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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 75, | |
"id": "collaborative-front", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import seaborn as sns\n", | |
"import pandas as pd\n", | |
"import numpy as np\n", | |
"import matplotlib\n", | |
"import matplotlib.pyplot as plt" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"id": "reported-jones", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# https://www.kantei.go.jp/jp/content/IRYO-vaccination_data.xlsx\n", | |
"# https://www.kantei.go.jp/jp/content/KOREI-vaccination_data.xlsx\n", | |
"\n", | |
"! wget https://www.kantei.go.jp/jp/content/IRYO-vaccination_data2.xlsx\n", | |
"! wget https://www.kantei.go.jp/jp/content/KOREI-vaccination_data2.xlsx" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 144, | |
"id": "early-morrison", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<style scoped>\n", | |
" .dataframe tbody tr th:only-of-type {\n", | |
" vertical-align: middle;\n", | |
" }\n", | |
"\n", | |
" .dataframe tbody tr th {\n", | |
" vertical-align: top;\n", | |
" }\n", | |
"\n", | |
" .dataframe thead th {\n", | |
" text-align: right;\n", | |
" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>date</th>\n", | |
" <th>num_x</th>\n", | |
" <th>1st_x</th>\n", | |
" <th>2nd_x</th>\n", | |
" <th>num_y</th>\n", | |
" <th>1st_y</th>\n", | |
" <th>2nd_y</th>\n", | |
" <th>sum</th>\n", | |
" <th>rolling</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>35</th>\n", | |
" <td>2021-04-12</td>\n", | |
" <td>96936.0</td>\n", | |
" <td>26850.0</td>\n", | |
" <td>70086.0</td>\n", | |
" <td>2925</td>\n", | |
" <td>2925</td>\n", | |
" <td>0</td>\n", | |
" <td>99861.0</td>\n", | |
" <td>NaN</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>34</th>\n", | |
" <td>2021-04-13</td>\n", | |
" <td>53986.0</td>\n", | |
" <td>13896.0</td>\n", | |
" <td>40090.0</td>\n", | |
" <td>2374</td>\n", | |
" <td>2374</td>\n", | |
" <td>0</td>\n", | |
" <td>56360.0</td>\n", | |
" <td>NaN</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>33</th>\n", | |
" <td>2021-04-14</td>\n", | |
" <td>50996.0</td>\n", | |
" <td>9569.0</td>\n", | |
" <td>41427.0</td>\n", | |
" <td>2555</td>\n", | |
" <td>2555</td>\n", | |
" <td>0</td>\n", | |
" <td>53551.0</td>\n", | |
" <td>NaN</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>32</th>\n", | |
" <td>2021-04-15</td>\n", | |
" <td>52620.0</td>\n", | |
" <td>16637.0</td>\n", | |
" <td>35983.0</td>\n", | |
" <td>3296</td>\n", | |
" <td>3296</td>\n", | |
" <td>0</td>\n", | |
" <td>55916.0</td>\n", | |
" <td>NaN</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>31</th>\n", | |
" <td>2021-04-16</td>\n", | |
" <td>69687.0</td>\n", | |
" <td>29696.0</td>\n", | |
" <td>39991.0</td>\n", | |
" <td>2909</td>\n", | |
" <td>2909</td>\n", | |
" <td>0</td>\n", | |
" <td>72596.0</td>\n", | |
" <td>NaN</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>30</th>\n", | |
" <td>2021-04-17</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>3429</td>\n", | |
" <td>3429</td>\n", | |
" <td>0</td>\n", | |
" <td>3429.0</td>\n", | |
" <td>NaN</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>29</th>\n", | |
" <td>2021-04-18</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>5480</td>\n", | |
" <td>5480</td>\n", | |
" <td>0</td>\n", | |
" <td>5480.0</td>\n", | |
" <td>49599.000000</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>28</th>\n", | |
