/13/22  10/14/22  \n",
-       "0      200469    200626    200729    200846    201014  \n",
-       "1      332503    332534    332555    332579    332598  \n",
-       "2      270713    270716    270722    270722    270734  \n",
-       "3       46275     46275     46366     46366     46366  \n",
-       "4      103131    103131    103131    103131    103131  \n",
-       "5          11        11        11        11        11  \n",
-       "6        9098      9098      9106      9106      9106  \n",
-       "7     9713594   9713594   9713594   9713594   9713594  \n",
-       "8      444482    444482    444482    444482    444482  \n",
-       "9      206285    206285    206285    206938    206938  \n",
-       "10    3518633   3518633   3518633   3530443   3530443  \n",
-       "11      97711     97711     97711     97958     97958  \n",
-       "12    1649359   1649359   1649359   1656423   1655265  \n",
-       "13     771681    771681    771681    771681    772083  \n",
-       "14     250332    250332    250332    250332    251023  \n",
-       "15    2625569   2626888   2628125   2630360   2631296  \n",
-       "16    1159261   1159261   1159261   1164098   1164098  \n",
-       "17    5260762   5273660   5292125   5306372   5319474  \n",
-       "18     822186    822278    822346    822427    822485  \n",
-       "19      37318     37318     37318     37318     37318  \n",
-       "20     683773    684229    684545    684832    685067  \n",
-       "21    2030090   2030550   2031006   2031451   2031797  \n",
-       "22     102580    102580    102609    102609    102609  \n",
-       "23     994037    994037    994037    994037    994037  \n",
-       "24    4575519   4575519   4575519   4586564   4586564  \n",
-       "25      68884     68909     68909     68909     68909  \n",
-       "26      27782     27782     27782     27782     27782  \n",
-       "27      62200     62200     62200     62200     62200  \n",
-       "28    1108702   1108768   1108818   1108865   1108903  \n",
-       "29     399184    399227    399298    399346    399410  \n",
-       "..        ...       ...       ...       ...       ...  \n",
-       "259        20        20        20        20        20  \n",
-       "260  96723988  96783524  96847991  96912054  96940217  \n",
-       "261    169396    169396    169396    169396    169396  \n",
-       "262   5480098   5480251   5480392   5480495   5480652  \n",
-       "263   1031179   1031500   1031837   1032177   1032522  \n",
-       "264      3866      3866      3866      3866      3866  \n",
-       "265     18220     18220     18220     18220     18220  \n",
-       "266      7305      7305      7305      7305      7305  \n",
-       "267     30809     30809     30809     30809     30809  \n",
-       "268         0         0         0         0         0  \n",
-       "269      1930      1930      1930      1930      1930  \n",
-       "270     20095     20095     20095     20121     20121  \n",
-       "271     31545     31545     31836     31836     31836  \n",
-       "272     38008     38008     38008     38008     38008  \n",
-       "273     60646     60646     60646     60646     61048  \n",
-       "274      1403      1403      1403      1403      1403  \n",
-       "275         4         4         4         4         4  \n",
-       "276      1826      1973      1973      1973      1973  \n",
-       "277      6380      6380      6380      6380      6380  \n",
-       "278  23735273  23735273  23735273  23798793  23798793  \n",
-       "279    986446    987563    987563    987563    987563  \n",
-       "280    244334    244337    244350    244361    244382  \n",
-       "281     11976     11976     11976     11976     11976  \n",
-       "282    544964    544966    545013    545159    545193  \n",
-       "283  11487459  11488685  11489881  11490951  11491541  \n",
-       "284    702804    702804    702804    702804    702804  \n",
-       "285       535       535       535       535       535  \n",
-       "286     11939     11939     11939     11939     11939  \n",
-       "287    333624    333624    333624    333624    333624  \n",
-       "288    257749    257749    257798    257827    257827  \n",
-       "\n",
-       "[289 rows x 1001 columns]"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "data = data_raw\n",
-    "display(data)"
+    "# display(data)"
    ]
   },
   {
@@ -2031,1348 +257,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 26,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
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-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>Date</th>\n",
-       "      <th>Belgium</th>\n",
-       "      <th>China</th>\n",
-       "      <th>France</th>\n",
-       "      <th>Germany</th>\n",
-       "      <th>Hong Kong</th>\n",
-       "      <th>Iran</th>\n",
-       "      <th>Italy</th>\n",
-       "      <th>Japan</th>\n",
-       "      <th>Korea, South</th>\n",
-       "      <th>Netherlands</th>\n",
-       "      <th>Portugal</th>\n",
-       "      <th>Spain</th>\n",
-       "      <th>US</th>\n",
-       "      <th>United Kingdom</th>\n",
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-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>1/22/20</td>\n",
-       "      <td>0</td>\n",
-       "      <td>548</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
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-       "      <td>2</td>\n",
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-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>1/23/20</td>\n",
-       "      <td>0</td>\n",
-       "      <td>641</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0</td>\n",
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-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
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-       "      <td>1</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>1/24/20</td>\n",
-       "      <td>0</td>\n",
-       "      <td>918</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0</td>\n",
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-       "      <td>2</td>\n",
