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fornext1119/データでみる市町村のすがた.ipynb

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データでみる市町村のすがた.ipynb
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"# データファイルのあるフォルダを指定して\n",
"setwd(\"C:/Users/xxxxxxxx/Downloads\")\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# データ読み込み (header=T は、先頭行が項目名であることを示す)\n",
"d1 <- read.table(\"都道府県.txt\", header=T)\n"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<table>\n",
"<thead><tr><th scope=col>区分</th><th scope=col>都道府県市区町村名</th><th scope=col>人口総数</th><th scope=col>X15歳未満人口</th><th scope=col>X15歳未満人口.人口総数</th><th scope=col>X15.64歳人口</th><th scope=col>X15.64歳人口.人口総数</th><th scope=col>X65歳以上人口</th><th scope=col>X65歳以上人口.人口総数</th><th scope=col>外国人人口</th><th scope=col>...</th><th scope=col>自市区町村で従業している就業者数.就業者数</th><th scope=col>他市区町村への通勤者数</th><th scope=col>他市区町村への通勤者数.就業者数</th><th scope=col>従業地による就業者数</th><th scope=col>他市区町村からの通勤者数</th><th scope=col>他市区町村からの通勤者数.就業者数</th><th scope=col>小売店数</th><th scope=col>飲食店数</th><th scope=col>大型小売店数</th><th scope=col>百貨店総合スーパー数</th></tr></thead>\n",
"<tbody>\n",
"\t<tr><td>1 </td><td>北海道 </td><td>5381733 </td><td>608296 </td><td>11.30298</td><td>3190804 </td><td>59.28953</td><td>1558387 </td><td>28.95697</td><td>21676 </td><td>... </td><td>67.27877</td><td>682164 </td><td>28.01382</td><td>2431843 </td><td>678909 </td><td>27.88015</td><td>41954 </td><td>28225 </td><td>863 </td><td>74 </td></tr>\n",
"\t<tr><td>1 </td><td>青森県 </td><td>1308265 </td><td>148208 </td><td>11.32859</td><td> 757867 </td><td>57.92917</td><td> 390940 </td><td>29.88233</td><td> 3447 </td><td>... </td><td>78.63029</td><td>119994 </td><td>19.16929</td><td> 624241 </td><td>118265 </td><td>18.89308</td><td>12542 </td><td> 7022 </td><td>199 </td><td>18 </td></tr>\n",
"\t<tr><td>1 </td><td>岩手県 </td><td>1279594 </td><td>150992 </td><td>11.79999</td><td> 734886 </td><td>57.43119</td><td> 386573 </td><td>30.21060</td><td> 5017 </td><td>... </td><td>77.34694</td><td>138702 </td><td>21.79721</td><td> 634193 </td><td>136566 </td><td>21.46154</td><td>12283 </td><td> 5838 </td><td>176 </td><td>15 </td></tr>\n",
"\t<tr><td>1 </td><td>宮城県 </td><td>2333899 </td><td>286003 </td><td>12.25430</td><td>1410322 </td><td>60.42772</td><td> 588240 </td><td>25.20418</td><td>13989 </td><td>... </td><td>55.52899</td><td>464973 </td><td>43.13585</td><td>1079879 </td><td>466925 </td><td>43.31694</td><td>18485 </td><td> 9691 </td><td>336 </td><td>41 </td></tr>\n",
"\t<tr><td>1 </td><td>秋田県 </td><td>1023119 </td><td>106041 </td><td>10.36448</td><td> 565237 </td><td>55.24646</td><td> 343301 </td><td>33.55436</td><td> 2914 </td><td>... </td><td>82.69751</td><td> 78503 </td><td>16.25769</td><td> 481262 </td><td> 76898 </td><td>15.92530</td><td>10636 </td><td> 4983 </td><td>158 </td><td>16 </td></tr>\n",
"\t<tr><td>1 </td><td>山形県 </td><td>1123891 </td><td>135760 </td><td>12.07946</td><td> 639336 </td><td>56.88594</td><td> 344353 </td><td>30.63936</td><td> 5503 </td><td>... </td><td>72.01661</td><td>150251 </td><td>26.73092</td><td> 560192 </td><td>148356 </td><td>26.39378</td><td>11654 </td><td> 5729 </td><td>138 </td><td>17 </td></tr>\n",
"</tbody>\n",
"</table>\n"
],
"text/latex": [
"\\begin{tabular}{r|lllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllll}\n",
" 区分 & 都道府県市区町村名 & 人口総数 & X15歳未満人口 & X15歳未満人口.人口総数 & X15.64歳人口 & X15.64歳人口.人口総数 & X65歳以上人口 & X65歳以上人口.人口総数 & 外国人人口 & ... & 自市区町村で従業している就業者数.就業者数 & 他市区町村への通勤者数 & 他市区町村への通勤者数.就業者数 & 従業地による就業者数 & 他市区町村からの通勤者数 & 他市区町村からの通勤者数.就業者数 & 小売店数 & 飲食店数 & 大型小売店数 & 百貨店総合スーパー数\\\\\n",
"\\hline\n",
"\t 1 & 北海道 & 5381733 & 608296 & 11.30298 & 3190804 & 59.28953 & 1558387 & 28.95697 & 21676 & ... & 67.27877 & 682164 & 28.01382 & 2431843 & 678909 & 27.88015 & 41954 & 28225 & 863 & 74 \\\\\n",
"\t 1 & 青森県 & 1308265 & 148208 & 11.32859 & 757867 & 57.92917 & 390940 & 29.88233 & 3447 & ... & 78.63029 & 119994 & 19.16929 & 624241 & 118265 & 18.89308 & 12542 & 7022 & 199 & 18 \\\\\n",
"\t 1 & 岩手県 & 1279594 & 150992 & 11.79999 & 734886 & 57.43119 & 386573 & 30.21060 & 5017 & ... & 77.34694 & 138702 & 21.79721 & 634193 & 136566 & 21.46154 & 12283 & 5838 & 176 & 15 \\\\\n",
"\t 1 & 宮城県 & 2333899 & 286003 & 12.25430 & 1410322 & 60.42772 & 588240 & 25.20418 & 13989 & ... & 55.52899 & 464973 & 43.13585 & 1079879 & 466925 & 43.31694 & 18485 & 9691 & 336 & 41 \\\\\n",
"\t 1 & 秋田県 & 1023119 & 106041 & 10.36448 & 565237 & 55.24646 & 343301 & 33.55436 & 2914 & ... & 82.69751 & 78503 & 16.25769 & 481262 & 76898 & 15.92530 & 10636 & 4983 & 158 & 16 \\\\\n",
"\t 1 & 山形県 & 1123891 & 135760 & 12.07946 & 639336 & 56.88594 & 344353 & 30.63936 & 5503 & ... & 72.01661 & 150251 & 26.73092 & 560192 & 148356 & 26.39378 & 11654 & 5729 & 138 & 17 \\\\\n",
"\\end{tabular}\n"
],
"text/markdown": [
"\n",
"区分 | 都道府県市区町村名 | 人口総数 | X15歳未満人口 | X15歳未満人口.人口総数 | X15.64歳人口 | X15.64歳人口.人口総数 | X65歳以上人口 | X65歳以上人口.人口総数 | 外国人人口 | ... | 自市区町村で従業している就業者数.就業者数 | 他市区町村への通勤者数 | 他市区町村への通勤者数.就業者数 | 従業地による就業者数 | 他市区町村からの通勤者数 | 他市区町村からの通勤者数.就業者数 | 小売店数 | 飲食店数 | 大型小売店数 | 百貨店総合スーパー数 | \n",
"|---|---|---|---|---|---|\n",
"| 1 | 北海道 | 5381733 | 608296 | 11.30298 | 3190804 | 59.28953 | 1558387 | 28.95697 | 21676 | ... | 67.27877 | 682164 | 28.01382 | 2431843 | 678909 | 27.88015 | 41954 | 28225 | 863 | 74 | \n",
"| 1 | 青森県 | 1308265 | 148208 | 11.32859 | 757867 | 57.92917 | 390940 | 29.88233 | 3447 | ... | 78.63029 | 119994 | 19.16929 | 624241 | 118265 | 18.89308 | 12542 | 7022 | 199 | 18 | \n",
"| 1 | 岩手県 | 1279594 | 150992 | 11.79999 | 734886 | 57.43119 | 386573 | 30.21060 | 5017 | ... | 77.34694 | 138702 | 21.79721 | 634193 | 136566 | 21.46154 | 12283 | 5838 | 176 | 15 | \n",
"| 1 | 宮城県 | 2333899 | 286003 | 12.25430 | 1410322 | 60.42772 | 588240 | 25.20418 | 13989 | ... | 55.52899 | 464973 | 43.13585 | 1079879 | 466925 | 43.31694 | 18485 | 9691 | 336 | 41 | \n",
"| 1 | 秋田県 | 1023119 | 106041 | 10.36448 | 565237 | 55.24646 | 343301 | 33.55436 | 2914 | ... | 82.69751 | 78503 | 16.25769 | 481262 | 76898 | 15.92530 | 10636 | 4983 | 158 | 16 | \n",
"| 1 | 山形県 | 1123891 | 135760 | 12.07946 | 639336 | 56.88594 | 344353 | 30.63936 | 5503 | ... | 72.01661 | 150251 | 26.73092 | 560192 | 148356 | 26.39378 | 11654 | 5729 | 138 | 17 | \n",
"\n",
"\n"
],
"text/plain": [
" 区分 都道府県市区町村名 人口総数 X15歳未満人口 X15歳未満人口.人口総数\n",
"1 1 北海道 5381733 608296 11.30298 \n",
"2 1 青森県 1308265 148208 11.32859 \n",
"3 1 岩手県 1279594 150992 11.79999 \n",
"4 1 宮城県 2333899 286003 12.25430 \n",
"5 1 秋田県 1023119 106041 10.36448 \n",
"6 1 山形県 1123891 135760 12.07946 \n",
" X15.64歳人口 X15.64歳人口.人口総数 X65歳以上人口 X65歳以上人口.人口総数\n",
"1 3190804 59.28953 1558387 28.95697 \n",
"2 757867 57.92917 390940 29.88233 \n",
"3 734886 57.43119 386573 30.21060 \n",
"4 1410322 60.42772 588240 25.20418 \n",
"5 565237 55.24646 343301 33.55436 \n",
"6 639336 56.88594 344353 30.63936 \n",
" 外国人人口 ... 自市区町村で従業している就業者数.就業者数\n",
"1 21676 ... 67.27877 \n",
"2 3447 ... 78.63029 \n",
"3 5017 ... 77.34694 \n",
"4 13989 ... 55.52899 \n",
"5 2914 ... 82.69751 \n",
"6 5503 ... 72.01661 \n",
" 他市区町村への通勤者数 他市区町村への通勤者数.就業者数 従業地による就業者数\n",
"1 682164 28.01382 2431843 \n",
"2 119994 19.16929 624241 \n",
"3 138702 21.79721 634193 \n",
"4 464973 43.13585 1079879 \n",
"5 78503 16.25769 481262 \n",
"6 150251 26.73092 560192 \n",
" 他市区町村からの通勤者数 他市区町村からの通勤者数.就業者数 小売店数 飲食店数\n",
"1 678909 27.88015 41954 28225 \n",
"2 118265 18.89308 12542 7022 \n",
"3 136566 21.46154 12283 5838 \n",
"4 466925 43.31694 18485 9691 \n",
"5 76898 15.92530 10636 4983 \n",
"6 148356 26.39378 11654 5729 \n",
" 大型小売店数 百貨店総合スーパー数\n",
"1 863 74 \n",
"2 199 18 \n",
"3 176 15 \n",
"4 336 41 \n",
"5 158 16 \n",
"6 138 17 "
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"head(d1)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<table>\n",
"<thead><tr><th scope=col>区分</th><th scope=col>都道府県市区町村名</th><th scope=col>人口総数</th><th scope=col>X15歳未満人口</th><th scope=col>X15歳未満人口.人口総数</th><th scope=col>X15.64歳人口</th><th scope=col>X15.64歳人口.人口総数</th><th scope=col>X65歳以上人口</th><th scope=col>X65歳以上人口.人口総数</th><th scope=col>外国人人口</th><th scope=col>...</th><th scope=col>自市区町村で従業している就業者数.就業者数</th><th scope=col>他市区町村への通勤者数</th><th scope=col>他市区町村への通勤者数.就業者数</th><th scope=col>従業地による就業者数</th><th scope=col>他市区町村からの通勤者数</th><th scope=col>他市区町村からの通勤者数.就業者数</th><th scope=col>小売店数</th><th scope=col>飲食店数</th><th scope=col>大型小売店数</th><th scope=col>百貨店総合スーパー数</th></tr></thead>\n",
"<tbody>\n",
"\t<tr><td>2 </td><td>北海道石狩支庁</td><td>2375449 </td><td>273774 </td><td>11.525147 </td><td>1494217 </td><td>62.90251 </td><td>594205 </td><td>25.01443 </td><td>10214 </td><td>... </td><td>46.68123 </td><td>478451 </td><td>46.13079 </td><td>1029171 </td><td>470460 </td><td>45.36032 </td><td>14039 </td><td>10606 </td><td>450 </td><td>36 </td></tr>\n",
"\t<tr><td>2 </td><td>北海道渡島支庁</td><td> 404798 </td><td> 43248 </td><td>10.683847 </td><td> 230031 </td><td>56.82612 </td><td>130710 </td><td>32.29018 </td><td> 1387 </td><td>... </td><td>80.42409 </td><td> 29120 </td><td>16.00501 </td><td> 180979 </td><td> 28156 </td><td>15.47518 </td><td> 3971 </td><td> 2414 </td><td> 55 </td><td> 7 </td></tr>\n",