" <td>2021-04-19</td>\n", | |
" <td>119032.0</td>\n", | |
" <td>64725.0</td>\n", | |
" <td>54307.0</td>\n", | |
" <td>10165</td>\n", | |
" <td>10165</td>\n", | |
" <td>0</td>\n", | |
" <td>129197.0</td>\n", | |
" <td>53789.857143</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>27</th>\n", | |
" <td>2021-04-20</td>\n", | |
" <td>126419.0</td>\n", | |
" <td>98622.0</td>\n", | |
" <td>27797.0</td>\n", | |
" <td>16068</td>\n", | |
" <td>16068</td>\n", | |
" <td>0</td>\n", | |
" <td>142487.0</td>\n", | |
" <td>66093.714286</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>26</th>\n", | |
" <td>2021-04-21</td>\n", | |
" <td>152884.0</td>\n", | |
" <td>126188.0</td>\n", | |
" <td>26696.0</td>\n", | |
" <td>19212</td>\n", | |
" <td>19212</td>\n", | |
" <td>0</td>\n", | |
" <td>172096.0</td>\n", | |
" <td>83028.714286</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>25</th>\n", | |
" <td>2021-04-22</td>\n", | |
" <td>150489.0</td>\n", | |
" <td>128634.0</td>\n", | |
" <td>21855.0</td>\n", | |
" <td>17357</td>\n", | |
" <td>17357</td>\n", | |
" <td>0</td>\n", | |
" <td>167846.0</td>\n", | |
" <td>99018.714286</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>24</th>\n", | |
" <td>2021-04-23</td>\n", | |
" <td>177672.0</td>\n", | |
" <td>147989.0</td>\n", | |
" <td>29683.0</td>\n", | |
" <td>12838</td>\n", | |
" <td>12838</td>\n", | |
" <td>0</td>\n", | |
" <td>190510.0</td>\n", | |
" <td>115863.571429</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>23</th>\n", | |
" <td>2021-04-24</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>11731</td>\n", | |
" <td>11731</td>\n", | |
" <td>0</td>\n", | |
" <td>11731.0</td>\n", | |
" <td>117049.571429</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>22</th>\n", | |
" <td>2021-04-25</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>12242</td>\n", | |
" <td>12242</td>\n", | |
" <td>0</td>\n", | |
" <td>12242.0</td>\n", | |
" <td>118015.571429</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>21</th>\n", | |
" <td>2021-04-26</td>\n", | |
" <td>263328.0</td>\n", | |
" <td>221677.0</td>\n", | |
" <td>41651.0</td>\n", | |
" <td>19584</td>\n", | |
" <td>19584</td>\n", | |
" <td>0</td>\n", | |
" <td>282912.0</td>\n", | |
" <td>139974.857143</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>20</th>\n", | |
" <td>2021-04-27</td>\n", | |
" <td>203174.0</td>\n", | |
" <td>172069.0</td>\n", | |
" <td>31105.0</td>\n", | |
" <td>26554</td>\n", | |
" <td>26554</td>\n", | |
" <td>0</td>\n", | |
" <td>229728.0</td>\n", | |
" <td>152437.857143</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>19</th>\n", | |
" <td>2021-04-28</td>\n", | |
" <td>238273.0</td>\n", | |
" <td>194005.0</td>\n", | |
" <td>44268.0</td>\n", | |
" <td>25888</td>\n", | |
" <td>25888</td>\n", | |
" <td>0</td>\n", | |
" <td>264161.0</td>\n", | |
" <td>165590.000000</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>18</th>\n", | |
" <td>2021-04-29</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>10140</td>\n", | |
" <td>10140</td>\n", | |
" <td>0</td>\n", | |
" <td>10140.0</td>\n", | |
" <td>143060.571429</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>17</th>\n", | |
" <td>2021-04-30</td>\n", | |
" <td>274907.0</td>\n", | |
" <td>227667.0</td>\n", | |
" <td>47240.0</td>\n", | |
" <td>19200</td>\n", | |
" <td>19200</td>\n", | |
" <td>0</td>\n", | |
" <td>294107.0</td>\n", | |
" <td>157860.142857</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>16</th>\n", | |