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-       "      <td>2</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>1/25/20</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1401</td>\n",
-       "      <td>3</td>\n",
-       "      <td>0</td>\n",
-       "      <td>5</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>1/26/20</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2067</td>\n",
-       "      <td>3</td>\n",
-       "      <td>0</td>\n",
-       "      <td>8</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>4</td>\n",
-       "      <td>3</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>5</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>1/27/20</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2869</td>\n",
-       "      <td>3</td>\n",
-       "      <td>1</td>\n",
-       "      <td>8</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>5</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6</th>\n",
-       "      <td>1/28/20</td>\n",
-       "      <td>0</td>\n",
-       "      <td>5501</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>8</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>7</td>\n",
-       "      <td>4</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>5</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7</th>\n",
-       "      <td>1/29/20</td>\n",
-       "      <td>0</td>\n",
-       "      <td>6077</td>\n",
-       "      <td>5</td>\n",
-       "      <td>4</td>\n",
-       "      <td>10</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>7</td>\n",
-       "      <td>4</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>6</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8</th>\n",
-       "      <td>1/30/20</td>\n",
-       "      <td>0</td>\n",
-       "      <td>8131</td>\n",
-       "      <td>5</td>\n",
-       "      <td>4</td>\n",
-       "      <td>10</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>11</td>\n",
-       "      <td>4</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>6</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9</th>\n",
-       "      <td>1/31/20</td>\n",
-       "      <td>0</td>\n",
-       "      <td>9790</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>12</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>15</td>\n",
-       "      <td>11</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>8</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>10</th>\n",
-       "      <td>2/1/20</td>\n",
-       "      <td>0</td>\n",
-       "      <td>11878</td>\n",
-       "      <td>6</td>\n",
-       "      <td>8</td>\n",
-       "      <td>13</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>20</td>\n",
-       "      <td>12</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>8</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>11</th>\n",
-       "      <td>2/2/20</td>\n",
-       "      <td>0</td>\n",
-       "      <td>16615</td>\n",
-       "      <td>6</td>\n",
-       "      <td>10</td>\n",
-       "      <td>15</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>20</td>\n",
-       "      <td>15</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>8</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>12</th>\n",
-       "      <td>2/3/20</td>\n",
-       "      <td>0</td>\n",
-       "      <td>19701</td>\n",
-       "      <td>6</td>\n",
-       "      <td>12</td>\n",
-       "      <td>15</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>20</td>\n",
-       "      <td>15</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>11</td>\n",
-       "      <td>8</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>13</th>\n",
-       "      <td>2/4/20</td>\n",
-       "      <td>1</td>\n",
-       "      <td>23690</td>\n",
-       "      <td>6</td>\n",
-       "      <td>12</td>\n",
-       "      <td>17</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>22</td>\n",
-       "      <td>16</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>11</td>\n",
-       "      <td>8</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>14</th>\n",
-       "      <td>2/5/20</td>\n",
-       "      <td>1</td>\n",
-       "      <td>27419</td>\n",
-       "      <td>6</td>\n",
-       "      <td>12</td>\n",
-       "      <td>21</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>23</td>\n",
-       "      <td>19</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>11</td>\n",
-       "      <td>9</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>15</th>\n",
-       "      <td>2/6/20</td>\n",
-       "      <td>1</td>\n",
-       "      <td>30563</td>\n",
-       "      <td>6</td>\n",
-       "      <td>12</td>\n",
-       "      <td>24</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>23</td>\n",
-       "      <td>23</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>12</td>\n",
-       "      <td>9</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>16</th>\n",
-       "      <td>2/7/20</td>\n",
-       "      <td>1</td>\n",
-       "      <td>34085</td>\n",
-       "      <td>6</td>\n",
-       "      <td>13</td>\n",
-       "      <td>25</td>\n",
-       "      <td>0</td>\n",
-       "      <td>3</td>\n",
-       "      <td>23</td>\n",
-       "      <td>24</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>12</td>\n",
-       "      <td>9</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>17</th>\n",
-       "      <td>2/8/20</td>\n",
-       "      <td>1</td>\n",
-       "      <td>36788</td>\n",
-       "      <td>11</td>\n",
-       "      <td>13</td>\n",
-       "      <td>26</td>\n",
-       "      <td>0</td>\n",
-       "      <td>3</td>\n",
-       "      <td>24</td>\n",
-       "      <td>24</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>12</td>\n",
-       "      <td>13</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>18</th>\n",
-       "      <td>2/9/20</td>\n",
-       "      <td>1</td>\n",
-       "      <td>39800</td>\n",
-       "      <td>11</td>\n",
-       "      <td>14</td>\n",
-       "      <td>29</td>\n",
-       "      <td>0</td>\n",
-       "      <td>3</td>\n",
-       "      <td>24</td>\n",
-       "      <td>25</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>12</td>\n",