"\t<tr><td>2 </td><td>北海道檜山支庁</td><td> 37870 </td><td> 3717 </td><td> 9.815157 </td><td> 19551 </td><td>51.62662 </td><td> 14597 </td><td>38.54502 </td><td> 73 </td><td>... </td><td>83.57354 </td><td> 2788 </td><td>15.51388 </td><td> 17804 </td><td> 2621 </td><td>14.58461 </td><td> 493 </td><td> 200 </td><td> 2 </td><td> 0 </td></tr>\n",
"\t<tr><td>2 </td><td>北海道後志支庁</td><td> 215522 </td><td> 21606 </td><td>10.024963 </td><td> 116957 </td><td>54.26685 </td><td> 76489 </td><td>35.49011 </td><td> 1198 </td><td>... </td><td>79.94784 </td><td> 17810 </td><td>18.21436 </td><td> 100696 </td><td> 20726 </td><td>21.19656 </td><td> 2460 </td><td> 1395 </td><td> 28 </td><td> 4 </td></tr>\n",
"\t<tr><td>2 </td><td>北海道空知支庁</td><td> 309861 </td><td> 29613 </td><td> 9.556866 </td><td> 165512 </td><td>53.41492 </td><td>113961 </td><td>36.77810 </td><td> 675 </td><td>... </td><td>74.57199 </td><td> 32894 </td><td>23.66202 </td><td> 137156 </td><td> 31034 </td><td>22.32405 </td><td> 2797 </td><td> 1645 </td><td> 38 </td><td> 4 </td></tr>\n",
"\t<tr><td>2 </td><td>北海道上川支庁</td><td> 501933 </td><td> 56052 </td><td>11.167227 </td><td> 280475 </td><td>55.87897 </td><td>160612 </td><td>31.99869 </td><td> 1463 </td><td>... </td><td>87.35363 </td><td> 23857 </td><td>10.21376 </td><td> 233494 </td><td> 23774 </td><td>10.17823 </td><td> 4221 </td><td> 2754 </td><td> 93 </td><td> 7 </td></tr>\n",
"</tbody>\n",
"</table>\n"
],
"text/latex": [
"\\begin{tabular}{r|lllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllll}\n",
" 区分 & 都道府県市区町村名 & 人口総数 & X15歳未満人口 & X15歳未満人口.人口総数 & X15.64歳人口 & X15.64歳人口.人口総数 & X65歳以上人口 & X65歳以上人口.人口総数 & 外国人人口 & ... & 自市区町村で従業している就業者数.就業者数 & 他市区町村への通勤者数 & 他市区町村への通勤者数.就業者数 & 従業地による就業者数 & 他市区町村からの通勤者数 & 他市区町村からの通勤者数.就業者数 & 小売店数 & 飲食店数 & 大型小売店数 & 百貨店総合スーパー数\\\\\n",
"\\hline\n",
"\t 2 & 北海道石狩支庁 & 2375449 & 273774 & 11.525147 & 1494217 & 62.90251 & 594205 & 25.01443 & 10214 & ... & 46.68123 & 478451 & 46.13079 & 1029171 & 470460 & 45.36032 & 14039 & 10606 & 450 & 36 \\\\\n",
"\t 2 & 北海道渡島支庁 & 404798 & 43248 & 10.683847 & 230031 & 56.82612 & 130710 & 32.29018 & 1387 & ... & 80.42409 & 29120 & 16.00501 & 180979 & 28156 & 15.47518 & 3971 & 2414 & 55 & 7 \\\\\n",
"\t 2 & 北海道檜山支庁 & 37870 & 3717 & 9.815157 & 19551 & 51.62662 & 14597 & 38.54502 & 73 & ... & 83.57354 & 2788 & 15.51388 & 17804 & 2621 & 14.58461 & 493 & 200 & 2 & 0 \\\\\n",
"\t 2 & 北海道後志支庁 & 215522 & 21606 & 10.024963 & 116957 & 54.26685 & 76489 & 35.49011 & 1198 & ... & 79.94784 & 17810 & 18.21436 & 100696 & 20726 & 21.19656 & 2460 & 1395 & 28 & 4 \\\\\n",
"\t 2 & 北海道空知支庁 & 309861 & 29613 & 9.556866 & 165512 & 53.41492 & 113961 & 36.77810 & 675 & ... & 74.57199 & 32894 & 23.66202 & 137156 & 31034 & 22.32405 & 2797 & 1645 & 38 & 4 \\\\\n",
"\t 2 & 北海道上川支庁 & 501933 & 56052 & 11.167227 & 280475 & 55.87897 & 160612 & 31.99869 & 1463 & ... & 87.35363 & 23857 & 10.21376 & 233494 & 23774 & 10.17823 & 4221 & 2754 & 93 & 7 \\\\\n",
"\\end{tabular}\n"
],
"text/markdown": [
"\n",
"区分 | 都道府県市区町村名 | 人口総数 | X15歳未満人口 | X15歳未満人口.人口総数 | X15.64歳人口 | X15.64歳人口.人口総数 | X65歳以上人口 | X65歳以上人口.人口総数 | 外国人人口 | ... | 自市区町村で従業している就業者数.就業者数 | 他市区町村への通勤者数 | 他市区町村への通勤者数.就業者数 | 従業地による就業者数 | 他市区町村からの通勤者数 | 他市区町村からの通勤者数.就業者数 | 小売店数 | 飲食店数 | 大型小売店数 | 百貨店総合スーパー数 | \n",
"|---|---|---|---|---|---|\n",
"| 2 | 北海道石狩支庁 | 2375449 | 273774 | 11.525147 | 1494217 | 62.90251 | 594205 | 25.01443 | 10214 | ... | 46.68123 | 478451 | 46.13079 | 1029171 | 470460 | 45.36032 | 14039 | 10606 | 450 | 36 | \n",
"| 2 | 北海道渡島支庁 | 404798 | 43248 | 10.683847 | 230031 | 56.82612 | 130710 | 32.29018 | 1387 | ... | 80.42409 | 29120 | 16.00501 | 180979 | 28156 | 15.47518 | 3971 | 2414 | 55 | 7 | \n",
"| 2 | 北海道檜山支庁 | 37870 | 3717 | 9.815157 | 19551 | 51.62662 | 14597 | 38.54502 | 73 | ... | 83.57354 | 2788 | 15.51388 | 17804 | 2621 | 14.58461 | 493 | 200 | 2 | 0 | \n",
"| 2 | 北海道後志支庁 | 215522 | 21606 | 10.024963 | 116957 | 54.26685 | 76489 | 35.49011 | 1198 | ... | 79.94784 | 17810 | 18.21436 | 100696 | 20726 | 21.19656 | 2460 | 1395 | 28 | 4 | \n",
"| 2 | 北海道空知支庁 | 309861 | 29613 | 9.556866 | 165512 | 53.41492 | 113961 | 36.77810 | 675 | ... | 74.57199 | 32894 | 23.66202 | 137156 | 31034 | 22.32405 | 2797 | 1645 | 38 | 4 | \n",
"| 2 | 北海道上川支庁 | 501933 | 56052 | 11.167227 | 280475 | 55.87897 | 160612 | 31.99869 | 1463 | ... | 87.35363 | 23857 | 10.21376 | 233494 | 23774 | 10.17823 | 4221 | 2754 | 93 | 7 | \n",
"\n",
"\n"
],
"text/plain": [
" 区分 都道府県市区町村名 人口総数 X15歳未満人口 X15歳未満人口.人口総数\n",
"1 2 北海道石狩支庁 2375449 273774 11.525147 \n",
"2 2 北海道渡島支庁 404798 43248 10.683847 \n",
"3 2 北海道檜山支庁 37870 3717 9.815157 \n",
"4 2 北海道後志支庁 215522 21606 10.024963 \n",
"5 2 北海道空知支庁 309861 29613 9.556866 \n",
"6 2 北海道上川支庁 501933 56052 11.167227 \n",
" X15.64歳人口 X15.64歳人口.人口総数 X65歳以上人口 X65歳以上人口.人口総数\n",
"1 1494217 62.90251 594205 25.01443 \n",
"2 230031 56.82612 130710 32.29018 \n",
"3 19551 51.62662 14597 38.54502 \n",
"4 116957 54.26685 76489 35.49011 \n",
"5 165512 53.41492 113961 36.77810 \n",
"6 280475 55.87897 160612 31.99869 \n",
" 外国人人口 ... 自市区町村で従業している就業者数.就業者数\n",
"1 10214 ... 46.68123 \n",
"2 1387 ... 80.42409 \n",
"3 73 ... 83.57354 \n",
"4 1198 ... 79.94784 \n",
"5 675 ... 74.57199 \n",
"6 1463 ... 87.35363 \n",
" 他市区町村への通勤者数 他市区町村への通勤者数.就業者数 従業地による就業者数\n",
"1 478451 46.13079 1029171 \n",
"2 29120 16.00501 180979 \n",
"3 2788 15.51388 17804 \n",
"4 17810 18.21436 100696 \n",
"5 32894 23.66202 137156 \n",
"6 23857 10.21376 233494 \n",
" 他市区町村からの通勤者数 他市区町村からの通勤者数.就業者数 小売店数 飲食店数\n",
"1 470460 45.36032 14039 10606 \n",
"2 28156 15.47518 3971 2414 \n",
"3 2621 14.58461 493 200 \n",
"4 20726 21.19656 2460 1395 \n",
"5 31034 22.32405 2797 1645 \n",
"6 23774 10.17823 4221 2754 \n",
" 大型小売店数 百貨店総合スーパー数\n",
"1 450 36 \n",
"2 55 7 \n",
"3 2 0 \n",
"4 28 4 \n",
"5 38 4 \n",
"6 93 7 "
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"d2 <- read.table(\"北海道支庁.txt\", header=T)\n",
"head(d2)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<table>\n",
"<thead><tr><th scope=col>区分</th><th scope=col>都道府県市区町村名</th><th scope=col>人口総数</th><th scope=col>X15歳未満人口</th><th scope=col>X15歳未満人口.人口総数</th><th scope=col>X15.64歳人口</th><th scope=col>X15.64歳人口.人口総数</th><th scope=col>X65歳以上人口</th><th scope=col>X65歳以上人口.人口総数</th><th scope=col>外国人人口</th><th scope=col>...</th><th scope=col>自市区町村で従業している就業者数.就業者数</th><th scope=col>他市区町村への通勤者数</th><th scope=col>他市区町村への通勤者数.就業者数</th><th scope=col>従業地による就業者数</th><th scope=col>他市区町村からの通勤者数</th><th scope=col>他市区町村からの通勤者数.就業者数</th><th scope=col>小売店数</th><th scope=col>飲食店数</th><th scope=col>大型小売店数</th><th scope=col>百貨店総合スーパー数</th></tr></thead>\n",
"<tbody>\n",
"\t<tr><td>3 </td><td>北海道札幌市 </td><td>1952356 </td><td> 221013 </td><td>11.32032 </td><td>1235516 </td><td>63.28334 </td><td> 483534 </td><td>24.76669 </td><td> 8820 </td><td>... </td><td>44.14595 </td><td> 403594 </td><td>47.80147 </td><td> 849618 </td><td> 408899 </td><td> 48.42979 </td><td>11498 </td><td> 9124 </td><td> 377 </td><td>32 </td></tr>\n",
"\t<tr><td>3 </td><td>宮城県仙台市 </td><td>1082159 </td><td> 129309 </td><td>11.94917 </td><td> 674873 </td><td>62.36357 </td><td> 234360 </td><td>21.65671 </td><td> 8898 </td><td>... </td><td>52.75828 </td><td> 219452 </td><td>45.78221 </td><td> 529243 </td><td> 269356 </td><td> 56.19322 </td><td> 8047 </td><td> 5358 </td><td> 177 </td><td>15 </td></tr>\n",
"\t<tr><td>3 </td><td>埼玉県さいたま市</td><td>1263979 </td><td> 164722 </td><td>13.03202 </td><td> 799279 </td><td>63.23515 </td><td> 284138 </td><td>22.47965 </td><td> 13776 </td><td>... </td><td>30.39781 </td><td> 365750 </td><td>62.28500 </td><td> 504565 </td><td> 283095 </td><td> 48.20936 </td><td> 7042 </td><td> 4333 </td><td> 203 </td><td>13 </td></tr>\n",
"\t<tr><td>3 </td><td>千葉県千葉市 </td><td> 971882 </td><td> 122062 </td><td>12.55934 </td><td> 597580 </td><td>61.48689 </td><td> 238213 </td><td>24.51049 </td><td> 16506 </td><td>... </td><td>35.28021 </td><td> 256838 </td><td>59.64128 </td><td> 407179 </td><td> 233379 </td><td> 54.19378 </td><td> 5427 </td><td> 3170 </td><td> 158 </td><td>13 </td></tr>\n",
"\t<tr><td>3 </td><td>東京都特別区部 </td><td>9272740 </td><td>1002130 </td><td>10.80727 </td><td>6088409 </td><td>65.65922 </td><td>1997870 </td><td>21.54563 </td><td>318457 </td><td>... </td><td>32.43543 </td><td>2201776 </td><td>55.32328 </td><td>6499325 </td><td>4721265 </td><td>118.62964 </td><td>75874 </td><td>67313 </td><td>1551 </td><td>88 </td></tr>\n",
"\t<tr><td>3 </td><td>神奈川県横浜市 </td><td>3724844 </td><td> 468535 </td><td>12.57865 </td><td>2368291 </td><td>63.58094 </td><td> 865490 </td><td>23.23560 </td><td> 68325 </td><td>... </td><td>30.03209 </td><td>1089055 </td><td>65.06043 </td><td>1396629 </td><td> 811771 </td><td> 48.49541 </td><td>20393 </td><td>13155 </td><td> 488 </td><td>40 </td></tr>\n",
"</tbody>\n",
"</table>\n"
],
"text/latex": [
"\\begin{tabular}{r|lllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllll}\n",
