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Nyoho/covid-19-ratio.ipynb

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covid-19-ratio.ipynb
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Data from\n",
"\n",
"- https://www.stopcovid19.jp より2020年4月23日のものを取得。(covid19japan.csv)\n",
"- 人口動態調査_人口動態統計_確定数_人口_年次_2018年 - 4_年次・都道府県・性別人口_(1) 総数 - DATA GO JP https://www.data.go.jp/data/dataset/mhlw_20200217_0063/resource/14308661-eea7-4e1b-8028-0f3f6d2019e4 (CC-BY)\n",
"- 社会・人口統計体系 社会生活統計指標－都道府県の指標－2020 基礎データ 2020年 | ファイル | 統計データを探す | 政府統計の総合窓口 https://www.e-stat.go.jp/stat-search/files?page=1&layout=datalist&toukei=00200502&tstat=000001137289&cycle=0&year=20200&month=0&tclass1=000001137291\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<table class=\"data-frame\"><thead><tr><th></th><th>name_s</th><th>population</th><th>name</th><th>name_jp</th><th>npatients</th><th>ncurrentpatients</th><th>nexits</th><th>ndeaths</th></tr><tr><th></th><th>String</th><th>Int64</th><th>String</th><th>String</th><th>Int64</th><th>Int64</th><th>Int64</th><th>Int64</th></tr></thead><tbody><p>47 rows × 12 columns (omitted printing of 4 columns)</p><tr><th>1</th><td>北海道</td><td>5253000</td><td>Hokkaido</td><td>北海道</td><td>473</td><td>273</td><td>179</td><td>21</td></tr><tr><th>2</th><td>青森</td><td>1258000</td><td>Aomori</td><td>青森県</td><td>22</td><td>12</td><td>10</td><td>0</td></tr><tr><th>3</th><td>岩手</td><td>1234000</td><td>Iwate</td><td>岩手県</td><td>0</td><td>0</td><td>0</td><td>0</td></tr><tr><th>4</th><td>宮城</td><td>2296000</td><td>Miyagi</td><td>宮城県</td><td>84</td><td>70</td><td>14</td><td>0</td></tr><tr><th>5</th><td>秋田</td><td>978000</td><td>Akita</td><td>秋田県</td><td>16</td><td>11</td><td>5</td><td>0</td></tr><tr><th>6</th><td>山形</td><td>1083000</td><td>Yamagata</td><td>山形県</td><td>64</td><td>47</td><td>17</td><td>0</td></tr><tr><th>7</th><td>福島</td><td>1851000</td><td>Fukushima</td><td>福島県</td><td>64</td><td>49</td><td>15</td><td>0</td></tr><tr><th>8</th><td>茨城</td><td>2829000</td><td>Ibaraki</td><td>茨城県</td><td>146</td><td>123</td><td>17</td><td>6</td></tr><tr><th>9</th><td>栃木</td><td>1919000</td><td>Tochigi</td><td>栃木県</td><td>51</td><td>43</td><td>8</td><td>0</td></tr><tr><th>10</th><td>群馬</td><td>1901000</td><td>Gunma</td><td>群馬県</td><td>131</td><td>108</td><td>14</td><td>9</td></tr><tr><th>11</th><td>埼玉</td><td>7175000</td><td>Saitama</td><td>埼玉県</td><td>681</td><td>639</td><td>32</td><td>10</td></tr><tr><th>12</th><td>千葉</td><td>6143000</td><td>Chiba</td><td>千葉県</td><td>704</td><td>613</td><td>80</td><td>11</td></tr><tr><th>13</th><td>東京</td><