" <td>2021-05-01</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>16832</td>\n", | |
" <td>16832</td>\n", | |
" <td>0</td>\n", | |
" <td>16832.0</td>\n", | |
" <td>158588.857143</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>15</th>\n", | |
" <td>2021-05-02</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>17771</td>\n", | |
" <td>17771</td>\n", | |
" <td>0</td>\n", | |
" <td>17771.0</td>\n", | |
" <td>159378.714286</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>14</th>\n", | |
" <td>2021-05-03</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>5795</td>\n", | |
" <td>5082</td>\n", | |
" <td>713</td>\n", | |
" <td>5795.0</td>\n", | |
" <td>119790.571429</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>13</th>\n", | |
" <td>2021-05-04</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>6435</td>\n", | |
" <td>5946</td>\n", | |
" <td>489</td>\n", | |
" <td>6435.0</td>\n", | |
" <td>87891.571429</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>12</th>\n", | |
" <td>2021-05-05</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>7918</td>\n", | |
" <td>7324</td>\n", | |
" <td>594</td>\n", | |
" <td>7918.0</td>\n", | |
" <td>51285.428571</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>11</th>\n", | |
" <td>2021-05-06</td>\n", | |
" <td>331914.0</td>\n", | |
" <td>268978.0</td>\n", | |
" <td>62936.0</td>\n", | |
" <td>28080</td>\n", | |
" <td>25194</td>\n", | |
" <td>2886</td>\n", | |
" <td>359994.0</td>\n", | |
" <td>101264.571429</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>10</th>\n", | |
" <td>2021-05-07</td>\n", | |
" <td>140344.0</td>\n", | |
" <td>97165.0</td>\n", | |
" <td>43179.0</td>\n", | |
" <td>25391</td>\n", | |
" <td>22925</td>\n", | |
" <td>2466</td>\n", | |
" <td>165735.0</td>\n", | |
" <td>82925.714286</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>9</th>\n", | |
" <td>2021-05-08</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>41186</td>\n", | |
" <td>38269</td>\n", | |
" <td>2917</td>\n", | |
" <td>41186.0</td>\n", | |
" <td>86404.857143</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>8</th>\n", | |
" <td>2021-05-09</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>58615</td>\n", | |
" <td>53195</td>\n", | |
" <td>5420</td>\n", | |
" <td>58615.0</td>\n", | |
" <td>92239.714286</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>7</th>\n", | |
" <td>2021-05-10</td>\n", | |
" <td>223504.0</td>\n", | |
" <td>155255.0</td>\n", | |
" <td>68249.0</td>\n", | |
" <td>70557</td>\n", | |
" <td>63161</td>\n", | |
" <td>7396</td>\n", | |
" <td>294061.0</td>\n", | |
" <td>133420.571429</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>6</th>\n", | |
" <td>2021-05-11</td>\n", | |
" <td>168738.0</td>\n", | |
" <td>90287.0</td>\n", | |
" <td>78451.0</td>\n", | |
" <td>88552</td>\n", | |
" <td>77838</td>\n", | |
" <td>10714</td>\n", | |
" <td>257290.0</td>\n", | |
" <td>169257.000000</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>5</th>\n", | |
" <td>2021-05-12</td>\n", | |
" <td>181720.0</td>\n", | |
" <td>82959.0</td>\n", | |
" <td>98761.0</td>\n", | |
" <td>102239</td>\n", | |
" <td>89876</td>\n", | |
" <td>12363</td>\n", | |
" <td>283959.0</td>\n", | |
" <td>208691.428571</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4</th>\n", | |
" <td>2021-05-13</td>\n", | |
" <td>219139.0</td>\n", | |
" <td>93429.0</td>\n", | |
" <td>125710.0</td>\n", | |