" 区分 & 都道府県市区町村名 & 人口総数 & X15歳未満人口 & X15歳未満人口.人口総数 & X15.64歳人口 & X15.64歳人口.人口総数 & X65歳以上人口 & X65歳以上人口.人口総数 & 外国人人口 & ... & 自市区町村で従業している就業者数.就業者数 & 他市区町村への通勤者数 & 他市区町村への通勤者数.就業者数 & 従業地による就業者数 & 他市区町村からの通勤者数 & 他市区町村からの通勤者数.就業者数 & 小売店数 & 飲食店数 & 大型小売店数 & 百貨店総合スーパー数\\\\\n",
"\\hline\n",
"\t 3 & 北海道札幌市 & 1952356 & 221013 & 11.32032 & 1235516 & 63.28334 & 483534 & 24.76669 & 8820 & ... & 44.14595 & 403594 & 47.80147 & 849618 & 408899 & 48.42979 & 11498 & 9124 & 377 & 32 \\\\\n",
"\t 3 & 宮城県仙台市 & 1082159 & 129309 & 11.94917 & 674873 & 62.36357 & 234360 & 21.65671 & 8898 & ... & 52.75828 & 219452 & 45.78221 & 529243 & 269356 & 56.19322 & 8047 & 5358 & 177 & 15 \\\\\n",
"\t 3 & 埼玉県さいたま市 & 1263979 & 164722 & 13.03202 & 799279 & 63.23515 & 284138 & 22.47965 & 13776 & ... & 30.39781 & 365750 & 62.28500 & 504565 & 283095 & 48.20936 & 7042 & 4333 & 203 & 13 \\\\\n",
"\t 3 & 千葉県千葉市 & 971882 & 122062 & 12.55934 & 597580 & 61.48689 & 238213 & 24.51049 & 16506 & ... & 35.28021 & 256838 & 59.64128 & 407179 & 233379 & 54.19378 & 5427 & 3170 & 158 & 13 \\\\\n",
"\t 3 & 東京都特別区部 & 9272740 & 1002130 & 10.80727 & 6088409 & 65.65922 & 1997870 & 21.54563 & 318457 & ... & 32.43543 & 2201776 & 55.32328 & 6499325 & 4721265 & 118.62964 & 75874 & 67313 & 1551 & 88 \\\\\n",
"\t 3 & 神奈川県横浜市 & 3724844 & 468535 & 12.57865 & 2368291 & 63.58094 & 865490 & 23.23560 & 68325 & ... & 30.03209 & 1089055 & 65.06043 & 1396629 & 811771 & 48.49541 & 20393 & 13155 & 488 & 40 \\\\\n",
"\\end{tabular}\n"
],
"text/markdown": [
"\n",
"区分 | 都道府県市区町村名 | 人口総数 | X15歳未満人口 | X15歳未満人口.人口総数 | X15.64歳人口 | X15.64歳人口.人口総数 | X65歳以上人口 | X65歳以上人口.人口総数 | 外国人人口 | ... | 自市区町村で従業している就業者数.就業者数 | 他市区町村への通勤者数 | 他市区町村への通勤者数.就業者数 | 従業地による就業者数 | 他市区町村からの通勤者数 | 他市区町村からの通勤者数.就業者数 | 小売店数 | 飲食店数 | 大型小売店数 | 百貨店総合スーパー数 | \n",
"|---|---|---|---|---|---|\n",
"| 3 | 北海道札幌市 | 1952356 | 221013 | 11.32032 | 1235516 | 63.28334 | 483534 | 24.76669 | 8820 | ... | 44.14595 | 403594 | 47.80147 | 849618 | 408899 | 48.42979 | 11498 | 9124 | 377 | 32 | \n",
"| 3 | 宮城県仙台市 | 1082159 | 129309 | 11.94917 | 674873 | 62.36357 | 234360 | 21.65671 | 8898 | ... | 52.75828 | 219452 | 45.78221 | 529243 | 269356 | 56.19322 | 8047 | 5358 | 177 | 15 | \n",
"| 3 | 埼玉県さいたま市 | 1263979 | 164722 | 13.03202 | 799279 | 63.23515 | 284138 | 22.47965 | 13776 | ... | 30.39781 | 365750 | 62.28500 | 504565 | 283095 | 48.20936 | 7042 | 4333 | 203 | 13 | \n",
"| 3 | 千葉県千葉市 | 971882 | 122062 | 12.55934 | 597580 | 61.48689 | 238213 | 24.51049 | 16506 | ... | 35.28021 | 256838 | 59.64128 | 407179 | 233379 | 54.19378 | 5427 | 3170 | 158 | 13 | \n",
"| 3 | 東京都特別区部 | 9272740 | 1002130 | 10.80727 | 6088409 | 65.65922 | 1997870 | 21.54563 | 318457 | ... | 32.43543 | 2201776 | 55.32328 | 6499325 | 4721265 | 118.62964 | 75874 | 67313 | 1551 | 88 | \n",
"| 3 | 神奈川県横浜市 | 3724844 | 468535 | 12.57865 | 2368291 | 63.58094 | 865490 | 23.23560 | 68325 | ... | 30.03209 | 1089055 | 65.06043 | 1396629 | 811771 | 48.49541 | 20393 | 13155 | 488 | 40 | \n",
"\n",
"\n"
],
"text/plain": [
" 区分 都道府県市区町村名 人口総数 X15歳未満人口 X15歳未満人口.人口総数\n",
"1 3 北海道札幌市 1952356 221013 11.32032 \n",
"2 3 宮城県仙台市 1082159 129309 11.94917 \n",
"3 3 埼玉県さいたま市 1263979 164722 13.03202 \n",
"4 3 千葉県千葉市 971882 122062 12.55934 \n",
"5 3 東京都特別区部 9272740 1002130 10.80727 \n",
"6 3 神奈川県横浜市 3724844 468535 12.57865 \n",
" X15.64歳人口 X15.64歳人口.人口総数 X65歳以上人口 X65歳以上人口.人口総数\n",
"1 1235516 63.28334 483534 24.76669 \n",
"2 674873 62.36357 234360 21.65671 \n",
"3 799279 63.23515 284138 22.47965 \n",
"4 597580 61.48689 238213 24.51049 \n",
"5 6088409 65.65922 1997870 21.54563 \n",
"6 2368291 63.58094 865490 23.23560 \n",
" 外国人人口 ... 自市区町村で従業している就業者数.就業者数\n",
"1 8820 ... 44.14595 \n",
"2 8898 ... 52.75828 \n",
"3 13776 ... 30.39781 \n",
"4 16506 ... 35.28021 \n",
"5 318457 ... 32.43543 \n",
"6 68325 ... 30.03209 \n",
" 他市区町村への通勤者数 他市区町村への通勤者数.就業者数 従業地による就業者数\n",
"1 403594 47.80147 849618 \n",
"2 219452 45.78221 529243 \n",
"3 365750 62.28500 504565 \n",
"4 256838 59.64128 407179 \n",
"5 2201776 55.32328 6499325 \n",
"6 1089055 65.06043 1396629 \n",
" 他市区町村からの通勤者数 他市区町村からの通勤者数.就業者数 小売店数 飲食店数\n",
"1 408899 48.42979 11498 9124 \n",
"2 269356 56.19322 8047 5358 \n",
"3 283095 48.20936 7042 4333 \n",
"4 233379 54.19378 5427 3170 \n",
"5 4721265 118.62964 75874 67313 \n",
"6 811771 48.49541 20393 13155 \n",
" 大型小売店数 百貨店総合スーパー数\n",
"1 377 32 \n",
"2 177 15 \n",
"3 203 13 \n",
"4 158 13 \n",
"5 1551 88 \n",
"6 488 40 "
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"d3 <- read.table(\"政令指定都市.txt\", header=T)\n",
"head(d3)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<table>\n",
"<thead><tr><th scope=col>区分</th><th scope=col>都道府県市区町村名</th><th scope=col>人口総数</th><th scope=col>X15歳未満人口</th><th scope=col>X15歳未満人口.人口総数</th><th scope=col>X15.64歳人口</th><th scope=col>X15.64歳人口.人口総数</th><th scope=col>X65歳以上人口</th><th scope=col>X65歳以上人口.人口総数</th><th scope=col>外国人人口</th><th scope=col>...</th><th scope=col>自市区町村で従業している就業者数.就業者数</th><th scope=col>他市区町村への通勤者数</th><th scope=col>他市区町村への通勤者数.就業者数</th><th scope=col>従業地による就業者数</th><th scope=col>他市区町村からの通勤者数</th><th scope=col>他市区町村からの通勤者数.就業者数</th><th scope=col>小売店数</th><th scope=col>飲食店数</th><th scope=col>大型小売店数</th><th scope=col>百貨店総合スーパー数</th></tr></thead>\n",
"<tbody>\n",
"\t<tr><td>4 </td><td>北海道江別市 </td><td>120636 </td><td>13524 </td><td>11.210584 </td><td>74253 </td><td>61.55128 </td><td>32585 </td><td>27.01101 </td><td>391 </td><td>... </td><td>49.74758 </td><td>24818 </td><td>46.75056 </td><td>38523 </td><td>10255 </td><td>19.31771 </td><td>619 </td><td>311 </td><td>22 </td><td>1 </td></tr>\n",
"\t<tr><td>4 </td><td>北海道千歳市 </td><td> 95648 </td><td>13573 </td><td>14.190574 </td><td>61908 </td><td>64.72482 </td><td>19979 </td><td>20.88805 </td><td>435 </td><td>... </td><td>78.27013 </td><td> 8105 </td><td>17.61382 </td><td>50687 </td><td>12777 </td><td>27.76703 </td><td>707 </td><td>551 </td><td>15 </td><td>1 </td></tr>\n",
"\t<tr><td>4 </td><td>北海道恵庭市 </td><td> 69702 </td><td> 9132 </td><td>13.101489 </td><td>42897 </td><td>61.54343 </td><td>17465 </td><td>25.05667 </td><td>190 </td><td>... </td><td>58.32649 </td><td>12272 </td><td>38.77899 </td><td>27358 </td><td> 7984 </td><td>25.22910 </td><td>357 </td><td>237 </td><td>10 </td><td>1 </td></tr>\n",
"\t<tr><td>4 </td><td>北海道北広島市</td><td> 59064 </td><td> 7213 </td><td>12.212177 </td><td>34586 </td><td>58.55682 </td><td>17103 </td><td>28.95672 </td><td>139 </td><td>... </td><td>43.76761 </td><td>14100 </td><td>53.68157 </td><td>25028 </td><td>12862 </td><td>48.96825 </td><td>425 </td><td>132 </td><td>16 </td><td>0 </td></tr>\n",
"\t<tr><td>4 </td><td>北海道石狩市 </td><td> 57436 </td><td> 7415 </td><td>12.910022 </td><td>32732 </td><td>56.98865 </td><td>17229 </td><td>29.99687 </td><td>203 </td><td>... </td><td>50.37496 </td><td>11917 </td><td>45.59611 </td><td>29025 </td><td>14806 </td><td>56.64983 </td><td>303 </td><td>182 </td><td> 9 </td><td>1 </td></tr>\n",
"\t<tr><td>4 </td><td>北海道当別町 </td><td> 17278 </td><td> 1547 </td><td> 8.953583 </td><td>10453 </td><td>60.49890 </td><td> 5210 </td><td>30.15395 </td><td> 35 </td><td>... </td><td>56.74579 </td><td> 3423 </td><td>42.09814 </td><td> 7100 </td><td> 2392 </td><td>29.41828 </td><td>114 </td><td> 64 </td><td> 1 </td><td>0 </td></tr>\n",
"</tbody>\n",
"</table>\n"
],
"text/latex": [
"\\begin{tabular}{r|lllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllll}\n",
" 区分 & 都道府県市区町村名 & 人口総数 & X15歳未満人口 & X15歳未満人口.人口総数 & X15.64歳人口 & X15.64歳人口.人口総数 & X65歳以上人口 & X65歳以上人口.人口総数 & 外国人人口 & ... & 自市区町村で従業している就業者数.就業者数 & 他市区町村への通勤者数 & 他市区町村への通勤者数.就業者数 & 従業地による就業者数 & 他市区町村からの通勤者数 & 他市区町村からの通勤者数.就業者数 & 小売店数 & 飲食店数 & 大型小売店数 & 百貨店総合スーパー数\\\\\n",
"\\hline\n",
"\t 4 & 北海道江別市 & 120636 & 13524 & 11.210584 & 74253 & 61.55128 & 32585 & 27.01101 & 391 & ... & 49.74758 & 24818 & 46.75056 & 38523 & 10255 & 19.31771 & 619 & 311 & 22 & 1 \\\\\n",
"\t 4 & 北海道千歳市 & 95648 & 13573 & 14.190574 & 61908 & 64.72482 & 19979 & 20.88805 & 435 & ... & 78.27013 & 8105 & 17.61382 & 50687 & 12777 & 27.76703 & 707 & 551 & 15 & 1 \\\\\n",
"\t 4 & 北海道恵庭市 & 69702 & 9132 & 13.101489 & 42897 & 61.54343 & 17465 & 25.05667 & 190 & ... & 58.32649 & 12272 & 38.77899 & 27358 & 7984 & 25.22910 & 357 & 237 & 10 & 1 \\\\\n",
"\t 4 & 北海道北広島市 & 59064 & 7213 & 12.212177 & 34586 & 58.55682 & 17103 & 28.95672 & 139 & ... & 43.76761 & 14100 & 53.68157 & 25028 & 12862 & 48.96825 & 425 & 132 & 16 & 0 \\\\\n",
"\t 4 & 北海道石狩市 & 57436 & 7415 & 12.910022 & 32732 & 56.98865 & 17229 & 29.99687 & 203 & ... & 50.37496 & 11917 & 45.59611 & 29025 & 14806 & 56.64983 & 303 & 182 & 9 & 1 \\\\\n",
"\t 4 & 北海道当別町 & 17278 & 1547 & 8.953583 & 10453 & 60.49890 & 5210 & 30.15395 & 35 & ... & 56.74579 & 3423 & 42.09814 & 7100 & 2392 & 29.41828 & 114 & 64 & 1 & 0 \\\\\n",
"\\end{tabular}\n"
],
"text/markdown": [
"\n",
"区分 | 都道府県市区町村名 | 人口総数 | X15歳未満人口 | X15歳未満人口.人口総数 | X15.64歳人口 | X15.64歳人口.人口総数 | X65歳以上人口 | X65歳以上人口.人口総数 | 外国人人口 | ... | 自市区町村で従業している就業者数.就業者数 | 他市区町村への通勤者数 | 他市区町村への通勤者数.就業者数 | 従業地による就業者数 | 他市区町村からの通勤者数 | 他市区町村からの通勤者数.就業者数 | 小売店数 | 飲食店数 | 大型小売店数 | 百貨店総合スーパー数 | \n",
"|---|---|---|---|---|---|\n",