-       "      <td>14</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>19</th>\n",
-       "      <td>2/10/20</td>\n",
-       "      <td>1</td>\n",
-       "      <td>42316</td>\n",
-       "      <td>11</td>\n",
-       "      <td>14</td>\n",
-       "      <td>38</td>\n",
-       "      <td>0</td>\n",
-       "      <td>3</td>\n",
-       "      <td>26</td>\n",
-       "      <td>27</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>12</td>\n",
-       "      <td>14</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>20</th>\n",
-       "      <td>2/11/20</td>\n",
-       "      <td>1</td>\n",
-       "      <td>44337</td>\n",
-       "      <td>11</td>\n",
-       "      <td>16</td>\n",
-       "      <td>49</td>\n",
-       "      <td>0</td>\n",
-       "      <td>3</td>\n",
-       "      <td>27</td>\n",
-       "      <td>28</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>13</td>\n",
-       "      <td>15</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>21</th>\n",
-       "      <td>2/12/20</td>\n",
-       "      <td>1</td>\n",
-       "      <td>44709</td>\n",
-       "      <td>11</td>\n",
-       "      <td>16</td>\n",
-       "      <td>50</td>\n",
-       "      <td>0</td>\n",
-       "      <td>3</td>\n",
-       "      <td>28</td>\n",
-       "      <td>28</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>13</td>\n",
-       "      <td>16</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>22</th>\n",
-       "      <td>2/13/20</td>\n",
-       "      <td>1</td>\n",
-       "      <td>59842</td>\n",
-       "      <td>11</td>\n",
-       "      <td>16</td>\n",
-       "      <td>53</td>\n",
-       "      <td>0</td>\n",
-       "      <td>3</td>\n",
-       "      <td>33</td>\n",
-       "      <td>28</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>14</td>\n",
-       "      <td>17</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>23</th>\n",
-       "      <td>2/14/20</td>\n",
-       "      <td>1</td>\n",
-       "      <td>66302</td>\n",
-       "      <td>11</td>\n",
-       "      <td>16</td>\n",
-       "      <td>56</td>\n",
-       "      <td>0</td>\n",
-       "      <td>3</td>\n",
-       "      <td>43</td>\n",
-       "      <td>28</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>14</td>\n",
-       "      <td>18</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>24</th>\n",
-       "      <td>2/15/20</td>\n",
-       "      <td>1</td>\n",
-       "      <td>68357</td>\n",
-       "      <td>12</td>\n",
-       "      <td>16</td>\n",
-       "      <td>56</td>\n",
-       "      <td>0</td>\n",
-       "      <td>3</td>\n",
-       "      <td>54</td>\n",
-       "      <td>28</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>14</td>\n",
-       "      <td>18</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>25</th>\n",
-       "      <td>2/16/20</td>\n",
-       "      <td>1</td>\n",
-       "      <td>70456</td>\n",
-       "      <td>12</td>\n",
-       "      <td>16</td>\n",
-       "      <td>57</td>\n",
-       "      <td>0</td>\n",
-       "      <td>3</td>\n",
-       "      <td>60</td>\n",
-       "      <td>29</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>14</td>\n",
-       "      <td>18</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>26</th>\n",
-       "      <td>2/17/20</td>\n",
-       "      <td>1</td>\n",
-       "      <td>72374</td>\n",
-       "      <td>12</td>\n",
-       "      <td>16</td>\n",
-       "      <td>60</td>\n",
-       "      <td>0</td>\n",
-       "      <td>3</td>\n",
-       "      <td>67</td>\n",
-       "      <td>30</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>14</td>\n",
-       "      <td>19</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>27</th>\n",
-       "      <td>2/18/20</td>\n",
-       "      <td>1</td>\n",
-       "      <td>74149</td>\n",
-       "      <td>12</td>\n",
-       "      <td>16</td>\n",
-       "      <td>62</td>\n",
-       "      <td>0</td>\n",
-       "      <td>3</td>\n",
-       "      <td>79</td>\n",
-       "      <td>31</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>14</td>\n",
-       "      <td>19</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>28</th>\n",
-       "      <td>2/19/20</td>\n",
-       "      <td>1</td>\n",
-       "      <td>74556</td>\n",
-       "      <td>12</td>\n",
-       "      <td>16</td>\n",
-       "      <td>63</td>\n",
-       "      <td>2</td>\n",
-       "      <td>3</td>\n",
-       "      <td>85</td>\n",
-       "      <td>31</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>14</td>\n",
-       "      <td>20</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>29</th>\n",
-       "      <td>2/20/20</td>\n",
-       "      <td>1</td>\n",
-       "      <td>75009</td>\n",
-       "      <td>12</td>\n",
-       "      <td>16</td>\n",
-       "      <td>68</td>\n",
-       "      <td>5</td>\n",
-       "      <td>3</td>\n",
-       "      <td>95</td>\n",
-       "      <td>104</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>14</td>\n",
-       "      <td>22</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>967</th>\n",
-       "      <td>9/15/22</td>\n",
-       "      <td>4511590</td>\n",
-       "      <td>979044</td>\n",
-       "      <td>33856227</td>\n",
-       "      <td>32643742</td>\n",
-       "      <td>1682896</td>\n",
-       "      <td>7541586</td>\n",
-       "      <td>22114423</td>\n",
-       "      <td>20500172</td>\n",
-       "      <td>24316302</td>\n",
-       "      <td>8401151</td>\n",
-       "      <td>5454001</td>\n",
-       "      <td>13374116</td>\n",
-       "      <td>95604106</td>\n",
-       "      <td>23585305</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>968</th>\n",
-       "      <td>9/16/22</td>\n",
-       "      <td>4511590</td>\n",
-       "      <td>979986</td>\n",
-       "      <td>33884825</td>\n",
-       "      <td>32680355</td>\n",
-       "      <td>1691895</td>\n",
-       "      <td>7542230</td>\n",
-       "      <td>22131785</td>\n",
-       "      <td>20576128</td>\n",
-       "      <td>24359702</td>\n",
-       "      <td>8405459</td>\n",