td>13340000</td><td>Tokyo</td><td>東京都</td><td>3320</td><td>3242</td><td>59</td><td>19</td></tr><tr><th>14</th><td>神奈川</td><td>8993000</td><td>Kanagawa</td><td>神奈川県</td><td>816</td><td>706</td><td>91</td><td>19</td></tr><tr><th>15</th><td>新潟</td><td>2230000</td><td>Niigata</td><td>新潟県</td><td>58</td><td>26</td><td>32</td><td>0</td></tr><tr><th>16</th><td>富山</td><td>1035000</td><td>Toyama</td><td>富山県</td><td>115</td><td>105</td><td>8</td><td>2</td></tr><tr><th>17</th><td>石川</td><td>1130000</td><td>Ishikawa</td><td>石川県</td><td>190</td><td>168</td><td>17</td><td>5</td></tr><tr><th>18</th><td>福井</td><td>762000</td><td>Fukui</td><td>福井県</td><td>118</td><td>88</td><td>26</td><td>4</td></tr><tr><th>19</th><td>山梨</td><td>805000</td><td>Yamanashi</td><td>山梨県</td><td>50</td><td>41</td><td>9</td><td>0</td></tr><tr><th>20</th><td>長野</td><td>2032000</td><td>Nagano</td><td>長野県</td><td>54</td><td>48</td><td>6</td><td>0</td></tr><tr><th>21</th><td>岐阜</td><td>1956000</td><td>Gifu</td><td>岐阜県</td><td>140</td><td>111</td><td>24</td><td>5</td></tr><tr><th>22</th><td>静岡</td><td>3582000</td><td>Shizuoka</td><td>静岡県</td><td>53</td><td>41</td><td>12</td><td>0</td></tr><tr><th>23</th><td>愛知</td><td>7323000</td><td>Aichi</td><td>愛知県</td><td>422</td><td>329</td><td>66</td><td>27</td></tr><tr><th>24</th><td>三重</td><td>1751000</td><td>Mie</td><td>三重県</td><td>41</td><td>29</td><td>11</td><td>1</td></tr><tr><th>25</th><td>滋賀</td><td>1388000</td><td>Shiga</td><td>滋賀県</td><td>76</td><td>62</td><td>13</td><td>1</td></tr><tr><th>26</th><td>京都</td><td>2539000</td><td>Kyoto</td><td>京都府</td><td>264</td><td>172</td><td>86</td><td>6</td></tr><tr><th>27</th><td>大阪</td><td>8639000</td><td>Osaka</td><td>大阪府</td><td>1351</td><td>1083</td><td>253</td><td>15</td></tr><tr><th>28</th><td>兵庫</td><td>5394000</td><td>Hyogo</td><td>兵庫県</td><td>546</td><td>464</td><td>65</td><td>17</td></tr><tr><th>29</th><td>奈良</td><td>1329000</td><td>Nara</td><td>奈良県</td><td>73</td><td>58</td><td>14</td><td>1</td></tr><tr><th>30</th><td>和歌山</td><td>929000</td><td>Wakayama</td><td>和歌山県</td><td>47</td><td>24</td><td>22</td><td>1</td></tr><tr><th>&vellip;</th><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td></tr></tbody></table>"
],
"text/latex": [
"\\begin{tabular}{r|ccccccccc}\n",
"\t& name\\_s & population & name & name\\_jp & npatients & ncurrentpatients & nexits & ndeaths & \\\\\n",
"\t\\hline\n",
"\t& String & Int64 & String & String & Int64 & Int64 & Int64 & Int64 & \\\\\n",
"\t\\hline\n",
"\t1 & 北海道 & 5253000 & Hokkaido & 北海道 & 473 & 273 & 179 & 21 & $\\dots$ \\\\\n",