"| 4 | 北海道江別市 | 120636 | 13524 | 11.210584 | 74253 | 61.55128 | 32585 | 27.01101 | 391 | ... | 49.74758 | 24818 | 46.75056 | 38523 | 10255 | 19.31771 | 619 | 311 | 22 | 1 | \n",
"| 4 | 北海道千歳市 | 95648 | 13573 | 14.190574 | 61908 | 64.72482 | 19979 | 20.88805 | 435 | ... | 78.27013 | 8105 | 17.61382 | 50687 | 12777 | 27.76703 | 707 | 551 | 15 | 1 | \n",
"| 4 | 北海道恵庭市 | 69702 | 9132 | 13.101489 | 42897 | 61.54343 | 17465 | 25.05667 | 190 | ... | 58.32649 | 12272 | 38.77899 | 27358 | 7984 | 25.22910 | 357 | 237 | 10 | 1 | \n",
"| 4 | 北海道北広島市 | 59064 | 7213 | 12.212177 | 34586 | 58.55682 | 17103 | 28.95672 | 139 | ... | 43.76761 | 14100 | 53.68157 | 25028 | 12862 | 48.96825 | 425 | 132 | 16 | 0 | \n",
"| 4 | 北海道石狩市 | 57436 | 7415 | 12.910022 | 32732 | 56.98865 | 17229 | 29.99687 | 203 | ... | 50.37496 | 11917 | 45.59611 | 29025 | 14806 | 56.64983 | 303 | 182 | 9 | 1 | \n",
"| 4 | 北海道当別町 | 17278 | 1547 | 8.953583 | 10453 | 60.49890 | 5210 | 30.15395 | 35 | ... | 56.74579 | 3423 | 42.09814 | 7100 | 2392 | 29.41828 | 114 | 64 | 1 | 0 | \n",
"\n",
"\n"
],
"text/plain": [
" 区分 都道府県市区町村名 人口総数 X15歳未満人口 X15歳未満人口.人口総数\n",
"1 4 北海道江別市 120636 13524 11.210584 \n",
"2 4 北海道千歳市 95648 13573 14.190574 \n",
"3 4 北海道恵庭市 69702 9132 13.101489 \n",
"4 4 北海道北広島市 59064 7213 12.212177 \n",
"5 4 北海道石狩市 57436 7415 12.910022 \n",
"6 4 北海道当別町 17278 1547 8.953583 \n",
" X15.64歳人口 X15.64歳人口.人口総数 X65歳以上人口 X65歳以上人口.人口総数\n",
"1 74253 61.55128 32585 27.01101 \n",
"2 61908 64.72482 19979 20.88805 \n",
"3 42897 61.54343 17465 25.05667 \n",
"4 34586 58.55682 17103 28.95672 \n",
"5 32732 56.98865 17229 29.99687 \n",
"6 10453 60.49890 5210 30.15395 \n",
" 外国人人口 ... 自市区町村で従業している就業者数.就業者数\n",
"1 391 ... 49.74758 \n",
"2 435 ... 78.27013 \n",
"3 190 ... 58.32649 \n",
"4 139 ... 43.76761 \n",
"5 203 ... 50.37496 \n",
"6 35 ... 56.74579 \n",
" 他市区町村への通勤者数 他市区町村への通勤者数.就業者数 従業地による就業者数\n",
"1 24818 46.75056 38523 \n",
"2 8105 17.61382 50687 \n",
"3 12272 38.77899 27358 \n",
"4 14100 53.68157 25028 \n",
"5 11917 45.59611 29025 \n",
"6 3423 42.09814 7100 \n",
" 他市区町村からの通勤者数 他市区町村からの通勤者数.就業者数 小売店数 飲食店数\n",
"1 10255 19.31771 619 311 \n",
"2 12777 27.76703 707 551 \n",
"3 7984 25.22910 357 237 \n",
"4 12862 48.96825 425 132 \n",
"5 14806 56.64983 303 182 \n",
"6 2392 29.41828 114 64 \n",
" 大型小売店数 百貨店総合スーパー数\n",
"1 22 1 \n",
"2 15 1 \n",
"3 10 1 \n",
"4 16 0 \n",
"5 9 1 \n",
"6 1 0 "
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"d4 <- read.table(\"市町村.txt\", header=T)\n",
"head(d4)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<table>\n",
"<thead><tr><th scope=col>区分</th><th scope=col>都道府県市区町村名</th><th scope=col>人口総数</th><th scope=col>X15歳未満人口</th><th scope=col>X15歳未満人口.人口総数</th><th scope=col>X15.64歳人口</th><th scope=col>X15.64歳人口.人口総数</th><th scope=col>X65歳以上人口</th><th scope=col>X65歳以上人口.人口総数</th><th scope=col>外国人人口</th><th scope=col>...</th><th scope=col>自市区町村で従業している就業者数.就業者数</th><th scope=col>他市区町村への通勤者数</th><th scope=col>他市区町村への通勤者数.就業者数</th><th scope=col>従業地による就業者数</th><th scope=col>他市区町村からの通勤者数</th><th scope=col>他市区町村からの通勤者数.就業者数</th><th scope=col>小売店数</th><th scope=col>飲食店数</th><th scope=col>大型小売店数</th><th scope=col>百貨店総合スーパー数</th></tr></thead>\n",
"<tbody>\n",
"\t<tr><td>5 </td><td>北海道札幌市中央区</td><td>237627 </td><td>23997 </td><td>10.09860 </td><td>160339 </td><td>67.47508 </td><td>50536 </td><td>21.26694 </td><td>1891 </td><td>... </td><td>62.56514 </td><td>25909 </td><td>25.33169 </td><td>245740 </td><td>169370 </td><td>165.59607 </td><td>3262 </td><td>4327 </td><td>79 </td><td>9 </td></tr>\n",
"\t<tr><td>5 </td><td>北海道札幌市北区 </td><td>285321 </td><td>32916 </td><td>11.53648 </td><td>178950 </td><td>62.71883 </td><td>68960 </td><td>24.16927 </td><td>2023 </td><td>... </td><td>43.92222 </td><td>59261 </td><td>48.29708 </td><td>106551 </td><td> 43111 </td><td> 35.13500 </td><td>1436 </td><td> 972 </td><td>47 </td><td>2 </td></tr>\n",
"\t<tr><td>5 </td><td>北海道札幌市東区 </td><td>261912 </td><td>30716 </td><td>11.72760 </td><td>168302 </td><td>64.25899 </td><td>61448 </td><td>23.46132 </td><td>1121 </td><td>... </td><td>47.14100 </td><td>51585 </td><td>45.06696 </td><td>102034 </td><td> 39156 </td><td> 34.20843 </td><td>1359 </td><td> 631 </td><td>54 </td><td>4 </td></tr>\n",
"\t<tr><td>5 </td><td>北海道札幌市白石区</td><td>209584 </td><td>23590 </td><td>11.25563 </td><td>136879 </td><td>65.30985 </td><td>47879 </td><td>22.84478 </td><td> 595 </td><td>... </td><td>42.66489 </td><td>44083 </td><td>46.97176 </td><td> 93689 </td><td> 43922 </td><td> 46.80021 </td><td>1095 </td><td> 620 </td><td>30 </td><td>1 </td></tr>\n",
"\t<tr><td>5 </td><td>北海道札幌市豊平区</td><td>218652 </td><td>23865 </td><td>10.91460 </td><td>142751 </td><td>65.28685 </td><td>51458 </td><td>23.53420 </td><td>1120 </td><td>... </td><td>34.76464 </td><td>53251 </td><td>55.29756 </td><td> 68613 </td><td> 25565 </td><td> 26.54752 </td><td> 934 </td><td> 580 </td><td>36 </td><td>3 </td></tr>\n",
"\t<tr><td>5 </td><td>北海道札幌市南区 </td><td>141190 </td><td>14271 </td><td>10.10766 </td><td> 81598 </td><td>57.79304 </td><td>44854 </td><td>31.76854 </td><td> 437 </td><td>... </td><td>46.41076 </td><td>27996 </td><td>47.34252 </td><td> 42634 </td><td> 11495 </td><td> 19.43857 </td><td> 586 </td><td> 388 </td><td>25 </td><td>1 </td></tr>\n",
"</tbody>\n",
"</table>\n"
],
"text/latex": [
"\\begin{tabular}{r|lllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllll}\n",
" 区分 & 都道府県市区町村名 & 人口総数 & X15歳未満人口 & X15歳未満人口.人口総数 & X15.64歳人口 & X15.64歳人口.人口総数 & X65歳以上人口 & X65歳以上人口.人口総数 & 外国人人口 & ... & 自市区町村で従業している就業者数.就業者数 & 他市区町村への通勤者数 & 他市区町村への通勤者数.就業者数 & 従業地による就業者数 & 他市区町村からの通勤者数 & 他市区町村からの通勤者数.就業者数 & 小売店数 & 飲食店数 & 大型小売店数 & 百貨店総合スーパー数\\\\\n",
"\\hline\n",
"\t 5 & 北海道札幌市中央区 & 237627 & 23997 & 10.09860 & 160339 & 67.47508 & 50536 & 21.26694 & 1891 & ... & 62.56514 & 25909 & 25.33169 & 245740 & 169370 & 165.59607 & 3262 & 4327 & 79 & 9 \\\\\n",
"\t 5 & 北海道札幌市北区 & 285321 & 32916 & 11.53648 & 178950 & 62.71883 & 68960 & 24.16927 & 2023 & ... & 43.92222 & 59261 & 48.29708 & 106551 & 43111 & 35.13500 & 1436 & 972 & 47 & 2 \\\\\n",
"\t 5 & 北海道札幌市東区 & 261912 & 30716 & 11.72760 & 168302 & 64.25899 & 61448 & 23.46132 & 1121 & ... & 47.14100 & 51585 & 45.06696 & 102034 & 39156 & 34.20843 & 1359 & 631 & 54 & 4 \\\\\n",
"\t 5 & 北海道札幌市白石区 & 209584 & 23590 & 11.25563 & 136879 & 65.30985 & 47879 & 22.84478 & 595 & ... & 42.66489 & 44083 & 46.97176 & 93689 & 43922 & 46.80021 & 1095 & 620 & 30 & 1 \\\\\n",
"\t 5 & 北海道札幌市豊平区 & 218652 & 23865 & 10.91460 & 142751 & 65.28685 & 51458 & 23.53420 & 1120 & ... & 34.76464 & 53251 & 55.29756 & 68613 & 25565 & 26.54752 & 934 & 580 & 36 & 3 \\\\\n",
"\t 5 & 北海道札幌市南区 & 141190 & 14271 & 10.10766 & 81598 & 57.79304 & 44854 & 31.76854 & 437 & ... & 46.41076 & 27996 & 47.34252 & 42634 & 11495 & 19.43857 & 586 & 388 & 25 & 1 \\\\\n",
"\\end{tabular}\n"
],
"text/markdown": [
"\n",
"区分 | 都道府県市区町村名 | 人口総数 | X15歳未満人口 | X15歳未満人口.人口総数 | X15.64歳人口 | X15.64歳人口.人口総数 | X65歳以上人口 | X65歳以上人口.人口総数 | 外国人人口 | ... | 自市区町村で従業している就業者数.就業者数 | 他市区町村への通勤者数 | 他市区町村への通勤者数.就業者数 | 従業地による就業者数 | 他市区町村からの通勤者数 | 他市区町村からの通勤者数.就業者数 | 小売店数 | 飲食店数 | 大型小売店数 | 百貨店総合スーパー数 | \n",
"|---|---|---|---|---|---|\n",
"| 5 | 北海道札幌市中央区 | 237627 | 23997 | 10.09860 | 160339 | 67.47508 | 50536 | 21.26694 | 1891 | ... | 62.56514 | 25909 | 25.33169 | 245740 | 169370 | 165.59607 | 3262 | 4327 | 79 | 9 | \n",
"| 5 | 北海道札幌市北区 | 285321 | 32916 | 11.53648 | 178950 | 62.71883 | 68960 | 24.16927 | 2023 | ... | 43.92222 | 59261 | 48.29708 | 106551 | 43111 | 35.13500 | 1436 | 972 | 47 | 2 | \n",
"| 5 | 北海道札幌市東区 | 261912 | 30716 | 11.72760 | 168302 | 64.25899 | 61448 | 23.46132 | 1121 | ... | 47.14100 | 51585 | 45.06696 | 102034 | 39156 | 34.20843 | 1359 | 631 | 54 | 4 | \n",
"| 5 | 北海道札幌市白石区 | 209584 | 23590 | 11.25563 | 136879 | 65.30985 | 47879 | 22.84478 | 595 | ... | 42.66489 | 44083 | 46.97176 | 93689 | 43922 | 46.80021 | 1095 | 620 | 30 | 1 | \n",
"| 5 | 北海道札幌市豊平区 | 218652 | 23865 | 10.91460 | 142751 | 65.28685 | 51458 | 23.53420 | 1120 | ... | 34.76464 | 53251 | 55.29756 | 68613 | 25565 | 26.54752 | 934 | 580 | 36 | 3 | \n",
"| 5 | 北海道札幌市南区 | 141190 | 14271 | 10.10766 | 81598 | 57.79304 | 44854 | 31.76854 | 437 | ... | 46.41076 | 27996 | 47.34252 | 42634 | 11495 | 19.43857 | 586 | 388 | 25 | 1 | \n",
"\n",
"\n"
],
"text/plain": [
" 区分 都道府県市区町村名 人口総数 X15歳未満人口 X15歳未満人口.人口総数\n",
"1 5 北海道札幌市中央区 237627 23997 10.09860 \n",
"2 5 北海道札幌市北区 285321 32916 11.53648 \n",
"3 5 北海道札幌市東区 261912 30716 11.72760 \n",
"4 5 北海道札幌市白石区 209584 23590 11.25563 \n",
"5 5 北海道札幌市豊平区 218652 23865 10.91460 \n",
"6 5 北海道札幌市南区 141190 14271 10.10766 \n",
" X15.64歳人口 X15.64歳人口.人口総数 X65歳以上人口 X65歳以上人口.人口総数\n",
"1 160339 67.47508 50536 21.26694 \n",
"2 178950 62.71883 68960 24.16927 \n",
"3 168302 64.25899 61448 23.46132 \n",
"4 136879 65.30985 47879 22.84478 \n",
"5 142751 65.28685 51458 23.53420 \n",
"6 81598 57.79304 44854 31.76854 \n",
" 外国人人口 ... 自市区町村で従業している就業者数.就業者数\n",
"1 1891 ... 62.56514 \n",
"2 2023 ... 43.92222 \n",
"3 1121 ... 47.14100 \n",
"4 595 ... 42.66489 \n",
"5 1120 ... 34.76464 \n",
"6 437 ... 46.41076 \n",
" 他市区町村への通勤者数 他市区町村への通勤者数.就業者数 従業地による就業者数\n",