-       "      <td>5456778</td>\n",
-       "      <td>13384876</td>\n",
-       "      <td>95660573</td>\n",
-       "      <td>23585305</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>969</th>\n",
-       "      <td>9/17/22</td>\n",
-       "      <td>4511590</td>\n",
-       "      <td>980643</td>\n",
-       "      <td>33884825</td>\n",
-       "      <td>32680356</td>\n",
-       "      <td>1700173</td>\n",
-       "      <td>7542533</td>\n",
-       "      <td>22148935</td>\n",
-       "      <td>20647079</td>\n",
-       "      <td>24394466</td>\n",
-       "      <td>8405459</td>\n",
-       "      <td>5456778</td>\n",
-       "      <td>13384876</td>\n",
-       "      <td>95669089</td>\n",
-       "      <td>23585305</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>970</th>\n",
-       "      <td>9/18/22</td>\n",
-       "      <td>4511590</td>\n",
-       "      <td>981796</td>\n",
-       "      <td>33884825</td>\n",
-       "      <td>32680356</td>\n",
-       "      <td>1707495</td>\n",
-       "      <td>7542822</td>\n",
-       "      <td>22161016</td>\n",
-       "      <td>20711125</td>\n",
-       "      <td>24413873</td>\n",
-       "      <td>8405459</td>\n",
-       "      <td>5456778</td>\n",
-       "      <td>13384876</td>\n",
-       "      <td>95674531</td>\n",
-       "      <td>23585305</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>971</th>\n",
-       "      <td>9/19/22</td>\n",
-       "      <td>4511590</td>\n",
-       "      <td>982772</td>\n",
-       "      <td>33946300</td>\n",
-       "      <td>32740593</td>\n",
-       "      <td>1713755</td>\n",
-       "      <td>7543548</td>\n",
-       "      <td>22169273</td>\n",
-       "      <td>20749162</td>\n",
-       "      <td>24461737</td>\n",
-       "      <td>8405459</td>\n",
-       "      <td>5461888</td>\n",
-       "      <td>13384876</td>\n",
-       "      <td>95730291</td>\n",
-       "      <td>23585305</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>972</th>\n",
-       "      <td>9/20/22</td>\n",
-       "      <td>4517212</td>\n",
-       "      <td>983517</td>\n",
-       "      <td>33998116</td>\n",
-       "      <td>32797308</td>\n",
-       "      <td>1719349</td>\n",
-       "      <td>7544540</td>\n",
-       "      <td>22197658</td>\n",
-       "      <td>20780883</td>\n",
-       "      <td>24502968</td>\n",
-       "      <td>8409955</td>\n",
-       "      <td>5466249</td>\n",
-       "      <td>13393196</td>\n",
-       "      <td>95799548</td>\n",
-       "      <td>23585305</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>973</th>\n",
-       "      <td>9/21/22</td>\n",
-       "      <td>4517212</td>\n",
-       "      <td>984255</td>\n",
-       "      <td>34036366</td>\n",
-       "      <td>32854286</td>\n",
-       "      <td>1725036</td>\n",
-       "      <td>7545351</td>\n",
-       "      <td>22218846</td>\n",
-       "      <td>20850696</td>\n",
-       "      <td>24535940</td>\n",
-       "      <td>8409955</td>\n",
-       "      <td>5469808</td>\n",
-       "      <td>13393196</td>\n",
-       "      <td>95897956</td>\n",
-       "      <td>23585305</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>974</th>\n",
-       "      <td>9/22/22</td>\n",
-       "      <td>4525931</td>\n",
-       "      <td>985051</td>\n",
-       "      <td>34074830</td>\n",
-       "      <td>32905086</td>\n",
-       "      <td>1731026</td>\n",
-       "      <td>7545855</td>\n",
-       "      <td>22241369</td>\n",
-       "      <td>20928069</td>\n",
-       "      <td>24565021</td>\n",
-       "      <td>8409955</td>\n",
-       "      <td>5472957</td>\n",
-       "      <td>13393196</td>\n",
-       "      <td>95978897</td>\n",
-       "      <td>23621952</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>975</th>\n",
-       "      <td>9/23/22</td>\n",
-       "      <td>4525931</td>\n",
-       "      <td>985940</td>\n",
-       "      <td>34110990</td>\n",
-       "      <td>32952050</td>\n",
-       "      <td>1736413</td>\n",
-       "      <td>7546276</td>\n",
-       "      <td>22262452</td>\n",
-       "      <td>20991907</td>\n",
-       "      <td>24594336</td>\n",
-       "      <td>8415337</td>\n",
-       "      <td>5476059</td>\n",
-       "      <td>13403502</td>\n",
-       "      <td>96062335</td>\n",
-       "      <td>23621952</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>976</th>\n",
-       "      <td>9/24/22</td>\n",
-       "      <td>4525931</td>\n",
-       "      <td>986771</td>\n",
-       "      <td>34110990</td>\n",
-       "      <td>32952050</td>\n",
-       "      <td>1741603</td>\n",
-       "      <td>7546673</td>\n",
-       "      <td>22284812</td>\n",
-       "      <td>21031120</td>\n",
-       "      <td>24620128</td>\n",
-       "      <td>8415337</td>\n",
-       "      <td>5476059</td>\n",
-       "      <td>13403502</td>\n",
-       "      <td>96071989</td>\n",
-       "      <td>23621952</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>977</th>\n",
-       "      <td>9/25/22</td>\n",
-       "      <td>4525931</td>\n",
-       "      <td>987603</td>\n",
-       "      <td>34110990</td>\n",
-       "      <td>32952050</td>\n",
-       "      <td>1745500</td>\n",
-       "      <td>7547089</td>\n",
-       "      <td>22303606</td>\n",
-       "      <td>21077882</td>\n",
-       "      <td>24634296</td>\n",
-       "      <td>8415337</td>\n",
-       "      <td>5476059</td>\n",
-       "      <td>13403502</td>\n",
-       "      <td>96078634</td>\n",
-       "      <td>23621952</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>978</th>\n",
-       "      <td>9/26/22</td>\n",
-       "      <td>4533249</td>\n",
-       "      <td>988402</td>\n",
-       "      <td>34187868</td>\n",
-       "      <td>33041332</td>\n",
-       "      <td>1749534</td>\n",
-       "      <td>7547397</td>\n",
-       "      <td>22313612</td>\n",
-       "      <td>21121413</td>\n",
-       "      <td>24673663</td>\n",
-       "      <td>8415337</td>\n",
-       "      <td>5480864</td>\n",
-       "      <td>13403502</td>\n",
-       "      <td>96124104</td>\n",
-       "      <td>23621952</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>979</th>\n",