"\t2 & 青森 & 1258000 & Aomori & 青森県 & 22 & 12 & 10 & 0 & $\\dots$ \\\\\n",
"\t3 & 岩手 & 1234000 & Iwate & 岩手県 & 0 & 0 & 0 & 0 & $\\dots$ \\\\\n",
"\t4 & 宮城 & 2296000 & Miyagi & 宮城県 & 84 & 70 & 14 & 0 & $\\dots$ \\\\\n",
"\t5 & 秋田 & 978000 & Akita & 秋田県 & 16 & 11 & 5 & 0 & $\\dots$ \\\\\n",
"\t6 & 山形 & 1083000 & Yamagata & 山形県 & 64 & 47 & 17 & 0 & $\\dots$ \\\\\n",
"\t7 & 福島 & 1851000 & Fukushima & 福島県 & 64 & 49 & 15 & 0 & $\\dots$ \\\\\n",
"\t8 & 茨城 & 2829000 & Ibaraki & 茨城県 & 146 & 123 & 17 & 6 & $\\dots$ \\\\\n",
"\t9 & 栃木 & 1919000 & Tochigi & 栃木県 & 51 & 43 & 8 & 0 & $\\dots$ \\\\\n",
"\t10 & 群馬 & 1901000 & Gunma & 群馬県 & 131 & 108 & 14 & 9 & $\\dots$ \\\\\n",
"\t11 & 埼玉 & 7175000 & Saitama & 埼玉県 & 681 & 639 & 32 & 10 & $\\dots$ \\\\\n",
"\t12 & 千葉 & 6143000 & Chiba & 千葉県 & 704 & 613 & 80 & 11 & $\\dots$ \\\\\n",
"\t13 & 東京 & 13340000 & Tokyo & 東京都 & 3320 & 3242 & 59 & 19 & $\\dots$ \\\\\n",
"\t14 & 神奈川 & 8993000 & Kanagawa & 神奈川県 & 816 & 706 & 91 & 19 & $\\dots$ \\\\\n",
"\t15 & 新潟 & 2230000 & Niigata & 新潟県 & 58 & 26 & 32 & 0 & $\\dots$ \\\\\n",
"\t16 & 富山 & 1035000 & Toyama & 富山県 & 115 & 105 & 8 & 2 & $\\dots$ \\\\\n",
"\t17 & 石川 & 1130000 & Ishikawa & 石川県 & 190 & 168 & 17 & 5 & $\\dots$ \\\\\n",
"\t18 & 福井 & 762000 & Fukui & 福井県 & 118 & 88 & 26 & 4 & $\\dots$ \\\\\n",
"\t19 & 山梨 & 805000 & Yamanashi & 山梨県 & 50 & 41 & 9 & 0 & $\\dots$ \\\\\n",
"\t20 & 長野 & 2032000 & Nagano & 長野県 & 54 & 48 & 6 & 0 & $\\dots$ \\\\\n",
"\t21 & 岐阜 & 1956000 & Gifu & 岐阜県 & 140 & 111 & 24 & 5 & $\\dots$ \\\\\n",
"\t22 & 静岡 & 3582000 & Shizuoka & 静岡県 & 53 & 41 & 12 & 0 & $\\dots$ \\\\\n",
"\t23 & 愛知 & 7323000 & Aichi & 愛知県 & 422 & 329 & 66 & 27 & $\\dots$ \\\\\n",
"\t24 & 三重 & 1751000 & Mie & 三重県 & 41 & 29 & 11 & 1 & $\\dots$ \\\\\n",
"\t25 & 滋賀 & 1388000 & Shiga & 滋賀県 & 76 & 62 & 13 & 1 & $\\dots$ \\\\\n",
"\t26 & 京都 & 2539000 & Kyoto & 京都府 & 264 & 172 & 86 & 6 & $\\dots$ \\\\\n",
"\t27 & 大阪 & 8639000 & Osaka & 大阪府 & 1351 & 1083 & 253 & 15 & $\\dots$ \\\\\n",
"\t28 & 兵庫 & 5394000 & Hyogo & 兵庫県 & 546 & 464 & 65 & 17 & $\\dots$ \\\\\n",
"\t29 & 奈良 & 1329000 & Nara & 奈良県 & 73 & 58 & 14 & 1 & $\\dots$ \\\\\n",
"\t30 & 和歌山 & 929000 & Wakayama & 和歌山県 & 47 & 24 & 22 & 1 & $\\dots$ \\\\\n",
"\t$\\dots$ & $\\dots$ & $\\dots$ & $\\dots$ & $\\dots$ & $\\dots$ & $\\dots$ & $\\dots$ & $\\dots$ & \\\\\n",
"\\end{tabular}\n"
],
"text/plain": [
"47×12 DataFrame. Omitted printing of 7 columns\n",
"│ Row │ name_s │ population │ name │ name_jp │ npatients │\n",
"│ │ \u001b[90mString\u001b[39m │ \u001b[90mInt64\u001b[39m │ \u001b[90mString\u001b[39m │ \u001b[90mString\u001b[39m │ \u001b[90mInt64\u001b[39m │\n",