"1 25909 25.33169 245740 \n",
"2 59261 48.29708 106551 \n",
"3 51585 45.06696 102034 \n",
"4 44083 46.97176 93689 \n",
"5 53251 55.29756 68613 \n",
"6 27996 47.34252 42634 \n",
" 他市区町村からの通勤者数 他市区町村からの通勤者数.就業者数 小売店数 飲食店数\n",
"1 169370 165.59607 3262 4327 \n",
"2 43111 35.13500 1436 972 \n",
"3 39156 34.20843 1359 631 \n",
"4 43922 46.80021 1095 620 \n",
"5 25565 26.54752 934 580 \n",
"6 11495 19.43857 586 388 \n",
" 大型小売店数 百貨店総合スーパー数\n",
"1 79 9 \n",
"2 47 2 \n",
"3 54 4 \n",
"4 30 1 \n",
"5 36 3 \n",
"6 25 1 "
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"d5 <- read.table(\"政令指定都市内の区.txt\", header=T)\n",
"head(d5)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Warning message:\n",
"\"package 'ggplot2' was built under R version 3.4.4\""
]
},
{
"data": {
"image/png": 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"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# ggplot2 パッケージを使用\n",
"library(ggplot2)\n",
"g <- ggplot(d1, aes(x = \"都道府県市区町村名\", y = \"人口総数\"))\n",
"plot(g)"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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R5Iw8WPNZte4oE0XPxYs+klHkjDxY81m17igTRc/Fiz6SUeSMPFjzWbXuKBNFz8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",
"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# ggplot2 パッケージを使用\n",
"library(ggplot2)\n",
"g <- ggplot(d1, aes(x = d1$\"都道府県市区町村名\", y = d1$\"人口総数\"))\n",
"g <- g + geom_bar(stat = \"identity\")\n",
"plot(g)\n"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# ggplot2 パッケージを使用\n",
"library(ggplot2)\n",
"g <- ggplot(d1,aes(x = d1$\"都道府県市区町村名\",y= d1$\"人口総数\"))\n",
"g <- g + geom_bar(stat = \"identity\",aes(x=reorder(d1$\"都道府県市区町村名\",d1$\"人口総数\")))\n",
"plot(g)"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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1SRIsQAklprp2E/A9JneOF2nl0OpH3YbmQ/UlMiWhaSEUAyYJ0BqeI8UgrSPvSw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\nBAkIIEGQgAASBAno/wEq30hs7pqfrwAAAABJRU5ErkJggg==",
"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# ggplot2 パッケージを使用\n",
"library(ggplot2)\n",
"g <- ggplot(d1,aes(x = d1$\"都道府県市区町村名\",y= d1$\"人口総数\"))\n",
"g <- g + geom_bar(stat = \"identity\",aes(x=reorder(d1$\"都道府県市区町村名\",d1$\"人口総数\")))\n",
"g <- g + coord_flip()\n",
"plot(g)"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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RHyyCcQRvulPQviktQBAEiT+QEkUk+Q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\nBEEN9P9QAKG1KwemAwAAAABJRU5ErkJggg==",
"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# 政令指定都市を加えてみる\n",
"d0103 <- rbind(d1,d3)\n",
"g <- ggplot(d0103,aes(x = d0103$\"都道府県市区町村名\",y= d0103$\"人口総数\",fill=factor(d0103$\"区分\")))\n",
"g <- g + geom_bar(stat = \"identity\",aes(x=reorder(d0103$\"都道府県市区町村名\",d0103$\"人口総数\")))\n",
"g <- g + coord_flip()\n",
"plot(g)"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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J5S88ZuNwuoY6h8ZkOlLrWwWUCB6jO3jaTzhX1yEam5280C6hiKkeQE1DG0bmr3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\nGAmoWai8kdLVhI2lB4wE1CJUfmqXFO9t/AhlxDpsIUYCOgBUOrM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"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# ggplot2 パッケージを使用\n",
"library(ggplot2)\n",
"g <- ggplot(d1,aes(x = d1$\"都道府県市区町村名\",y= d1$\"総面積\"))\n",
"g <- g + geom_bar(stat = \"identity\",aes(x=reorder(d1$\"都道府県市区町村名\",d1$\"総面積\")))\n",
"g <- g + coord_flip()\n",
"plot(g)"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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8tnfEmpia9w9kt8K7Hvz5Li0dvy+rl8vn19IoLeJZA6XyP1kMj8MSJ59FmB9J6v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\nCQW1zcoGdz6CBGX2MOZQ7agSd9KC24EgzeEjSFA20yjUHVlGJNc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SagtuB4I0h48gQY0HSSUU9LsoX4sFtwNBmsNHkKBM7iNdynNHcY+W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\n/wF3KHxRkKVQZAAAAABJRU5ErkJggg==",
"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# 北海道の旧支庁を加えてみる＆東京を島嶼部と内地に分ける\n",
"d6 <- read.table(\"東京支庁.txt\", header=T)\n",
"d0102 <- rbind(d1,d2,d6)\n",
"g <- ggplot(d0102,aes(x = d0102$\"都道府県市区町村名\",y= d0102$\"総面積\",fill=factor(d0102$\"区分\")))\n",
"g <- g + geom_bar(stat = \"identity\",aes(x=reorder(d0102$\"都道府県市区町村名\",d0102$\"総面積\")))\n",
"g <- g + coord_flip()\n",
"plot(g)"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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wmk9Ba1dgO4GBWkr9nafz+vaPxI4WAD7OOSM/hxeXuZ4L1ef2577wLp4zIh/NKf\nyynUi7Dez0JwWHd/XKeKN9tcbRufI217YiEHWbvOLoYF6SWP5IXuL1C0kNwFUuLosufnJarl\nxAIf/Oy06dvAYg7SrepvVDYM4GJUkN6WH7/++3gYpEBM2L4/haOv0X5xUM6U2OgfDSRh22xd\nO/0O72wwYpucQLr++Lw9tcs7ydTuR8nakU/zvn/TJ+HrW1fuCDFN3m4kkEo8QkQ6ajBim9xA\n+r2lD96/pl9/xGTD5eD1HOnn8vIZX1Jq4iuc/SJfRfb9XlI8elteP5fPt69PSNDbA2mIcyTG\nSmA/EJH6uxgVpPd8tv9xTXhfQ1Dg6e/LwWvWrqS//6xmNIiRfS/5W9fvWcLHjRKh/HIga7dt\nG9faCSCRD1FrB120Dr9rUdx188/Legn21/Ush1yQvRy2Xke6XLR9LbV2L7/ZV5V9ZHx/vIf1\ni6TBXmXyjl9HshC7IZb9QETq72LAiHRM74+P22361lz2WfIH6cDDlQ3WakASJHcHQJrJQHVM\n/fr+GFn3jviDtXY2au80JyCh1q67i/OD9Pv7Yf6kDlZ/GzWC/eDvIttIkrsDIM1koDrE8v1I\nRjp6PxLdpwfYrYiEWrv+LiYAaQQ5gMR+sHeotRvABUBS0Q5IijO+KiK1J0V6UzuDDu9sMGKb\nAJKkQkzJ/+mCdFVdKMRvqdBKfxt0eGeDEdtkD9KNLv5fzVGpqYVuLemHecVdWbdBs0TIoMM7\nG4zYJoAkSQZJXaHezD8RkTq7AEgqMgepvo2CFa4iIvV3AZBU5B2Rqrv7EJG6uwBIKhJBMihb\nzSdF7KYK5aJVzSZD/TQNSOpeQpNtINeSEJG6ukBEUpELSFV9qlAmxCR3B0CayeDmeDk5SPQ6\nkq72QdItWjXo8M4GI7YJIEmSKxt0UaoSc3WeDpUNXV0AJBXZlwg1KzWwC0n3F62eZIToGozY\npjFA8rh57ogcau2qLXqn7JGi1YPx6DRDqreLc4Kkm1VWEF02hd5tq9bOppDhumFRa2fS4Z0N\nRmzTCCCZXOx8SnvtUW7nzj2MqpUNJh3e2WDENo0A0jmmdgYqmYa6XggRqbMLgKQid5DYLkSk\n/i4AkorqpSUtqhroD8NaO5MO72wwYpsAkqT+IJWD4nO1duothzrp9CCZPB8JEekJgxHbhIgk\naTcieYEkSO4OgDSTwc0hA5Ak3QRJs9bOpMM7G4zYJoAkSQRJfwn9HZD4RpLcHQBpJoObQ+Ye\nkEaTBJJByeoeSJoLRJp0eGeDEdsEkCSVqdySQLIoaigg0bkcFogcwAVAUtGh9DcJKVJ0ybsK\nMTF+vyRkqOd2cnf88/btUSIAACAASURBVJ1MOryzwYhtAkiS6vT3zYMpPSVznfeGhrIQm1WE\nIvmOQ8kGgDSTwc1xdnqQYlUCXmsnW7C+K4uapKVNyAXXZFFhdST9DZBmMrg5KGcA6eadHiH/\nFwgV7ONyXGaFICYd2EruDoA0k8HNQfm/N3TTsKNakHbOk2jBdqQFPoEeUNIHJY8QG2AA0kAu\nBgTpjJJA2tUWacjblL1mRXPlbWjt2DkRnetdP71Ra/ctSId+b2hg3ejkU0Skb+vsqnMknmwg\nb0ImJLL9+UtiCxqR/O8aItJMBjcH5clBontlluqsXZna0YgUhHlf/S0CVEVydwCkmQxuDsp5\nQNr54DZIJL0QCVHZkn4NJwggdXQBkFR0oIyBzs/qoMPOkWg2IlZnRdueWL4lAqSuLgCSiu4G\nKSUQCEF750gVSDFyVAIi0kguAJKKdrN2t6Z2gWJSdvDj6IWj2ESj9llJRYb9dzaDEdsEkCQd\nBqkmJMPF4lNOdle1DHx+l6d+3I3cHTcud68y6fDOBiO2CSBJ4iCRBLjBc83XN+Qn+ZAeL3cH\nQJrJ4OaAOTVI6WHm6f8mixZHGr1inaNIkrsDIM1kcHPAfA+S9pPwnhd9rIsZSKyUYUNp/QQR\nqbuLM4JktODVM6qmdtYRaQNJzponyd0BkGYyuDlgzg7S4hWRaI4cEamzizOCtI5XvRGqIDa1\nW3wiUkk+NBEJC0RCJwfJKtlQpb/LJSdEpDFcnDUijcWRT/qbXnpNMakqfaCSuwMgzWRwc8Cc\nHyT5g2fFiotyuoFdxWUxSe4OgDSTwc0Bcw9Ig3G0C5JmO0kRUZrg7VaGXyR3B0CayeDmgLkD\npNE4cnliH7lwtO3IVUZ4GHN3F6cEaTiOWIuuq6wqP4vioi1DV0WevCsTlSR3ByLSTAY3B8y3\nIOmP0ae1t0CkXiur86CcdgjsY2ohdwdAmsng5pC5K9kwmJZqS/9pFOwGwJLx5rsBUjcXAElF\nNS/qINW3UaRcQ3V7IDWRuwMgzWRwc8zMAJK66H1/KVtX0t+ISN1dACQVOYAUMkyB1wghIo3g\nAiCpiNba5TWLVRMi+b7z9i511NpBkk4O0nZLkkGJeqBbiEhjuUBEUlGVtctRSdUJvY2ijkiC\n5O4ASDMZ3Bwv515E365CiMzeAqmxixG1dgO4GBCkM2oHJD0FIQiFcnIUhbAkdwdAmsnAZrB1\nFEs2MGl6IQEnL2qMWrsxXAAkFXkULKVHVFy3039l3521dicZIboGI7YJIElabr6tRKZo/La8\nwHfRrVJjV+7m40WsGg9jNuvwzgYjtgkgSeLLcdECcOHg+hJQVYpaChhIJV0JQcJTzY8kGwDS\nTAY6o3cgsdso1hvM88INjYQwVN6Verq4UwkUYlV5dyj9DZBmMnhu1A6oes2GeA9Itx/GzGu7\n02Qu0kDUbDDJ3QGQZjJ4fMQOqup+JLbcKhOZxBWeaBqbYEU/JOdI5buaDSa5OwDSTAbPjtvh\nVG6byKsHfRORvn8Yc0XZ9oHpw5if+yNA0LOqI9LNm82rcySebCgnPulMiQavKttNiItNYJL/\nXUNEmslAY+wOpRakGynwOmtXpnb7ESnQGMYPAUgjuABIKhJA2ifpNkglFUeXymfrcFHTGAHS\nCC4AkoqkC7I7IAWaequSDTQiySBFwov+w5jNOryzwYhtAkiS7i4Ruv9hzHxRhhYki4cxm3V4\nZ4MR2wSQJDGQfv+4/HxflrcP8WB2HYnHJsZCechsPkfKBngY82AuAJKKKEh/rqm6l0vKLogk\n5bOdapa2pcVTZUMoUSilGkhGj1gSO+pG7o5Dt1CodXhngxHbBJAkUZDeln+/otKyfHxtvT3z\npSzDXdXTlZwdOcWKAKmbC4CkoqrWLsafy88YP5+5HSnHpRJp6iXzKUiISH1dACQVsUdf6t3Z\nF5p4w86HEJHGcQGQVFRHpN/XSd3nEvYM7hK7yETTC4hIw7kASCqiIL1+nSO9LH++OHpd3p/5\nUppEKEVD8Y5zpEfXtXumtRD0vChIvy8TutfLzp2s3Z1it1E0H9IfiEj9XSAiqYidCf0XrhzF\n8Pb5xFfyygaatls/jQwkQXJ3AKSZDJ4YX2PKZPGT9vpQYJ8VkCrKVsndAZBmMrAYdl1lBlJ5\n4bO8KixFISzJ3QGQZjKwGHZdVZUILT9+rbufTH7XLzzNQMrv0vSPmsvdAZBmMnhmeA2pJtmw\nvFx3q4FUrV0X6FFY124AFwBJRRSYl0vS+79wIUkzItEKu9Aede/U7mjx91mGVG8XAElFTYlQ\n/LiQJINEKhRosQKdqkk2TfFCaA5hkrsDIM1k8P3IPJlakL5Iev0eJJpzi5kkqUyVP6Mvf0+s\nDy1u5O4ASDMZ6IzegcSrv9d6hj/Ly/cg1YGEA1FN4Urtag2ZJLk7ANJMBsdG6QlEgflIlar/\n7pSslvxbIFSwj4XNwAMW/RQg9XcBkFTEgPl420b275cGJDKJI/lsElWq+yaynZBUAEgDuQBI\nKjqUndsqFsjbXAXEUwqhsqJnU7xeqDpHenCByCO/BAQZ6DhI5R1PNrBTJOl8qb1M2+TJV8n/\nriEizWRwZNidQgykPz9frws2vP6Si1brrF2Z2vGIxCZ4ZVWHSPeWTYDU1QVAUlFb2bDqt3Tw\nbZBIeGIXmzhpbBsg9XcBkFTEb+x7+3Pd+PO2FgpxkStGTbKBRqSakwYk/QUi7Tq8s8GIbQJI\nkoQLstXmpvsXiIwSSPT1sYh0khGiazBimwCSpLtBuohdRxLmb+zAKIP08AKRR4u/zzKkersA\nSCqqilZvTe1y8uCbBSLJm3TAGrHouxjLo1/qpzHL3QGQZjLQGLtD6VCy4RHxoqC6RIi8FhO5\nOwDSTAZaw2sYsSnc56/XcKHoxxaZ9CSXMMQ6+bdK7g6ANJOB8vjqL5Nbzbl47UL9IcleJMnd\nAZBmMrAfds7yAIn8V+X68oyPhSy5OwDSTAb2w85Z7hFJvISUQXpwgUjD1kPQPfKPSGRvzGuw\nYmrXzQUikor4dSSlJfS5qojE0+QRyYbOLgCSiigw7zYgxeZSUYlKAKm7C4CkIgbMu97lIyaa\nTRBSDwCppwuApCIeed7CzmHPiC0CKfxoihvk7gBIMxkYjLO+qqZw4anHuUhqioJiJD/bi0gR\nRau+LgCSihyydheRWygiTYSLF2vl7jgakM4ypHq7AEgqMgepqq7j07oQWYzaJHcHQJrJwHrY\nucslIoV6m4KEiNTXBUBS0aE1Gx7VTZCaIwCSqwuApCLz2yguQkR61GDENgEkSQfWbHhY7cXY\n3Yj0WK2dYlsh6CEdutX8QbVFq4hI47hARFKRA0h8GeMaJEFydwCkmQz0htcgOrRmw0Niq9zV\nIPHU+Ca5OwDSTAZqw2sU2a/Z0Nx6xH5EISzJ3QGQZjLQGl7DyGPNBgpSRZPOw5gNO7yzwYht\nAkiSPC7ItiBt7/Ew5gFcACQVuYBUFQil3dVrltwdRwPSWYZUbxcASUUOd8jePiNSSH9bdnhn\ngxHbBJAkOYOUVg0qAUqhRMiywzsbjNgmgCSpBub15SPGj5dXRRcclUDuMFe6IGvZ4Z0NRmwT\nQJJUgfS6rOWqiyJJgd51tOLT3NMHkLq5AEgqqkDapnSfilO7QE+RtlQ3ndohIvV1AZBUVAHz\nsqxTO72IFHiuoX4Ys0bRqlZTIehhVSB9hDXVED70XPC0N8veISL1d4GIpKJ6Cvf5/mNZfvzU\nvLGPrM0Q24gkSO4OgDSTgeL4GkM+SxaToMQjkkrRqmWHdzYYsU0ASZILSCzd0ICDyoauLgCS\nipwW0W9e8gXau4tWTzJCdA1GbBNAkuQPEq28O1K0iog0k4H9sHOW0zlSgqcUCJXJXfMoP7k7\nANJMBvbDzlnOK63mAqHtLZIN3V0AJBV1Bkk8WO4OgDSTgcOY85XzksWBX4PNaXFckO3mAiCp\nyD0i1dXfAKmzC4CkIh+Q6EpCIVbV3/QcCbV20DnVG6TqWedXyf+uISLNZOAy7Dzl9jSKDAyZ\n3dWPHtskdwdAmsnAY9i5qjNI5P9FcncApJkMPIadq/yW40pVqg1XPCMeAZKvC4CkIr8SoSpV\nJ9/Yd5Vh/53NYMQ2ASRJ9iCxy69BeokAqaMLgKQihwuyMV8rCluaLsHDb/nLkrvj6MzuLEOq\ntwuApCKnqV3+z2BdO9MO72wwYpsAkiS/ygZ+JalM7xCR+roASCqyn9rRcjuaaUBEGsMFQFKR\nT7KB1tSpr2tn2uGdDUZsE0CS5HMdKZUFxWiwrp118yHoe3lWNrA67xKgEJG6ukBEUpHXclw5\nJumva2fa4Z0NRmwTQJLknP6uI5LGreamHd7ZYMQ2ASRJTpUNBCT1de1MO7yzwYhtAkiSnLN2\nVURSeRizaYd3NhixTQBJksd1pN1zJDyMeQAXAElFXhdk47b0CV1If/0cWbu+LgCSipyfas6v\nzaKyYQAXAElFfjf2laJVDhIiUl8XAElFfSISqr/HcQGQVOQckYSpHSJSXxcASUWeEWkLRrfO\nkVBrB51TjhFp3d5yd6j+HsUFIpKKXCMSWRsykHBUS+4OgDSTgcOw85Vb9ff6SkAiF5RQa9fR\nBUBSkUuJUHVaRCuGohCW5O4ASDMZmA87b3UGCbV23V0AJBU5gMRvP0ozusIPau26ugBIKnJa\nReiihA29NEtfs+Tu+GdHth3e2WDENgEkSfeCFPbeNRjwkx/5viPhDtlvIxJAmsngzmF3Hn0P\nUmCpNf4u0ld68GoZU9U3ncKlaV1MqbuYP9wkdwdAmslAbwQPosciEv+gSifkl0B2lwtJZb9w\nu99VcncApJkMjozRU+gekIRLPeRDVutDi4EYSPWFWF4cxL9Z7g6ANJPBo+N1WN0FUqTRo6qc\noxUL/I6JamoXKpACn+YRyd0BkGYy0Bm9A+l4RKqSbWQWxw8tN5fTE6IqgLFvjDeLVvdAuvtX\nhSA7PRCRyN6UPKjPkdbN8pBLdo7UHF5PGeV/1xCRZjJ4dLwOqwciEn3HJ200xZendjHUOfCK\nLUzturoASCq6M2tXZRpKVKpAYp/QiERCF09CMKtVcncApJkMHhiqY+s+kMgi+FLqoc4kZAt2\nykTPlkKQ+btK7g6ANJOBxtgdSvdN7baYcn3T/ggpYnGQeMKcgxT50Zwkw/47m8GIbQJIku6p\nbLj+3DZpACGxiZ0+lSNI7MoHkvAkpDAuMuy/sxmM2CaAJOmRygYaacjEjR3BXkN5bGwg8ESa\nUCffIHfHwZsoTjOkersASCpyeKo5UXobI31HUoJXyd0BkGYysB527nK8jWJTk5doJHcHQJrJ\nwHnQ2asHSDwvUU/sAJKvC4CkIo8Hje0X5wGk/i4AkoqcnthHXlOCgaTxyjnS8QUibdsOQffJ\nHaTqCm5VCXuV/O8aItJMBvbDzlnOU7v6jorq9otVcncApJkM7Ieds5ySDTvFeXL6Tu4OgDST\ngc+wc5T/U83b4jxSyHeV3B0AaSYD+2HnLMenmu8W50VEpI4uAJKKfB7GvFOcJ5faodbO1QVA\nUpHPksWB3IVBryqV99RC7g5EpJkMzIedt9zS3/QqUr2cA6Z2HV0AJBX5PNaFFDTEVKt6/QAR\nqbsLgKQil3Mkdm4UEJGGcgGQVOT1WBf+HyLSOC4AkorcntgnlHwLEQm1dtA55QzSdqZE0naI\nSJ1dICKpyCVrx1PeZFFw3NjX3wVAUpF3+ptcO8obuNW8pwuApCKnEiF6GxJ9TAU5oEjuDoA0\nk4H5sPNWH5DYXRUhPvMwZuMO72wwYpsAkiSnWjsOUkk95E/wMOZeLgCSipxBqm6mYJ9kyd2B\niDSTgfWwc5fzjX0tNkh/d3YBkFTkvUAkBwklQv1dACQVea9rl26QLffJIiL1dQGQVOQBEl37\npLpPFhGpuwuApCIXkMjPFiREpL4uAJKKnCNS/CYioWgVOqecz5HIDX6ISGO4QERSkUNlQ1VO\nV0UkQXJ3AKSZDMyHnbfcSoQim8XxeyhQtNrRBUBSkdcqQvmxftVjKKIQluTuAEgzGZgPO295\n3mpOEuDlpvO7i1ZPMkJ0DUZsE0CS5B2RUlTa7pSNede3U7t/RFl3eGeDEdsEkCQdAomvtlCf\n/Qi7to1S6y1cfq3CUQRIvi4AkooeBYmmCmIJNNeXOoXQ0FMgO5BsAEgzGRwfqYPrYZDauEKv\nEZFjyOLEDWRH0t8AaSaDI8PuFHoIpLTKYxVKAnvhu+qi7/bQIrk7ANJMBkeG3Sl0N0hkEkfy\n1ySq0LlcNV2rb58ASAO5AEgqOh6RAsUgl/nIeYRI9qXgxM+eqnOkG7V2MkhHmg9BZnrmHIkn\nG4SiuWJFXumLMBmMiEi+LhCRVPRU1q6+zBqbup9r0ptspm+pohR3I3cHQJrJ4KHBOrIUQeIR\nqcl2s6SEEJ2K5O4ASDMZHBl2p9ABkMgVoybZwM+RSDYi72NkybO9JLk7ANJMBvcPu5PoQNau\nSdftnSOVuRtFKNTfFI+BdJIRomswYpsAkqTHryPx2LQzkxPOh0J5qQJTkmH/nc1gxDYBJEmH\nQYq8eqF+qHLmpLq8lK8wke+hdtSN3B1H76I4y5Dq7QIgqcii+ptelt327F+QFS4/yd0BkGYy\nMBh2fWVzGwVNOWwBrK50SBuISJ1dACQVOYAUmye5ICIN5AIgqcgApHz9NZKIRB9DUQcsRKSe\nLgCSiuwjUmQpuhaksjs+sK6dSfMh6KhMQCqXk+SsOCLSQC4QkVRkBFKKNeSmpR2QBMndAZBm\nMrAYdl1lkv5OOQZ60TZUDPGLTywmyd0BkGYyMBh2fWWRbJDT3xJIkW0kyd0BkGYy0B92neWX\n/iaTOVbesMJGreXuAEgzGZgMu56yBGk7Nwq7IOFhzAO4AEgqMgSpvMkVeOysaPv0qaydeYd3\nNhixTQBJksNjXerS1DoJEWNFntwdAGkmA/th5yyfhzHzPZGBhIjU1wVAUpHLg8ZIzSqf2iEi\n9XcBkFTk9QxZHoYQkcZxAZBU5HSOVN2ctHuOdLTWzrDZEHRALo++rHZERKSBXCAiqcg+2bD+\nL91awYuCnq61M+/wzgYjtgkgSfJKf1fTOH4R6fFaO/MO72wwYpsAkiT/60i80C4KYUnuDoA0\nk4H9sHOWf0RiID1ba2fe4Z0NRmwTQJLkDhLN0qHWbgAXAElF3lM7kgKnnzPJ3XE0IJ1lSPV2\nAZBU5HUdaRedp9Lf9h3e2WDENgEkSQ7XkUhy7vqeJx6eKhGy7/DOBiO2CSBJcriOxF/Z5O7Z\nC7L2Hd7ZYMQ2ASRJPlM7dhcFItJQLgCSipxAyrebIyKN5gIgqcjlHImDdOs2ioNFq+aNh6D7\n5HBjX2xvkM0fIiJ1d4GIpCKfiMTeKxat2nd4Z4MR2wSQJLmBFOod1VIoDxWt2nd4Z4MR2wSQ\nJDmBtCUc2qK7KIQluTsA0kwG5sPOWz4XZEtKoQLpQNHqSUaIrsGIbQJIkhxBClVuIaBodQQX\nAElFHiClvN32dtvNr89SC7k7js7szjKkersASCryuCDLQGH3JD1Z2eDQ4Z0NRmwTQJLksq5d\nk7OjICEi9XUBkFTks9IqL2ZARBrJBUBSkdNKq6GcG9EfiEj9XQAkFbmcI9EU9+2IdKzWzrjh\nEHS3fGrtSIobEWkwF4hIKnJKNhTVIAmSuwMgzWTgOOJ85JX+5teRqpuRHq21c+jwzgYjtgkg\nSXJb/ISdDSnV2jl0eGeDEdsEkCR5R6SKpucWiHTo8M4GI7YJIEnyjkiB7ket3QAuAJKKDoGU\ns25sM9IIc93gWbjmcmyV8q4f+7LTUf+0cujwzgYjtgkgSXoUJJoqiJkkdrcEXSqIJxQyOUeS\nDQBpJoMHh+u4ehikOknAbyAPNEDtkHMw/Q2QZjI4MuxOoYdACttNRlUoIXdIFJCubwIvAW83\nmOTuAEgzGRwZdqfQ3SCRSVzhiUYbNs/bi0jboc0Gk9wdAGkmgwND9Bw6HpFYYMmnQzSDcPMc\nqUqGV+dIN2rtBJAO/7YQZKRnzpF4soGzwpJ4bfk3T4ZXgUn+dw0RaSaDo+N0eD2VtSvTNiki\nRRqtCkgUIYDU3wVAUpEiSDfPkQI5VQo1QQCpowuApKIDINFLqnWy4btzpHVH+aZYviUCpK4u\nAJKKDmTtmnTd7jkSRyODVH1TBEgjuABIKnr8OhKPTaE9qrzfTpVS6iG/VIEpybD/zmYwYpsA\nkqTDIKUrrGlXhivHp3UWV6oX1uuxqz29fEue88LdyN1xtPj7LEOqtwuApCL35bhKTErvqko7\ngOTrAiCpyBskmoCochRZcncApJkMfIado/wjUg0SIlJfFwBJRc4g0fOoiIg0gguApCK/5yOV\nXEVERBrIBUBSkTNIgT/dvIlIhxaItG03BB2Qe0Qq2bqIiDSCC0QkFfmDJG4wyd0BkGYyMB50\n/nKf2hHxt8VC7g6ANJOB+bDzVoeIxO6piEJYkrsDIM1kYD7svNUha5eyDu27TYb9dzaDEdsE\nkCT5Z+1iIerQApFHi7/PMqR6uwBIKrJYILIyak+DQnVAZSF3B0CayeDIsDuFLBaI5HcqCQkF\nWnl3d7IBIM1k8OBwHVcWC0Tu3WcUG6yOpL8B0kwGR4bdKWSxQGQNUhNyHrqOBJBmMjgy7E4h\niwUiG5DoG7YJkPq7AEgqslgg8mZEYudEzy0QeaTpEGQqiwUiq4ddCl8SOXHVcfK/a4hIMxkc\nGXankMUCkTwiNYk5oYCVu5G7AyDNZHBk2J1CFgtEViAx82JK9gCkji4AkoosFohsQKqT3UoL\nRHp0eGeDEdsEkCRZLBDZghQjDUOPRaSTjBBdgxHbBJAkGSwQeTsiYYHIwVwAJBUZLBDZpLgJ\nQiTpsH2LkN+Tu+PoXRRnGVK9XQAkFTmsIsRydqFcPErvtt1FcncApJkM7IedszxAoi8lQdGe\nWiXJ3QGQZjKwH3bOco9Ioc1aRESkji4AkooQkYY2GLFNAElSl3Ok/Yh0ZF0784ZD0N3yi0jb\nm5RlEAoikuR/1xCRZjKwH3bOcoxI6eyIgyRI7g6ANJOB/bBzlntEYlVEgUGWJHcHQJrJwH7Y\nOcs9IlVVRFEIS3J3AKSZDOyHnbOcHuuyKpCKvVIpFEgV61VydwCkmQw8h52LPNa1y6dGNHFX\n+KEleFcZ9t/ZDEZsE0CSZA4SrRZPe3jK+86p3dG7KM4ypHq7AEgqMlkgsq1W4LBU6NQkyd0B\nkGYyODLsTiGLBSLzSVBFWvvuSNYOIM1kcGTYnUIGC0TyU6LAYOHvDl1HAkgzGRwdp8PLboFI\netfSbkQS3cjdAZBmMjgy7E4huwUiWfgCSI8ZjNgmgCTJYoHIVE0X6lX0I30b80EksB1ZIPLo\nrwpBdjJYIDIUiKSQQ9J+/A6LLPnfNUSkmQyODLtTyG6BSJ6JqzdZhhwgdXQBkFRktkBkdWxF\nEicIIHV0AZBUZLRAZChPXA704PRNsXxLBEhdXQAkFRkuEFko4dxggcihXAAkFZktEEmftZzA\nyim9nNkrxxPJ3XG0+PssQ6q3C4CkIpsFIgkuJOcdGT/PLhDp0+GdDUZsE0CSZF/9zYuCpKVQ\nYhWT5O4ASDMZWA87d/nc2EdDGH0JiEjdXQAkFbmAJJwPISKN4gIgqchlzQb+Uk3tEJH6ugBI\nKnI4R4r5sS5Vrk+ISAcWiLRtNgQdkuviJxfhHGkwF4hIKnJY/ESu/l4/Ey3k7gBIMxmYDztv\nOUWkwLbyFK9KjW+SuwMgzWTgM+wc5QESqckrxXjsYy65OwDSTAYOw85XTksWk4IG8jPX3d1z\njnSSEaJrMGKbAJIkl6xdnsjFtXwoZ/CqzzYZ9t/ZDEZsE0CSZLKuXR1iSnVeuoeWHhLquZ3c\nHQdvojjNkOrtAiCpyGRdu1JU19baRfIdz6xr59ThnQ1GbBNAkmSwrl17IxIt+WboHEl/A6SZ\nDI4Mu1PIYl27BiTpe/gGk9wdAGkmgyPD7hSyWNcu8KMCqRLaDm02mOTuAEgzGRwfqYPLZl27\ntGJDi5XaunYHf08IMpXFunYph0dvNW/KgkK9XST/u4aINJPB8ZE6uEzWteNGOV61CAGk/i4A\nkops1rXj0zcekep0XgRIXV0AJBUZrWtHT4r4OdL6TbF8SwRIXV0AJBXZrGsXqjd8aoeINJIL\ngKQiu3XtIgWknBc9vK7dSUaIrsGIbQJIkh5Jf6e1H9e32w9ar9CU/ZCj0veUB5Gx8qCL5O5A\nRJrJ4PERO6gsau3o5aHr270SCNTaDeACIKnIotau/ozOATk6bbL8Irk7ANJMBkeG3SlkUGtX\nJfRuRiTRjdwdAGkmgyPD7hSyqrWrriSRlwiQhnIBkFRkUWsXdyKSdLG2OkdCrR10ThnU2sXy\nvpjxL0kvuI7U3wUikoqMniHLkw1CIqKOX1RydwCkmQyODLtTyOgZsmnOVuzIa6gJAkgdXQAk\nFVnU2pX97VHbN8XyLREgdXUBkFRkUWuXjySM0fkcItJILgCSigxq7TI2iRuWB0et3WAuAJKK\nDJ4hG7a0NkuVb4fSq7KP1tq5dnhngxHbBJAkmSwQyVJyzXYTgaq3AMnVBUBSkVHRKn0X4y5I\nvPIuSe4OgDSTwZFhdwoZFK2GQBMT/NjA0alj0Sq5OwDSTAZHht0pZLFAZDlLCs1HzYGC5O4A\nSDMZHBl2p5BF0SqZ1bHEd8sPQOrvAiCpyGyByPr0Kf8InDh+jnRP0eqh3w+CXGRRtLrluQO5\n3ESvx5bveuyCrOu/nJ0NRmwTIpIkg6LVwD9rpnY7UBXJ3QGQZjI4OEzHl0HRaqjiU4wcJHJi\nBZD6uwBIKnJZILJJNhCk2Aer5O4ASDMZ3D/sTiKbBSJjyfIJU7vHItJJRoiuwYhtAkiS7BeI\nbLJ2Mb9UgSlJ7o4DsUixwzsbjNgmgCTpqaLVQIBg8SnQiMRKGfLnMYQS2bgbuTsA0kwGz47b\n4XQIpCJe6lMXLGeEOgAABPZJREFU/pBXevBquWbGA190lcEkdwdAmsngqUE7oh4EaVW48QHP\nRJSXQHZnEPl3yd0BkGYyeGbYDamHQeIVCfWHJCfBIlJgINW5v01ydwCkmQweHXbD6nGQyH/1\nGVIONM1l11BN7QJA6u0CIKlIKSKJF4ZCS1mmKxSwaNLvdq3do22FIGtpRSSyNycPqnOkdTPd\nglGdIyEi9XKBiKQirYhE3/FJG03x5aldTFm71Toi2dDNBUBS0TNZuyrTUKJSnUOgn9CIREIX\nQOrlAiCp6AmQSjZBTD3wTEIoFuyUiSbvkuTuAEgzGTw+7AbVE1O7Utkg1QKVMgYGEk+YA6T+\nLgCSih6ubLj+3DbpBI7EJnb6VI4g4OQD2STRsP/OZjBimwCSJLXKBhppyMSNHcFeSUGeeFG3\n1k5WXFEzeJjjlzihngLJVTOMEIA0rQDSXB7m+CVOKIA0l4c5fokTCiDN5WGOX+KEOg9IEDSw\nABIEKQggQZCCABIEKQggQZCCABIEKegsIO2tDvH8t6a746Pw+vT3Zy+3XpVc2Pwi3zXepmPO\np5OAVN9pq/m15dvr16e/nhXEm3jht/rru/iu8UYdcz4BpGg2OgL5IqMxKKwvA5C66K8Gid7W\nYTI67CMS/xazfxEA0nf6u0FKZxbbt58XJNtfBCB9r78bpO3H+UEydwGQvtFfDVL66tODlLYA\nUjcBJIB0jweA9I3+apAwtbvXAUD6Tn89SLfmLSoOvEAy+kUCdwOQdnQSkAwrG269Pv399l6M\nXeQloFDZcFtnAQmChhZAgiAFASQIUhBAgiAFASQIUhBAgiAFASQIUhBAgiAFASQIUhBA6qD9\nP/pSfbxUr5LJ8t0RkIPw91fQdSz/flmW19/bnvf171r2fbwty8t16/frsixvfy5WTOs3kZ90\na0mOKpPVjn8H1EP42yvoMoI/16H857rjfR3TZd/HuvVF0n9L3qTfwF5Kr6QItUhHyyZQF+Hv\nr6ALNr+W9xjflp+X929bcCj73i5b78uPGMPy79cf/d/LJv0G9lLtv4JEw00DEgJSd+GP/5w+\nXpbX6yB/vQSeP19vLgXRv9dBXfaFbbxv/zVfs03pFjp52/hYQVqE+V7MR0R0ZG/h7/+UPsPX\nQH69jOWCSnxPGQCy76pLGHr9OlUqOxIIGaT1NX9/jjc89FRnVThH6i/87Z/S+/ISP19SpCEo\nLPXPeDk9+hUvJC3Lz+0MKSfptg0JpByU6LEEvsg3oT7CH/8p/Vg+rpmEe0D6CC/X1z+XU6h1\nk4MknCqRZIMMEkvb6f9+0L3CH/8pFVS+BSlxdNnzc7kkHx4FiU4H2cxQ9VeDDgl//KfUgBTq\n/Wnfn8LR1x/9YylTMg6ScF2JZO3qiLSs80FEpO7CH/8plandj5K1iwkhsu/f9ElYPiMJYCzZ\nIEQkeoIU90GqzCB34Y//lH4uL5/xmmx4X94ul4t+rftXTsq+30uKR2/L6+fy+Xb5hEgGaclh\niIFE4FtwHWkQ4Y//lEr6+886lj/X/eugLvte8lC/WixL+GDfsxeR6r07WTuou9APz+njdbsg\ne62re0mFP1t0yPvIic/H+xdKb5yjp0FaWivIVfjrd1D9R8+zsqqygXyepnM7F2S3w8xbDu0J\nf/sOwh99PqFPIUhBAAmCFASQIEhBAAmCFASQIEhBAAmCFASQIEhBAAmCFPR/6P+btl9DOjsA\nAAAASUVORK5CYII=",