-       "      <td>9/27/22</td>\n",
-       "      <td>4533249</td>\n",
-       "      <td>989220</td>\n",
-       "      <td>34261507</td>\n",
-       "      <td>33137143</td>\n",
-       "      <td>1753201</td>\n",
-       "      <td>7547706</td>\n",
-       "      <td>22358487</td>\n",
-       "      <td>21165123</td>\n",
-       "      <td>24709789</td>\n",
-       "      <td>8422214</td>\n",
-       "      <td>5481669</td>\n",
-       "      <td>13412263</td>\n",
-       "      <td>96184866</td>\n",
-       "      <td>23621952</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>980</th>\n",
-       "      <td>9/28/22</td>\n",
-       "      <td>4533249</td>\n",
-       "      <td>990418</td>\n",
-       "      <td>34313401</td>\n",
-       "      <td>33216006</td>\n",
-       "      <td>1757112</td>\n",
-       "      <td>7547968</td>\n",
-       "      <td>22395282</td>\n",
-       "      <td>21215102</td>\n",
-       "      <td>24740635</td>\n",
-       "      <td>8422214</td>\n",
-       "      <td>5484946</td>\n",
-       "      <td>13412263</td>\n",
-       "      <td>96271478</td>\n",
-       "      <td>23621952</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>981</th>\n",
-       "      <td>9/29/22</td>\n",
-       "      <td>4544505</td>\n",
-       "      <td>991175</td>\n",
-       "      <td>34364144</td>\n",
-       "      <td>33312373</td>\n",
-       "      <td>1761381</td>\n",
-       "      <td>7548320</td>\n",
-       "      <td>22432803</td>\n",
-       "      <td>21257275</td>\n",
-       "      <td>24769101</td>\n",
-       "      <td>8422214</td>\n",
-       "      <td>5490639</td>\n",
-       "      <td>13412263</td>\n",
-       "      <td>96355679</td>\n",
-       "      <td>23672852</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>982</th>\n",
-       "      <td>9/30/22</td>\n",
-       "      <td>4544505</td>\n",
-       "      <td>992038</td>\n",
-       "      <td>34412387</td>\n",
-       "      <td>33386229</td>\n",
-       "      <td>1765404</td>\n",
-       "      <td>7548648</td>\n",
-       "      <td>22467278</td>\n",
-       "      <td>21293921</td>\n",
-       "      <td>24796014</td>\n",
-       "      <td>8430739</td>\n",
-       "      <td>5493540</td>\n",
-       "      <td>13422984</td>\n",
-       "      <td>96389181</td>\n",
-       "      <td>23672852</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>983</th>\n",
-       "      <td>10/1/22</td>\n",
-       "      <td>4544505</td>\n",
-       "      <td>992839</td>\n",
-       "      <td>34412387</td>\n",
-       "      <td>33386229</td>\n",
-       "      <td>1769311</td>\n",
-       "      <td>7549186</td>\n",
-       "      <td>22500346</td>\n",
-       "      <td>21329519</td>\n",
-       "      <td>24819611</td>\n",
-       "      <td>8430739</td>\n",
-       "      <td>5493540</td>\n",
-       "      <td>13422984</td>\n",
-       "      <td>96397031</td>\n",
-       "      <td>23672852</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>984</th>\n",
-       "      <td>10/2/22</td>\n",
-       "      <td>4544505</td>\n",
-       "      <td>993595</td>\n",
-       "      <td>34412387</td>\n",
-       "      <td>33386229</td>\n",
-       "      <td>1772880</td>\n",
-       "      <td>7549586</td>\n",
-       "      <td>22529252</td>\n",
-       "      <td>21358831</td>\n",
-       "      <td>24831761</td>\n",
-       "      <td>8430739</td>\n",
-       "      <td>5493540</td>\n",
-       "      <td>13422984</td>\n",
-       "      <td>96402737</td>\n",
-       "      <td>23672852</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>985</th>\n",
-       "      <td>10/3/22</td>\n",
-       "      <td>4553333</td>\n",
-       "      <td>994450</td>\n",
-       "      <td>34505126</td>\n",
-       "      <td>33386229</td>\n",
-       "      <td>1776409</td>\n",
-       "      <td>7550021</td>\n",
-       "      <td>22542568</td>\n",
-       "      <td>21373998</td>\n",
-       "      <td>24848184</td>\n",
-       "      <td>8430739</td>\n",
-       "      <td>5498126</td>\n",
-       "      <td>13422984</td>\n",
-       "      <td>96443964</td>\n",
-       "      <td>23672852</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>986</th>\n",
-       "      <td>10/4/22</td>\n",
-       "      <td>4553333</td>\n",
-       "      <td>995363</td>\n",
-       "      <td>34592885</td>\n",
-       "      <td>33519761</td>\n",
-       "      <td>1779695</td>\n",
-       "      <td>7550401</td>\n",
-       "      <td>22602840</td>\n",
-       "      <td>21413721</td>\n",
-       "      <td>24882894</td>\n",
-       "      <td>8441227</td>\n",
-       "      <td>5499469</td>\n",
-       "      <td>13431098</td>\n",
-       "      <td>96499081</td>\n",
-       "      <td>23672852</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>987</th>\n",
-       "      <td>10/5/22</td>\n",
-       "      <td>4553333</td>\n",
-       "      <td>996443</td>\n",
-       "      <td>34659449</td>\n",
-       "      <td>33652255</td>\n",
-       "      <td>1783337</td>\n",
-       "      <td>7550691</td>\n",
-       "      <td>22648063</td>\n",
-       "      <td>21455079</td>\n",
-       "      <td>24911497</td>\n",
-       "      <td>8441227</td>\n",
-       "      <td>5500613</td>\n",
-       "      <td>13431098</td>\n",
-       "      <td>96570266</td>\n",
-       "      <td>23672852</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>988</th>\n",
-       "      <td>10/6/22</td>\n",
-       "      <td>4566207</td>\n",
-       "      <td>997782</td>\n",
-       "      <td>34724986</td>\n",
-       "      <td>33826367</td>\n",
-       "      <td>1787655</td>\n",
-       "      <td>7550856</td>\n",
-       "      <td>22692912</td>\n",
-       "      <td>21488519</td>\n",
-       "      <td>24933756</td>\n",
-       "      <td>8441227</td>\n",
-       "      <td>5501103</td>\n",
-       "      <td>13431098</td>\n",
-       "      <td>96630947</td>\n",
-       "      <td>23735273</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>989</th>\n",
-       "      <td>10/7/22</td>\n",
-       "      <td>4566207</td>\n",
-       "      <td>999572</td>\n",