"├─────┼────────┼────────────┼───────────┼──────────┼───────────┤\n",
"│ 1 │ 北海道 │ 5253000 │ Hokkaido │ 北海道 │ 473 │\n",
"│ 2 │ 青森 │ 1258000 │ Aomori │ 青森県 │ 22 │\n",
"│ 3 │ 岩手 │ 1234000 │ Iwate │ 岩手県 │ 0 │\n",
"│ 4 │ 宮城 │ 2296000 │ Miyagi │ 宮城県 │ 84 │\n",
"│ 5 │ 秋田 │ 978000 │ Akita │ 秋田県 │ 16 │\n",
"│ 6 │ 山形 │ 1083000 │ Yamagata │ 山形県 │ 64 │\n",
"│ 7 │ 福島 │ 1851000 │ Fukushima │ 福島県 │ 64 │\n",
"│ 8 │ 茨城 │ 2829000 │ Ibaraki │ 茨城県 │ 146 │\n",
"│ 9 │ 栃木 │ 1919000 │ Tochigi │ 栃木県 │ 51 │\n",
"│ 10 │ 群馬 │ 1901000 │ Gunma │ 群馬県 │ 131 │\n",
"⋮\n",
"│ 37 │ 香川 │ 952000 │ Kagawa │ 香川県 │ 26 │\n",
"│ 38 │ 愛媛 │ 1342000 │ Ehime │ 愛媛県 │ 47 │\n",
"│ 39 │ 高知 │ 702000 │ Kochi │ 高知県 │ 69 │\n",
"│ 40 │ 福岡 │ 5047000 │ Fukuoka │ 福岡県 │ 539 │\n",
"│ 41 │ 佐賀 │ 813000 │ Saga │ 佐賀県 │ 17 │\n",
"│ 42 │ 長崎 │ 1333000 │ Nagasaki │ 長崎県 │ 17 │\n",
"│ 43 │ 熊本 │ 1743000 │ Kumamoto │ 熊本県 │ 41 │\n",
"│ 44 │ 大分 │ 1132000 │ Oita │ 大分県 │ 60 │\n",
"│ 45 │ 宮崎 │ 1074000 │ Miyazaki │ 宮崎県 │ 17 │\n",
"│ 46 │ 鹿児島 │ 1604000 │ Kagoshima │ 鹿児島県 │ 10 │\n",
"│ 47 │ 沖縄 │ 1432000 │ Okinawa │ 沖縄県 │ 125 │"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"using CSV\n",
"df = CSV.read(\"data/mi040001.csv\");\n",
"dfcov = CSV.read(\"data/covid19japan.csv\");\n",
"dfden = CSV.read(\"data/density-pref.csv\");\n",
"dfkaj = CSV.read(\"data/kajuuchi.csv\");\n",
"\n",
"using DataFrames\n",
"df[!, 1] = replace.(df[!, 1], Ref(r\"[　０-９]\" => \"\"))\n",
"dfden[!, 2] = map(x->parse(Float64,x), replace.(dfden[!, 2], Ref(\",\" => \"\")))\n",
"rename!(df, :Column1 => :name_s)\n",
"rename!(df, \"2018\" => :population)\n",
"df2 = hcat(df[2:end,[1, 21]], dfcov, dfden, dfkaj)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<table class=\"data-frame\"><thead><tr><th></th><th>name_jp</th><th>ratio</th><th>density_ratio</th><th>kajuuchi_ratio</th></tr><tr><th></th><th>String</th><th>Float64</th><th>Float64</th><th>Float64</th></tr></thead><tbody><p>47 rows × 4 columns</p><tr><th>1</th><td>北海道</td><td>0.900438</td><td>6.89504</td><td>0.0211421</td></tr><tr><th>2</th><td>青森県</td><td>0.174881</td><td>0.162242</td><td>0.00681176</td></tr><tr><th>3</th><td>岩手県</td><td>0.0</td><td>0.0</td><td>0.0</td></tr><tr><th>4</th><td>宮城県</td><td>0.365854</td><td>0.26209</td><td>0.0266253</td></tr><tr><th>5</th><td>秋田県</td><td>0.163599</td><td>0.182025</td><td>0.00499318</td></tr><tr><th>6</th><td>山形県</td><td>0.590951</td><td>0.53112</td><td>0.0221852</td></tr><tr><th>7</th><td>福島県</td><td>0.345759</td><td>0.460763</td><td>0.0151763</td></tr><tr><th>8</th><td>茨城県</td><td>0.516083</td><td>0.305184</td><td>0.0367263</td></tr><tr><th>9</th><td>栃木県</td><td