" <td>96182</td>\n", | |
" <td>85226</td>\n", | |
" <td>10956</td>\n", | |
" <td>315321.0</td>\n", | |
" <td>202309.571429</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3</th>\n", | |
" <td>2021-05-14</td>\n", | |
" <td>242878.0</td>\n", | |
" <td>99493.0</td>\n", | |
" <td>143385.0</td>\n", | |
" <td>79515</td>\n", | |
" <td>72141</td>\n", | |
" <td>7374</td>\n", | |
" <td>322393.0</td>\n", | |
" <td>224689.285714</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td>2021-05-15</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>73858</td>\n", | |
" <td>68306</td>\n", | |
" <td>5552</td>\n", | |
" <td>73858.0</td>\n", | |
" <td>229356.714286</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td>2021-05-16</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>101181</td>\n", | |
" <td>93923</td>\n", | |
" <td>7258</td>\n", | |
" <td>101181.0</td>\n", | |
" <td>235437.571429</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td>2021-05-17</td>\n", | |
" <td>349566.0</td>\n", | |
" <td>133843.0</td>\n", | |
" <td>215723.0</td>\n", | |
" <td>113632</td>\n", | |
" <td>103933</td>\n", | |
" <td>9699</td>\n", | |
" <td>463198.0</td>\n", | |
" <td>259600.000000</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" date num_x 1st_x 2nd_x num_y 1st_y 2nd_y sum \\\n", | |
"35 2021-04-12 96936.0 26850.0 70086.0 2925 2925 0 99861.0 \n", | |
"34 2021-04-13 53986.0 13896.0 40090.0 2374 2374 0 56360.0 \n", | |
"33 2021-04-14 50996.0 9569.0 41427.0 2555 2555 0 53551.0 \n", | |
"32 2021-04-15 52620.0 16637.0 35983.0 3296 3296 0 55916.0 \n", | |
"31 2021-04-16 69687.0 29696.0 39991.0 2909 2909 0 72596.0 \n", | |
"30 2021-04-17 0.0 0.0 0.0 3429 3429 0 3429.0 \n", | |
"29 2021-04-18 0.0 0.0 0.0 5480 5480 0 5480.0 \n", | |
"28 2021-04-19 119032.0 64725.0 54307.0 10165 10165 0 129197.0 \n", | |
"27 2021-04-20 126419.0 98622.0 27797.0 16068 16068 0 142487.0 \n", | |
"26 2021-04-21 152884.0 126188.0 26696.0 19212 19212 0 172096.0 \n", | |
"25 2021-04-22 150489.0 128634.0 21855.0 17357 17357 0 167846.0 \n", | |
"24 2021-04-23 177672.0 147989.0 29683.0 12838 12838 0 190510.0 \n", | |
"23 2021-04-24 0.0 0.0 0.0 11731 11731 0 11731.0 \n", | |
"22 2021-04-25 0.0 0.0 0.0 12242 12242 0 12242.0 \n", | |
"21 2021-04-26 263328.0 221677.0 41651.0 19584 19584 0 282912.0 \n", | |
"20 2021-04-27 203174.0 172069.0 31105.0 26554 26554 0 229728.0 \n", | |
"19 2021-04-28 238273.0 194005.0 44268.0 25888 25888 0 264161.0 \n", | |
"18 2021-04-29 0.0 0.0 0.0 10140 10140 0 10140.0 \n", | |
"17 2021-04-30 274907.0 227667.0 47240.0 19200 19200 0 294107.0 \n", | |
"16 2021-05-01 0.0 0.0 0.0 16832 16832 0 16832.0 \n", | |
"15 2021-05-02 0.0 0.0 0.0 17771 17771 0 17771.0 \n", | |
"14 2021-05-03 0.0 0.0 0.0 5795 5082 713 5795.0 \n", | |
"13 2021-05-04 0.0 0.0 0.0 6435 5946 489 6435.0 \n", | |
"12 2021-05-05 0.0 0.0 0.0 7918 7324 594 7918.0 \n", | |
"11 2021-05-06 331914.0 268978.0 62936.0 28080 25194 2886 359994.0 \n", | |
"10 2021-05-07 140344.0 97165.0 43179.0 25391 22925 2466 165735.0 \n", | |
"9 2021-05-08 0.0 0.0 0.0 41186 38269 2917 41186.0 \n", | |
"8 2021-05-09 0.0 0.0 0.0 58615 53195 5420 58615.0 \n", | |
"7 2021-05-10 223504.0 155255.0 68249.0 70557 63161 7396 294061.0 \n", | |
"6 2021-05-11 168738.0 90287.0 78451.0 88552 77838 10714 257290.0 \n", | |
"5 2021-05-12 181720.0 82959.0 98761.0 102239 89876 12363 283959.0 \n", | |
"4 2021-05-13 219139.0 93429.0 125710.0 96182 85226 10956 315321.0 \n", | |