-       "      <td>34785735</td>\n",
-       "      <td>33948632</td>\n",
-       "      <td>1792024</td>\n",
-       "      <td>7551022</td>\n",
-       "      <td>22737577</td>\n",
-       "      <td>21517962</td>\n",
-       "      <td>24953135</td>\n",
-       "      <td>8452830</td>\n",
-       "      <td>5501103</td>\n",
-       "      <td>13441941</td>\n",
-       "      <td>96689235</td>\n",
-       "      <td>23735273</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>990</th>\n",
-       "      <td>10/8/22</td>\n",
-       "      <td>4566207</td>\n",
-       "      <td>1002664</td>\n",
-       "      <td>34785735</td>\n",
-       "      <td>33948632</td>\n",
-       "      <td>1796924</td>\n",
-       "      <td>7551357</td>\n",
-       "      <td>22781293</td>\n",
-       "      <td>21544747</td>\n",
-       "      <td>24970789</td>\n",
-       "      <td>8452830</td>\n",
-       "      <td>5501103</td>\n",
-       "      <td>13441941</td>\n",
-       "      <td>96696906</td>\n",
-       "      <td>23735273</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>991</th>\n",
-       "      <td>10/9/22</td>\n",
-       "      <td>4566207</td>\n",
-       "      <td>1003098</td>\n",
-       "      <td>34785735</td>\n",
-       "      <td>33948632</td>\n",
-       "      <td>1801814</td>\n",
-       "      <td>7551680</td>\n",
-       "      <td>22815736</td>\n",
-       "      <td>21567543</td>\n",
-       "      <td>24979770</td>\n",
-       "      <td>8452830</td>\n",
-       "      <td>5501103</td>\n",
-       "      <td>13441941</td>\n",
-       "      <td>96701958</td>\n",
-       "      <td>23735273</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>992</th>\n",
-       "      <td>10/10/22</td>\n",
-       "      <td>4575519</td>\n",
-       "      <td>1005191</td>\n",
-       "      <td>34895004</td>\n",
-       "      <td>34121168</td>\n",
-       "      <td>1806688</td>\n",
-       "      <td>7552404</td>\n",
-       "      <td>22830825</td>\n",
-       "      <td>21580581</td>\n",
-       "      <td>24995246</td>\n",
-       "      <td>8452830</td>\n",
-       "      <td>5502208</td>\n",
-       "      <td>13441941</td>\n",
-       "      <td>96723988</td>\n",
-       "      <td>23735273</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>993</th>\n",
-       "      <td>10/11/22</td>\n",
-       "      <td>4575519</td>\n",
-       "      <td>1008665</td>\n",
-       "      <td>34986866</td>\n",
-       "      <td>34257916</td>\n",
-       "      <td>1811344</td>\n",
-       "      <td>7552812</td>\n",
-       "      <td>22896742</td>\n",
-       "      <td>21593704</td>\n",
-       "      <td>25025749</td>\n",
-       "      <td>8464895</td>\n",
-       "      <td>5505654</td>\n",
-       "      <td>13441941</td>\n",
-       "      <td>96783524</td>\n",
-       "      <td>23735273</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>994</th>\n",
-       "      <td>10/12/22</td>\n",
-       "      <td>4575519</td>\n",
-       "      <td>1009034</td>\n",
-       "      <td>35055510</td>\n",
-       "      <td>34403129</td>\n",
-       "      <td>1816132</td>\n",
-       "      <td>7553169</td>\n",
-       "      <td>22944496</td>\n",
-       "      <td>21639209</td>\n",
-       "      <td>25052677</td>\n",
-       "      <td>8464895</td>\n",
-       "      <td>5506988</td>\n",
-       "      <td>13441941</td>\n",
-       "      <td>96847991</td>\n",
-       "      <td>23735273</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>995</th>\n",
-       "      <td>10/13/22</td>\n",
-       "      <td>4586564</td>\n",
-       "      <td>1010525</td>\n",
-       "      <td>35119728</td>\n",
-       "      <td>34517327</td>\n",
-       "      <td>1821754</td>\n",
-       "      <td>7553454</td>\n",
-       "      <td>22990201</td>\n",
-       "      <td>21684899</td>\n",
-       "      <td>25076239</td>\n",
-       "      <td>8464895</td>\n",
-       "      <td>5508231</td>\n",
-       "      <td>13441941</td>\n",
-       "      <td>96912054</td>\n",
-       "      <td>23798793</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>996</th>\n",
-       "      <td>10/14/22</td>\n",
-       "      <td>4586564</td>\n",
-       "      <td>1011984</td>\n",
-       "      <td>35178403</td>\n",
-       "      <td>34608835</td>\n",
-       "      <td>1826860</td>\n",
-       "      <td>7553609</td>\n",
-       "      <td>23030777</td>\n",
-       "      <td>21721504</td>\n",
-       "      <td>25098996</td>\n",
-       "      <td>8475935</td>\n",
-       "      <td>5509424</td>\n",
-       "      <td>13462593</td>\n",
-       "      <td>96940217</td>\n",
-       "      <td>23798793</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>997 rows × 15 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "         Date  Belgium    China    France   Germany Hong Kong     Iran  \\\n",
-       "0     1/22/20        0      548         0         0         0        0   \n",
-       "1     1/23/20        0      641         0         0         2        0   \n",
-       "2     1/24/20        0      918         2         0         2        0   \n",
-       "3     1/25/20        0     1401         3         0         5        0   \n",
-       "4     1/26/20        0     2067         3         0         8        0   \n",
-       "5     1/27/20        0     2869         3         1         8        0   \n",
-       "6     1/28/20        0     5501         4         4         8        0   \n",
-       "7     1/29/20        0     6077         5         4        10        0   \n",
-       "8     1/30/20        0     8131         5         4        10        0   \n",
-       "9     1/31/20        0     9790         5         5        12        0   \n",
-       "10     2/1/20        0    11878         6         8        13        0   \n",
-       "11     2/2/20        0    16615         6        10        15        0   \n",
-       "12     2/3/20        0    19701         6        12        15        0   \n",
-       "13     2/4/20        1    23690         6        12        17        0   \n",
-       "14     2/5/20        1    27419         6        12        21        0   \n",