"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# 北海道の旧支庁を加えてみる＆東京を島嶼部と内地に分ける\n",
"g <- ggplot(d0102,aes(x = d0102$\"都道府県市区町村名\",y= d0102$\"可住地面積\",fill=factor(d0102$\"区分\")))\n",
"g <- g + geom_bar(stat = \"identity\",aes(x=reorder(d0102$\"都道府県市区町村名\",d0102$\"可住地面積\")))\n",
"g <- g + coord_flip()\n",
"plot(g)"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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nf4p2eko3/U99NheDt1dYKIkcrmIbyw/gJ6PLRVz8A5Le6nw/B26uoEukWo7e3N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\nwI3kOA34/4TLKBrQ/lCXAAAAAElFTkSuQmCC",
"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"g <- ggplot(d0102,aes(x = d0102$\"都道府県市区町村名\",y= d0102$\"可住地面積.総面積\",fill=factor(d0102$\"区分\")))\n",
"g <- g + geom_bar(stat = \"identity\",aes(x=reorder(d0102$\"都道府県市区町村名\",d0102$\"可住地面積.総面積\")))\n",
"g <- g + coord_flip()\n",
"plot(g)"
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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K17AqSDisO5GQ4CkeNhZ3FPObJbqWyw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\nBQhaVLVzJJG0E6XiiEj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ZdS0Q30+XIt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\nAf1/ttIopVuxYcEAAAAASUVORK5CYII=",
"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"da <- rbind(d1,d2,d3,d4,d5,d6)\n",
"das <- subset(da, da$\"人口総数\">573440)\n",
"g <- ggplot(das,aes(x = das$\"都道府県市区町村名\",y= das$\"人口総数\",fill=factor(das$\"区分\")))\n",
"g <- g + geom_bar(stat = \"identity\",aes(x=reorder(das$\"都道府県市区町村名\",das$\"人口総数\")))\n",
"g <- g + coord_flip()\n",
"plot(g)"
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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5AGJ31kqxX4uWmIv1h6kv09+QvuxprMhinzQUA6cWS4w9PonKzoxVAv48sgJJCS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\n6oaDY1LoAAAAAElFTkSuQmCC",
"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"das <- subset(da, da$\"総面積\">1778)\n",
"g <- ggplot(das,aes(x = das$\"都道府県市区町村名\",y= das$\"総面積\",fill=factor(das$\"区分\")))\n",
"g <- g + geom_bar(stat = \"identity\",aes(x=reorder(das$\"都道府県市区町村名\",das$\"総面積\")))\n",
"g <- g + coord_flip()\n",
"plot(g)"
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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QA5JWnRYDj2TTVI/ElrQL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",
"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"das <- subset(da, da$\"可住地面積\">463)\n",
"g <- ggplot(das,aes(x = das$\"都道府県市区町村名\",y= das$\"可住地面積\",fill=factor(das$\"区分\")))\n",
"g <- g + geom_bar(stat = \"identity\",aes(x=reorder(das$\"都道府県市区町村名\",das$\"可住地面積\")))\n",
"g <- g + coord_flip()\n",
"plot(g)"
]
},
{
"cell_type": "code",
"execution_count": 60,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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RUo63ETHG8Ren1nQ1uRDtAdLgQpGmEUgWQ7+4EbpE9sq3ZW/Uiy09afz+B8aQVy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\nAgABIEgAIID/D/kpXcrVtQfaAAAAAElFTkSuQmCC",
"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"g <- ggplot(d1,aes(x = d1$\"都道府県市区町村名\",y= d1$\"昼間人口\",fill=factor(d1$\"区分\")))\n",
"g <- g + geom_bar(stat = \"identity\",aes(x=reorder(d1$\"都道府県市区町村名\",d1$\"昼間人口\")))\n",
"g <- g + coord_flip()\n",
"plot(g)"
]
},
{
"cell_type": "code",
"execution_count": 61,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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h8/cbBrByFNS5M31A273Dhv/nlXYPnPh6n/58PLSULiWadbXo99j/jDQR2xCHfw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\nEBIAVACEBAAVACEBQAVASABQAf8fonU1m7H8agUAAAAASUVORK5CYII=",
"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"das <- subset(da, da$\"昼間人口\">572677)\n",
"g <- ggplot(das,aes(x = das$\"都道府県市区町村名\",y= das$\"昼間人口\",fill=factor(das$\"区分\")))\n",
"g <- g + geom_bar(stat = \"identity\",aes(x=reorder(das$\"都道府県市区町村名\",das$\"昼間人口\")))\n",
"g <- g + coord_flip()\n",
"plot(g)"
]
},
{
"cell_type": "code",
"execution_count": 62,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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joDQooT6Y+E5JJlQGw9AyqSgJ1uOgEhPciQ/63SgAgW+mzxP15Y35A8uaIfqTGG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\n5B1JT1AAAAAASUVORK5CYII=",
"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"g <- ggplot(d1,aes(x = d1$\"都道府県市区町村名\",y= d1$\"製造品出荷額等\",fill=factor(d1$\"区分\")))\n",
"g <- g + geom_bar(stat = \"identity\",aes(x=reorder(d1$\"都道府県市区町村名\",d1$\"製造品出荷額等\")))\n",
"g <- g + coord_flip()\n",
"plot(g)"
]
},
{
"cell_type": "code",
"execution_count": 104,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Warning message:\n",
"\"position_dodge requires non-overlapping x intervals\""
]
},
{
"data": {
"image/png": 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EkkbKmScINQkZBAMEUnK7HWJ8kSD0bk91HBnXdUgkjDGVd0xf6oSySkDrx+Z5hh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\nBJECgQoIIgUCFRBECgQq4P8D1BNzKUzIB0MAAAAASUVORK5CYII=",
"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"das <- subset(da, da$\"製造品出荷額等\">544068)\n",
"g <- ggplot(das,aes(x = das$\"都道府県市区町村名\",y= das$\"製造品出荷額等\",fill=factor(das$\"区分\")))\n",
"g <- g + geom_bar(stat = \"identity\",width=2, position=position_dodge(width=4), aes(x=reorder(das$\"都道府県市区町村名\",das$\"製造品出荷額等\")))\n",
"g <- g + coord_flip()\n",
"plot(g)"
]
},
{
"cell_type": "code",
"execution_count": 105,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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Edy4wUb7Ewgbfj5OTicR3LhBRssKEgXCYg4j+TFCzaYf5Dk+0iq0sLuG+eRHHrB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\nKAMRJIoyEEGiKAMRJIoy0P8Dgdmq3ZY+nu0AAAAASUVORK5CYII=",
"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"g <- ggplot(d1,aes(x = d1$\"都道府県市区町村名\",y= d1$\"商業年間商品販売額\",fill=factor(d1$\"区分\")))\n",
"g <- g + geom_bar(stat = \"identity\",aes(x=reorder(d1$\"都道府県市区町村名\",d1$\"商業年間商品販売額\")))\n",
"g <- g + coord_flip()\n",
"plot(g)"
]
},
{
"cell_type": "code",
"execution_count": 106,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Warning message:\n",
"\"position_dodge requires non-overlapping x intervals\""
]
},
{
"data": {
"image/png": 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RGW9077g0tRN5+Jv+oKUr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",
"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"das <- subset(da, da$\"商業年間商品販売額\">1162830)\n",
"g <- ggplot(das,aes(x = das$\"都道府県市区町村名\",y= das$\"商業年間商品販売額\",fill=factor(das$\"区分\")))\n",
"g <- g + geom_bar(stat = \"identity\",width=2, position=position_dodge(width=4), aes(x=reorder(das$\"都道府県市区町村名\",das$\"商業年間商品販売額\")))\n",
"g <- g + coord_flip()\n",
"plot(g)"
]
},
{
"cell_type": "code",
"execution_count": 107,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Warning message:\n",
"\"position_dodge requires non-overlapping x intervals\""
]
},
{
"data": {
"image/png": 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q+o1Eg624COxFm70VBITxglpFjdLLdWN8FOHXYQmF91zTyvIwqpPxTSE1Qvl9xp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\nYdqWyYIAAAAASUVORK5CYII=",
"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"das <- subset(da, da$\"製造品出荷額等\">544068)\n",
"g <- ggplot(das,aes(x = das$\"都道府県市区町村名\",y= das$\"製造品出荷額等\",fill=factor(das$\"区分\")))\n",
"g <- g + geom_bar(stat = \"identity\",width=2, position=position_dodge(width=4), aes(x=reorder(das$\"都道府県市区町村名\",das$\"製造品出荷額等\")))\n",
"g <- g + scale_y_log10()\n",
"g <- g + coord_flip()\n",
"plot(g)"
]
},
{
"cell_type": "code",
"execution_count": 113,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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L9Zu8Kp3Y4K/UyQOnfYR9FQHiDNe5rv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\noqgKIkgUVUH/B2TEiRNQU4y1AAAAAElFTkSuQmCC",
"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"das <- subset(da, da$\"製造品出荷額等\">=5000000)\n",
"g <- ggplot(das,aes(x = das$\"都道府県市区町村名\",y= das$\"製造品出荷額等\",fill=factor(das$\"区分\")))\n",
"g <- g + geom_bar(stat = \"identity\", aes(x=reorder(das$\"都道府県市区町村名\",das$\"製造品出荷額等\")))\n",
"g <- g + coord_flip()\n",
"plot(g)"
]
},
{
"cell_type": "code",