>0.265763</td><td>0.165531</td><td>0.0170983</td></tr><tr><th>10</th><td>群馬県</td><td>0.689111</td><td>0.422444</td><td>0.0574723</td></tr><tr><th>11</th><td>埼玉県</td><td>0.949129</td><td>0.355911</td><td>0.26348</td></tr><tr><th>12</th><td>千葉県</td><td>1.14602</td><td>0.583506</td><td>0.198068</td></tr><tr><th>13</th><td>東京都</td><td>2.48876</td><td>0.538201</td><td>2.33568</td></tr><tr><th>14</th><td>神奈川県</td><td>0.907372</td><td>0.216004</td><td>0.554755</td></tr><tr><th>15</th><td>新潟県</td><td>0.26009</td><td>0.316767</td><td>0.0127883</td></tr><tr><th>16</th><td>富山県</td><td>1.11111</td><td>0.458167</td><td>0.0624044</td></tr><tr><th>17</th><td>石川県</td><td>1.68142</td><td>0.689155</td><td>0.136512</td></tr><tr><th>18</th><td>福井県</td><td>1.54856</td><td>0.628663</td><td>0.109533</td></tr><tr><th>19</th><td>山梨県</td><td>0.621118</td><td>0.26738</td><td>0.05239</td></tr><tr><th>20</th><td>長野県</td><td>0.265748</td><td>0.348837</td><td>0.0167415</td></tr><tr><th>21</th><td>岐阜県</td><td>0.715746</td><td>0.731835</td><td>0.063316</td></tr><tr><th>22</th><td>静岡県</td><td>0.147962</td><td>0.111391</td><td>0.0192769</td></tr><tr><th>23</th><td>愛知県</td><td>0.576267</td><td>0.291698</td><td>0.14122</td></tr><tr><th>24</th><td>三重県</td><td>0.234152</td><td>0.130366</td><td>0.0199107</td></tr><tr><th>25</th><td>滋賀県</td><td>0.54755</td><td>0.216093</td><td>0.0581386</td></tr><tr><th>26</th><td>京都府</td><td>1.03978</td><td>0.466431</td><td>0.224907</td></tr><tr><th>27</th><td>大阪府</td><td>1.56384</td><td>0.291176</td><td>1.01523</td></tr><tr><th>28</th><td>兵庫県</td><td>1.01224</td><td>0.82878</td><td>0.196195</td></tr><tr><th>29</th><td>奈良県</td><td>0.549285</td><td>0.197511</td><td>0.0853272</td></tr><tr><th>30</th><td>和歌山県</td><td>0.50592</td><td>0.230505</td><td>0.0421498</td></tr><tr><th>&vellip;</th><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td><td>&vellip;</td></tr></tbody></table>"
],
"text/latex": [
"\\begin{tabular}{r|cccc}\n",
"\t& name\\_jp & ratio & density\\_ratio & kajuuchi\\_ratio\\\\\n",
"\t\\hline\n",
"\t& String & Float64 & Float64 & Float64\\\\\n",
"\t\\hline\n",
"\t1 & 北海道 & 0.900438 & 6.89504 & 0.0211421 \\\\\n",
"\t2 & 青森県 & 0.174881 & 0.162242 & 0.00681176 \\\\\n",
"\t3 & 岩手県 & 0.0 & 0.0 & 0.0 \\\\\n",
"\t4 & 宮城県 & 0.365854 & 0.26209 & 0.0266253 \\\\\n",
"\t5 & 秋田県 & 0.163599 & 0.182025 & 0.00499318 \\\\\n",
"\t6 & 山形県 & 0.590951 & 0.53112 & 0.0221852 \\\\\n",
"\t7 & 福島県 & 0.345759 & 0.460763 & 0.0151763 \\\\\n",
"\t8 & 茨城県 & 0.516083 & 0.305184 & 0.0367263 \\\\\n",
"\t9 & 栃木県 & 0.265763 & 0.165531 & 0.0170983 \\\\\n",