-       "15     2/6/20        1    30563         6        12        24        0   \n",
-       "16     2/7/20        1    34085         6        13        25        0   \n",
-       "17     2/8/20        1    36788        11        13        26        0   \n",
-       "18     2/9/20        1    39800        11        14        29        0   \n",
-       "19    2/10/20        1    42316        11        14        38        0   \n",
-       "20    2/11/20        1    44337        11        16        49        0   \n",
-       "21    2/12/20        1    44709        11        16        50        0   \n",
-       "22    2/13/20        1    59842        11        16        53        0   \n",
-       "23    2/14/20        1    66302        11        16        56        0   \n",
-       "24    2/15/20        1    68357        12        16        56        0   \n",
-       "25    2/16/20        1    70456        12        16        57        0   \n",
-       "26    2/17/20        1    72374        12        16        60        0   \n",
-       "27    2/18/20        1    74149        12        16        62        0   \n",
-       "28    2/19/20        1    74556        12        16        63        2   \n",
-       "29    2/20/20        1    75009        12        16        68        5   \n",
-       "..        ...      ...      ...       ...       ...       ...      ...   \n",
-       "967   9/15/22  4511590   979044  33856227  32643742   1682896  7541586   \n",
-       "968   9/16/22  4511590   979986  33884825  32680355   1691895  7542230   \n",
-       "969   9/17/22  4511590   980643  33884825  32680356   1700173  7542533   \n",
-       "970   9/18/22  4511590   981796  33884825  32680356   1707495  7542822   \n",
-       "971   9/19/22  4511590   982772  33946300  32740593   1713755  7543548   \n",
-       "972   9/20/22  4517212   983517  33998116  32797308   1719349  7544540   \n",
-       "973   9/21/22  4517212   984255  34036366  32854286   1725036  7545351   \n",
-       "974   9/22/22  4525931   985051  34074830  32905086   1731026  7545855   \n",
-       "975   9/23/22  4525931   985940  34110990  32952050   1736413  7546276   \n",
-       "976   9/24/22  4525931   986771  34110990  32952050   1741603  7546673   \n",
-       "977   9/25/22  4525931   987603  34110990  32952050   1745500  7547089   \n",
-       "978   9/26/22  4533249   988402  34187868  33041332   1749534  7547397   \n",
-       "979   9/27/22  4533249   989220  34261507  33137143   1753201  7547706   \n",
-       "980   9/28/22  4533249   990418  34313401  33216006   1757112  7547968   \n",
-       "981   9/29/22  4544505   991175  34364144  33312373   1761381  7548320   \n",
-       "982   9/30/22  4544505   992038  34412387  33386229   1765404  7548648   \n",
-       "983   10/1/22  4544505   992839  34412387  33386229   1769311  7549186   \n",
-       "984   10/2/22  4544505   993595  34412387  33386229   1772880  7549586   \n",
-       "985   10/3/22  4553333   994450  34505126  33386229   1776409  7550021   \n",
-       "986   10/4/22  4553333   995363  34592885  33519761   1779695  7550401   \n",
-       "987   10/5/22  4553333   996443  34659449  33652255   1783337  7550691   \n",
-       "988   10/6/22  4566207   997782  34724986  33826367   1787655  7550856   \n",
-       "989   10/7/22  4566207   999572  34785735  33948632   1792024  7551022   \n",
-       "990   10/8/22  4566207  1002664  34785735  33948632   1796924  7551357   \n",
-       "991   10/9/22  4566207  1003098  34785735  33948632   1801814  7551680   \n",
-       "992  10/10/22  4575519  1005191  34895004  34121168   1806688  7552404   \n",
-       "993  10/11/22  4575519  1008665  34986866  34257916   1811344  7552812   \n",
-       "994  10/12/22  4575519  1009034  35055510  34403129   1816132  7553169   \n",
-       "995  10/13/22  4586564  1010525  35119728  34517327   1821754  7553454   \n",
-       "996  10/14/22  4586564  1011984  35178403  34608835   1826860  7553609   \n",
-       "\n",
-       "        Italy     Japan Korea, South Netherlands Portugal     Spain        US  \\\n",
-       "0           0         2            1           0        0         0         1   \n",
-       "1           0         2            1           0        0         0         1   \n",
-       "2           0         2            2           0        0         0         2   \n",
-       "3           0         2            2           0        0         0         2   \n",
-       "4           0         4            3           0        0         0         5   \n",
-       "5           0         4            4           0        0         0         5   \n",
-       "6           0         7            4           0        0         0         5   \n",
-       "7           0         7            4           0        0         0         6   \n",
-       "8           0        11            4           0        0         0         6   \n",
-       "9           2        15           11           0        0         0         8   \n",
-       "10          2        20           12           0        0         1         8   \n",
-       "11          2        20           15           0        0         1         8   \n",
-       "12          2        20           15           0        0         1        11   \n",
-       "13          2        22           16           0        0         1        11   \n",
-       "14          2        23           19           0        0         1        11   \n",
-       "15          2        23           23           0        0         1        12   \n",
-       "16          3        23           24           0        0         1        12   \n",
-       "17          3        24           24           0        0         1        12   \n",
-       "18          3        24           25           0        0         2        12   \n",
-       "19          3        26           27           0        0         2        12   \n",
-       "20          3        27           28           0        0         2        13   \n",
-       "21          3        28           28           0        0         2        13   \n",
-       "22          3        33           28           0        0         2        14   \n",