"3 2021-05-14 242878.0 99493.0 143385.0 79515 72141 7374 322393.0 \n", | |
"2 2021-05-15 0.0 0.0 0.0 73858 68306 5552 73858.0 \n", | |
"1 2021-05-16 0.0 0.0 0.0 101181 93923 7258 101181.0 \n", | |
"0 2021-05-17 349566.0 133843.0 215723.0 113632 103933 9699 463198.0 \n", | |
"\n", | |
" rolling \n", | |
"35 NaN \n", | |
"34 NaN \n", | |
"33 NaN \n", | |
"32 NaN \n", | |
"31 NaN \n", | |
"30 NaN \n", | |
"29 49599.000000 \n", | |
"28 53789.857143 \n", | |
"27 66093.714286 \n", | |
"26 83028.714286 \n", | |
"25 99018.714286 \n", | |
"24 115863.571429 \n", | |
"23 117049.571429 \n", | |
"22 118015.571429 \n", | |
"21 139974.857143 \n", | |
"20 152437.857143 \n", | |
"19 165590.000000 \n", | |
"18 143060.571429 \n", | |
"17 157860.142857 \n", | |
"16 158588.857143 \n", | |
"15 159378.714286 \n", | |
"14 119790.571429 \n", | |
"13 87891.571429 \n", | |
"12 51285.428571 \n", | |
"11 101264.571429 \n", | |
"10 82925.714286 \n", | |
"9 86404.857143 \n", | |
"8 92239.714286 \n", | |
"7 133420.571429 \n", | |
"6 169257.000000 \n", | |
"5 208691.428571 \n", | |
"4 202309.571429 \n", | |
"3 224689.285714 \n", | |
"2 229356.714286 \n", | |
"1 235437.571429 \n", | |
"0 259600.000000 " | |
] | |
}, | |
"execution_count": 144, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"IRYO_XLS = 'IRYO-vaccination_data2.xlsx'\n", | |
"KOREI_XLS = 'KOREI-vaccination_data2.xlsx'\n", | |
"\n", | |
"iryodf = pd.read_excel(IRYO_XLS, skiprows=5, skipfooter=6, usecols=[0,2,3,4,5,6])[1:]\n", | |
"iryodf.columns = ['date', 'num', '1stP','2ndP', '1stM', '2ndM']\n", | |
"\n", | |
"koreidf = pd.read_excel(KOREI_XLS, skiprows=5, skipfooter=2, usecols=[0,2,3,4,5,6])[1:]\n", | |
"koreidf.columns = ['date', 'num', '1stP','2ndP', '1stM', '2ndM']\n", | |
"\n", | |
"df = pd.merge(iryodf, koreidf, on='date', how='right')\n", | |
"df = df.fillna(0)\n", | |
"df['sum'] = df['num_x'] + df['num_y']\n", | |
"df = df.sort_values(by=['date'])\n", | |
"df['rolling'] = df['sum'].rolling(window=7, min_periods=7).mean()\n", | |
"df" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 145, | |
"id": "pharmaceutical-active", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
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\n", | |
"text/plain": [ | |
"<Figure size 980x630 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"date = df['date']\n", | |
"numx = df['num_x']\n", | |
"numy = df['num_y']\n", | |
"sum = df['sum']\n", | |
"rolling = df['rolling']\n", | |
"\n", | |
"fig, ax1 = plt.subplots(1,1,figsize=(14,9), dpi=70)\n", | |
"ax1.plot(date, numx, '--', label='medic')\n", | |
"ax1.plot(date, numy, ':', label='aged')\n", | |
"ax1.plot(date, sum, '-.', label='sum')\n", | |
"ax1.plot(date, rolling, '-', label='rolling')\n", | |
"plt.legend(bbox_to_anchor=(1.05, 1), loc=2)\n", | |
"\n", | |
"ax1.set_xlabel('Date', fontsize=20)\n", | |
"ax1.tick_params(axis='x', rotation=0, labelsize=12)\n", | |
"ax1.set_ylabel('number', fontsize=20)\n", | |
"ax1.tick_params(axis='y', rotation=0 )\n", | |
"ax1.grid(alpha=.4)\n", | |
"fig.tight_layout()\n", | |
"plt.show()\n" | |
] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Environment (conda_xms)", | |
"language": "python", | |
"name": "conda_xms" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 3 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython3", | |
"version": "3.7.10" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 5 | |
} |
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