"\t10 & 群馬県 & 0.689111 & 0.422444 & 0.0574723 \\\\\n",
"\t11 & 埼玉県 & 0.949129 & 0.355911 & 0.26348 \\\\\n",
"\t12 & 千葉県 & 1.14602 & 0.583506 & 0.198068 \\\\\n",
"\t13 & 東京都 & 2.48876 & 0.538201 & 2.33568 \\\\\n",
"\t14 & 神奈川県 & 0.907372 & 0.216004 & 0.554755 \\\\\n",
"\t15 & 新潟県 & 0.26009 & 0.316767 & 0.0127883 \\\\\n",
"\t16 & 富山県 & 1.11111 & 0.458167 & 0.0624044 \\\\\n",
"\t17 & 石川県 & 1.68142 & 0.689155 & 0.136512 \\\\\n",
"\t18 & 福井県 & 1.54856 & 0.628663 & 0.109533 \\\\\n",
"\t19 & 山梨県 & 0.621118 & 0.26738 & 0.05239 \\\\\n",
"\t20 & 長野県 & 0.265748 & 0.348837 & 0.0167415 \\\\\n",
"\t21 & 岐阜県 & 0.715746 & 0.731835 & 0.063316 \\\\\n",
"\t22 & 静岡県 & 0.147962 & 0.111391 & 0.0192769 \\\\\n",
"\t23 & 愛知県 & 0.576267 & 0.291698 & 0.14122 \\\\\n",
"\t24 & 三重県 & 0.234152 & 0.130366 & 0.0199107 \\\\\n",
"\t25 & 滋賀県 & 0.54755 & 0.216093 & 0.0581386 \\\\\n",
"\t26 & 京都府 & 1.03978 & 0.466431 & 0.224907 \\\\\n",
"\t27 & 大阪府 & 1.56384 & 0.291176 & 1.01523 \\\\\n",
"\t28 & 兵庫県 & 1.01224 & 0.82878 & 0.196195 \\\\\n",
"\t29 & 奈良県 & 0.549285 & 0.197511 & 0.0853272 \\\\\n",
"\t30 & 和歌山県 & 0.50592 & 0.230505 & 0.0421498 \\\\\n",
"\t$\\dots$ & $\\dots$ & $\\dots$ & $\\dots$ & $\\dots$ \\\\\n",
"\\end{tabular}\n"
],
"text/plain": [
"47×4 DataFrame\n",
"│ Row │ name_jp │ ratio │ density_ratio │ kajuuchi_ratio │\n",
"│ │ \u001b[90mString\u001b[39m │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m │ \u001b[90mFloat64\u001b[39m │\n",
"├─────┼──────────┼───────────┼───────────────┼────────────────┤\n",
"│ 1 │ 北海道 │ 0.900438 │ 6.89504 │ 0.0211421 │\n",
"│ 2 │ 青森県 │ 0.174881 │ 0.162242 │ 0.00681176 │\n",
"│ 3 │ 岩手県 │ 0.0 │ 0.0 │ 0.0 │\n",
"│ 4 │ 宮城県 │ 0.365854 │ 0.26209 │ 0.0266253 │\n",
"│ 5 │ 秋田県 │ 0.163599 │ 0.182025 │ 0.00499318 │\n",
"│ 6 │ 山形県 │ 0.590951 │ 0.53112 │ 0.0221852 │\n",
"│ 7 │ 福島県 │ 0.345759 │ 0.460763 │ 0.0151763 │\n",
"│ 8 │ 茨城県 │ 0.516083 │ 0.305184 │ 0.0367263 │\n",
"│ 9 │ 栃木県 │ 0.265763 │ 0.165531 │ 0.0170983 │\n",
"│ 10 │ 群馬県 │ 0.689111 │ 0.422444 │ 0.0574723 │\n",
"⋮\n",
"│ 37 │ 香川県 │ 0.273109 │ 0.0499808 │ 0.0258552 │\n",
"│ 38 │ 愛媛県 │ 0.350224 │ 0.192544 │ 0.0280887 │\n",
"│ 39 │ 高知県 │ 0.982906 │ 0.673171 │ 0.0593354 │\n",
"│ 40 │ 福岡県 │ 1.06796 │ 0.52683 │ 0.195182 │\n",
"│ 41 │ 佐賀県 │ 0.209102 │ 0.049795 │ 0.0127281 │\n",
"│ 42 │ 長崎県 │ 0.127532 │ 0.0509898 │ 0.0101494 │\n",
"│ 43 │ 熊本県 │ 0.235227 │ 0.170054 │ 0.0146623 │\n",
"│ 44 │ 大分県 │ 0.530035 │ 0.326264 │ 0.0333532 │\n",
"│ 45 │ 宮崎県 │ 0.158287 │ 0.119131 │ 0.00918979 │\n",
"│ 46 │ 鹿児島県 │ 0.0623441 │ 0.0557414 │ 0.00301851 │\n",