-       "23          3        43           28           0        0         2        14   \n",
-       "24          3        54           28           0        0         2        14   \n",
-       "25          3        60           29           0        0         2        14   \n",
-       "26          3        67           30           0        0         2        14   \n",
-       "27          3        79           31           0        0         2        14   \n",
-       "28          3        85           31           0        0         2        14   \n",
-       "29          3        95          104           0        0         2        14   \n",
-       "..        ...       ...          ...         ...      ...       ...       ...   \n",
-       "967  22114423  20500172     24316302     8401151  5454001  13374116  95604106   \n",
-       "968  22131785  20576128     24359702     8405459  5456778  13384876  95660573   \n",
-       "969  22148935  20647079     24394466     8405459  5456778  13384876  95669089   \n",
-       "970  22161016  20711125     24413873     8405459  5456778  13384876  95674531   \n",
-       "971  22169273  20749162     24461737     8405459  5461888  13384876  95730291   \n",
-       "972  22197658  20780883     24502968     8409955  5466249  13393196  95799548   \n",
-       "973  22218846  20850696     24535940     8409955  5469808  13393196  95897956   \n",
-       "974  22241369  20928069     24565021     8409955  5472957  13393196  95978897   \n",
-       "975  22262452  20991907     24594336     8415337  5476059  13403502  96062335   \n",
-       "976  22284812  21031120     24620128     8415337  5476059  13403502  96071989   \n",
-       "977  22303606  21077882     24634296     8415337  5476059  13403502  96078634   \n",
-       "978  22313612  21121413     24673663     8415337  5480864  13403502  96124104   \n",
-       "979  22358487  21165123     24709789     8422214  5481669  13412263  96184866   \n",
-       "980  22395282  21215102     24740635     8422214  5484946  13412263  96271478   \n",
-       "981  22432803  21257275     24769101     8422214  5490639  13412263  96355679   \n",
-       "982  22467278  21293921     24796014     8430739  5493540  13422984  96389181   \n",
-       "983  22500346  21329519     24819611     8430739  5493540  13422984  96397031   \n",
-       "984  22529252  21358831     24831761     8430739  5493540  13422984  96402737   \n",
-       "985  22542568  21373998     24848184     8430739  5498126  13422984  96443964   \n",
-       "986  22602840  21413721     24882894     8441227  5499469  13431098  96499081   \n",
-       "987  22648063  21455079     24911497     8441227  5500613  13431098  96570266   \n",
-       "988  22692912  21488519     24933756     8441227  5501103  13431098  96630947   \n",
-       "989  22737577  21517962     24953135     8452830  5501103  13441941  96689235   \n",
-       "990  22781293  21544747     24970789     8452830  5501103  13441941  96696906   \n",
-       "991  22815736  21567543     24979770     8452830  5501103  13441941  96701958   \n",
-       "992  22830825  21580581     24995246     8452830  5502208  13441941  96723988   \n",
-       "993  22896742  21593704     25025749     8464895  5505654  13441941  96783524   \n",
-       "994  22944496  21639209     25052677     8464895  5506988  13441941  96847991   \n",
-       "995  22990201  21684899     25076239     8464895  5508231  13441941  96912054   \n",
-       "996  23030777  21721504     25098996     8475935  5509424  13462593  96940217   \n",
-       "\n",
-       "    United Kingdom  \n",
-       "0                0  \n",
-       "1                0  \n",
-       "2                0  \n",
-       "3                0  \n",
-       "4                0  \n",
-       "5                0  \n",
-       "6                0  \n",
-       "7                0  \n",
-       "8                0  \n",
-       "9                2  \n",
-       "10               2  \n",
-       "11               2  \n",
-       "12               8  \n",
-       "13               8  \n",
-       "14               9  \n",
-       "15               9  \n",
-       "16               9  \n",
-       "17              13  \n",
-       "18              14  \n",
-       "19              14  \n",
-       "20              15  \n",
-       "21              16  \n",
-       "22              17  \n",
-       "23              18  \n",
-       "24              18  \n",
-       "25              18  \n",
-       "26              19  \n",
-       "27              19  \n",
-       "28              20  \n",
-       "29              22  \n",
-       "..             ...  \n",
-       "967       23585305  \n",
-       "968       23585305  \n",
-       "969       23585305  \n",
-       "970       23585305  \n",
-       "971       23585305  \n",
-       "972       23585305  \n",
-       "973       23585305  \n",
-       "974       23621952  \n",
-       "975       23621952  \n",
-       "976       23621952  \n",
-       "977       23621952  \n",
-       "978       23621952  \n",
-       "979       23621952  \n",
-       "980       23621952  \n",
-       "981       23672852  \n",
-       "982       23672852  \n",
-       "983       23672852  \n",
-       "984       23672852  \n",
-       "985       23672852  \n",
-       "986       23672852  \n",
-       "987       23672852  \n",
-       "988       23735273  \n",
-       "989       23735273  \n",
-       "990       23735273  \n",
-       "991       23735273  \n",
-       "992       23735273  \n",
-       "993       23735273  \n",
-       "994       23735273  \n",
-       "995       23798793  \n",
-       "996       23798793  \n",
-       "\n",
-       "[997 rows x 15 columns]"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "frame = {'Belgium': Series_Belgium, \n",
     "         'China': Series_China_Total, \n",
@@ -3392,7 +279,7 @@
     "selected_data_raw = pd.DataFrame(frame)\n",
     "selected_data = selected_data_raw[4:].reset_index()\n",
     "selected_data = selected_data.rename(columns={'index': 'Date'})\n",
-    "display(selected_data)"
+    "# display(selected_data)"
    ]
   },
   {