"│ 47 │ 沖縄県 │ 0.872905 │ 0.198918 │ 0.106921 │"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df2[!, :ratio] = df2[!, :npatients] ./ df2[!, :population] * 10000\n",
"df2[!, :density_ratio] = df2[!, :npatients] ./ df2[!, 10]\n",
"df2[!, :kajuuchi_ratio] = df2[!, :npatients] ./ df2[!, :kajuuchi]\n",
"df2[!, :kajuuchi_density_ratio] = df2[!, :npatients] ./ df2[!, :population] .* df2[!, :kajuuchi]\n",
"df2[!, [:name_jp, :ratio, :density_ratio, :kajuuchi_ratio]]"
]
},
{
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],
"source": [
"using Plots\n",
"plotlyjs()\n",
"\n",
"sort!(df2, :ratio, rev=true)\n",
"bar(df2[!, :name_jp], df2[!, :ratio], xticks=(1:47, df2.name_s), xrotation=-90,\n",
" ylabel = \"人口比\",\n",
" size=(800,400),\n",
" background_color = RGB(0.2, 0.2, 0.2)\n",
")"
]
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{
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" \"height\": 400,\n",
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" \"l\": 0,\n",
" \"b\": 20,\n",
" \"r\": 0,\n",
" \"t\": 20\n",
" },\n",
" \"plot_bgcolor\": \"rgba(51, 51, 51, 1.000)\",\n",
" \"yaxis\": {\n",
" \"showticklabels\": true,\n",
" \"gridwidth\": 0.5,\n",
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" 0.0,\n",
" 0.5,\n",
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" ],\n",
" \"tickmode\": \"array\",\n",
" \"linecolor\": \"rgba(255, 255, 255, 1.000)\",\n",
" \"showgrid\": true,\n",
" \"title\": \"可住人口密度比\",\n",
" \"mirror\": false,\n",
" \"tickangle\": 0,\n",
" \"showline\": true,\n",
" \"gridcolor\": \"rgba(255, 255, 255, 0.100)\",\n",
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" \"zerolinecolor\": \"rgba(255, 255, 255, 1.000)\",\n",
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" \"bordercolor\": \"rgba(255, 255, 255, 1.000)\",\n",
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" \"color\": \"rgba(255, 255, 255, 1.000)\",\n",
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");\n",
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"\n",
" </body>\n",
"</html>\n"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sort!(df2, :kajuuchi_density_ratio, rev=true)\n",
"bar(df2[!, 1], df2[!, :kajuuchi_density_ratio], xticks=(1:47, df2.name_s), xrotation=-90,\n",
" ylabel = \"可住人口密度比\",\n",
" size=(800,400),\n",
" background_color = RGB(0.2, 0.2, 0.2)\n",
")"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Julia 1.4.0",
"language": "julia",
"name": "julia-1.4"
},
"language_info": {
"file_extension": ".jl",
"mimetype": "application/julia",
"name": "julia",
"version": "1.4.1"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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