"execution_count": 118,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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qmKwYZhOn+e2p2XAnZAh79rEGmYRmiauMGGZOqt5XnB569auRcp0qMUsIMidVOv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\nJEIM+D+9Cv+CV6uVqQAAAABJRU5ErkJggg==",
"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"das <- subset(da, da$\"製造品出荷額等\"<5000000 & da$\"製造品出荷額等\">=2500000)\n",
"g <- ggplot(das,aes(x = das$\"都道府県市区町村名\",y= das$\"製造品出荷額等\",fill=factor(das$\"区分\")))\n",
"g <- g + geom_bar(stat = \"identity\", aes(x=reorder(das$\"都道府県市区町村名\",das$\"製造品出荷額等\")))\n",
"g <- g + coord_flip()\n",
"plot(g)"
]
},
{
"cell_type": "code",
"execution_count": 121,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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yK51sRmd+IicVWMXYsIReoN3YgPgXb4jYOsG02I1MKt5sUXG2jxk6VoiuWFhJCR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\nCACRABAAIgEgAEQCQACIBIAA/x/4sy0Yp2/SugAAAABJRU5ErkJggg==",
"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"das <- subset(da, da$\"製造品出荷額等\"<2500000 & da$\"製造品出荷額等\">=1500000)\n",
"g <- ggplot(das,aes(x = das$\"都道府県市区町村名\",y= das$\"製造品出荷額等\",fill=factor(das$\"区分\")))\n",
"g <- g + geom_bar(stat = \"identity\", aes(x=reorder(das$\"都道府県市区町村名\",das$\"製造品出荷額等\")))\n",
"g <- g + coord_flip()\n",
"plot(g)"
]
},
{
"cell_type": "code",
"execution_count": 122,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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ifoQKTGK410JA/lXMnkKuEx8nF2OwOPteuIuiU8Rj7ObucTiJRnxeKiqCXzb5Ab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\nDEAkADIAkQDIwP8D0Zw+ZluxMfEAAAAASUVORK5CYII=",
"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"das <- subset(da, da$\"製造品出荷額等\"<1500000 & da$\"製造品出荷額等\">=1000000)\n",
"g <- ggplot(das,aes(x = das$\"都道府県市区町村名\",y= das$\"製造品出荷額等\",fill=factor(das$\"区分\")))\n",
"g <- g + geom_bar(stat = \"identity\", aes(x=reorder(das$\"都道府県市区町村名\",das$\"製造品出荷額等\")))\n",
"g <- g + coord_flip()\n",
"plot(g)"
]
},
{
"cell_type": "code",
"execution_count": 125,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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78cDT0gI80HRDpCotau5BzJDRfcX8QPxmcsKVIiI/HcBpF6AZGOkCpazR2147Ng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\nBIAC/w/PkbmVrJgjBwAAAABJRU5ErkJggg==",
"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"das <- subset(da, da$\"製造品出荷額等\"<1000000 & da$\"製造品出荷額等\">=700000)\n",
"g <- ggplot(das,aes(x = das$\"都道府県市区町村名\",y= das$\"製造品出荷額等\",fill=factor(das$\"区分\")))\n",
"g <- g + geom_bar(stat = \"identity\", aes(x=reorder(das$\"都道府県市区町村名\",das$\"製造品出荷額等\")))\n",
"g <- g + coord_flip()\n",
"plot(g)"
]
},
{
"cell_type": "code",
"execution_count": 127,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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/Dj9+47Ix2M7RqoFAMVKROReGrvxByp95n1xaguksssyWQ8+eMeNPi9RaA/5LQ3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",
"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"das <- subset(da, da$\"製造品出荷額等\"<700000 & da$\"製造品出荷額等\">=500000)\n",
"g <- ggplot(das,aes(x = das$\"都道府県市区町村名\",y= das$\"製造品出荷額等\",fill=factor(das$\"区分\")))\n",
"g <- g + geom_bar(stat = \"identity\", aes(x=reorder(das$\"都道府県市区町村名\",das$\"製造品出荷額等\")))\n",
"g <- g + coord_flip()\n",
"plot(g)"
]
},
{
"cell_type": "code",
"execution_count": 132,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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Kju/8OAdMzlb3wCvKTYgIXq/j8WSPITJrTTDsQXoIVYobr/j3YRffGOBcnDrztB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\nQASJohqIIFFUA/0/ivTi6CBX7RcAAAAASUVORK5CYII=",
"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"das <- subset(da, da$\"商業年間商品販売額\">=10000000)\n",
"g <- ggplot(das,aes(x = das$\"都道府県市区町村名\",y= das$\"商業年間商品販売額\",fill=factor(das$\"区分\")))\n",
"g <- g + geom_bar(stat = \"identity\", aes(x=reorder(das$\"都道府県市区町村名\",das$\"商業年間商品販売額\")))\n",
"g <- g + coord_flip()\n",
"plot(g)"
]
},
{
"cell_type": "code",
"execution_count": 135,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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pXtFveESL3DRFL+fCRpTrZsXJrhVWPXbes4zqbx/kJXxHRE13IoFpXtFveESP9Z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\nH17GvES9wiBSNsR0RPv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"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"das <- subset(da, da$\"商業年間商品販売額\"<10000000 & da$\"商業年間商品販売額\">=4000000)\n",
"g <- ggplot(das,aes(x = das$\"都道府県市区町村名\",y= das$\"商業年間商品販売額\",fill=factor(das$\"区分\")))\n",
"g <- g + geom_bar(stat = \"identity\", aes(x=reorder(das$\"都道府県市区町村名\",das$\"商業年間商品販売額\")))\n",
"g <- g + coord_flip()\n",
"plot(g)"
]
},
{
"cell_type": "code",
"execution_count": 136,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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kdSzVIg3WDGYIpQHUrqAJGOi1QSve29I7JTSurgJ1Irgw2LSFhqjpodihSRkXZg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\njqe3vXdsV6VmUEOkTKw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"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"das <- subset(da, da$\"商業年間商品販売額\"<4000000 & da$\"商業年間商品販売額\">=2000000)\n",
"g <- ggplot(das,aes(x = das$\"都道府県市区町村名\",y= das$\"商業年間商品販売額\",fill=factor(das$\"区分\")))\n",
"g <- g + geom_bar(stat = \"identity\", aes(x=reorder(das$\"都道府県市区町村名\",das$\"商業年間商品販売額\")))\n",
"g <- g + coord_flip()\n",
"plot(g)"
]
},
{
"cell_type": "code",
"execution_count": 137,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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Ae/PI1U4r6H26d/4tNfOe3caAq54cdnaBfh60io+E0yEmgF6nhuJH3m+mE4sCek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\n/j8xviRgYFGxPwAAAABJRU5ErkJggg==",
"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"das <- subset(da, da$\"商業年間商品販売額\"<2000000 & da$\"商業年間商品販売額\">=1000000)\n",
"g <- ggplot(das,aes(x = das$\"都道府県市区町村名\",y= das$\"商業年間商品販売額\",fill=factor(das$\"区分\")))\n",
"g <- g + geom_bar(stat = \"identity\", aes(x=reorder(das$\"都道府県市区町村名\",das$\"商業年間商品販売額\")))\n",
"g <- g + coord_flip()\n",
"plot(g)"
]
},
{
"cell_type": "code",
"execution_count": 138,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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55DPdIx58OJxRiSMJInJiPn4l1YmoVQ\njwRJqaYkojuBeqQemmYlYSQBxebqPcjqASecWIwhCSMJKDZX76DuASecWIwhCSOl0Osgel8J\nKxvewQknFmNIwkgpZPY7W+GA1d/HcMKJxRiSMFKKyw6JkZCRDuGEE4sxJGGkFDIFvq3tm5GR\nynDCicUYkjBSYLO3KnEQMtJbOOHEYgxJGCmQ761KymVRj/QebnODQZBmpDhbNyMjnYDzd5nF\nGJLISIHcSLsHCcXm6h3UPeCEE4sxJGGkQDa0SyqQUI/0Fk44sRhDEkYKbDJSvEwib6AUm6t3\nUPeAE04sxpCEkQKbWTtagYR6pHdwwonFGJIwUiCftZujo1CP9B5OOLEYQxJGCuxcBqWDOQzt\njuCEE4sxJGEkAcJGZYF6pHtLwkgCis3VOztcRmU4sRhDEkYSUGyu3vF9GZXhxGIMSRhJQLG5\nesf3ZVSGE4sxJGEkAplrIN/ugsK+MpXhxGIMSRiJkBYjHS5afVFsrt7xfRmV4cRiDEkYiUCS\nTtw9P1s0RN9fbK7e8X0ZleHEYgxJGImwl5FcfJq9BUaCkdia1eHcD2FGmslXjSEjlagMJxZj\nSMJIBJqRwqwD+T95Cwr7XvDbGIyG7MuY5+gcFPaVqfy7zGIMSWQkgssvk+bdS6NAsbl6x/dl\nVIYTizEkYSRC3OkkGdrNMwr7ClSGE4sxJGEkwmIcR57tpChCsbl6x/dlVIYTizEkYSTCkorC\nM5KRUNi3T2U4sRhDEkYi+P0ZZu+iOanmQ2HfhspwYjGGJIwUiJc/xCyuamj3qL6HpKImP467\ng8K+HppmJWEkAcXm6j3iuoracGIxhiSMJKDYXL0D/Cpqw4nFGJIwUoYrXRVhZcOW2nBiMYYk\njBRJNxBKd1rF6u89asOJxRiSMFLEbZ+Qm7PISFtqw4nFGJIwUiQzEl0ThIy0S204sRhDEkaK\n7K79nv0jMtKW2nBiMYYkjBShG+hn1kE90i7sJgbjoWCkaCBkpF1q/y6zGEMSGSlynJF2KDZX\n7wC/itpwYjGGJIzkyUqOsoyEeqQ9asOJxRiSMFKBncEc6pFyasOJxRiSMBKBjuKy2W7UI+1R\nG04sxpCEkSJJBVLydUmoR9qnNpxYjCEJI3lcnn1eh8k78l8pNlfvAL+K2nBiMYYkjCRA2Kgs\nUI90b0kYSUCxuXpniksQhBOLMSRhJAHF5uod45cgCCcWY0jCSAKKzdU7xi9BEE4sxpC0bqRN\nAVJazJe8E0uEEgThxGIMSdNG8ut/okHcvG8klFFsEYQTizEkTRuJ3IJdFjKE9Qz05Tm8jIxE\nEYQTizEkYaRopPC/eddI6Zkvis3VO8YvQRBOLMaQtGwkelUUMpKj39SXJSxkJIognFiMIWnZ\nSHPqlNnvVpy+EhNWODOjsO9fVPVZ4YyRQsVE4XuRkJEOEPxdZjGGpO2M5MIVkYtGKRhph2Jz\n9Y7xSxCEE4sxJE0byfk5BrpI1WUeWl5GYd8GQTixGEPSspHcZuxWNNKcHHiKzdU7xi9BEE4s\nxpC0bKR5f/qbDObSMiQU9iUIwonFGJIwUrgF66e/d4yEwr4dBOHEYgxJGCl56sJMw85F0fmh\n3aP6HpKKmqKQ7gMK+3pompWEkQQUm6v3qKslGuHEYgxJGElAsbl6B3tLNMKJxRiSMFJksyw1\n3foEKxteaIQTizEkYaRIaqRkrgGrvwMa4cRiDEkYKULm6uaslAJr7QIa4cRiDEkYyZPUT8zI\nSCU0wonFGJIwkmdjpPRFZKQVjXBiMYYkjORxcQV4XO9AxnmoR1qo6AowMjtGmhb23x+X2u2s\nVUVGCmj8XWYxhqSpjDSVXvgiqzLfZKQdis3VO9hbohFOLMaQNGEkn4ROGCkO4pZz/gD1SB6N\ncGIxhqQNI61WOmek7ArJbTfn8hSbq3ewt0QjnFiMIWnESPGfspF2RnEkN6EeaUUjnFiMIWnG\nSF8/Do20EL5VbHkWz/pnGNophBOLMSTtGOlrgJe/kOPLkfYHcxjafaERTizGkISRBAgblQXq\nke4tacBIk59pmC4zUu+s0QqtcGIxhqQBI5HJhqMbshUUm6t3wLdCK5xYjCFpwkh+VKdd61ds\nrt4B3wqtcGIxhqQNI/knx07KJxPSyXAsEYKR5Jr18dyNaefZeyNRu+Q7sM5zZrZic/UO+FZo\nhROLMSStGOnM1HeWb3IjISPBSGJNcVhfD9dIXziywOG4jOJFsbl6B3wrtMKJxRiSZox0hmSX\nVWSkLVrhxGIMSRgpQvcv9s9L10g2C/vYTQrGZ2/W7pD8EgkZaYPW32UWY0gayUgnvywpft1Y\nVkaBwr4XWuHEYgxJA0aackq/EWcVttPfKOz7QiucWIwhacBI+ZNjI5HdT8IP8npCsbl6B3wr\ntMKJxRiSMFIky0iJkVDY94VWOLEYQ9KUkd7cS0qNRGfpUNi3oBVOLMaQtGSkdzMOydCOTIHT\n1xOEjcoC9Uj3ljRkJP3veRE2KgsY6d6ShoykT7G5eg/B2qAXTizGkDRipDYUm6t3yLdBL5xY\njCFpxEinr5HKZ7CyQS+cWIwhachIb1NUfh8pvaeE1d964cRiDEk7Rnqbj/J8Q+ftsNbuXxhJ\nQ1Mc1tfDXyKU1CMhI23QCycWY0gaMNL65MTuQWk9EjJShl44sRhD0o6R3lspq0c6rJC1WI9U\n1Q1gdNi7CO1t2UCOkZH0/i6zGEPSSEY6QVqPNNPSCdQjvdALJxZjSMJIkb16pPUR9Uj/wkga\nmvK4vpxTlRMJ+aLVpJ5i3klLxebqHfJt0AsnFmNIwkiRJCNlRkI9EoykoakV3RciNRK9iYR6\npC/0wonFGJJGjHR+z4bN3Fx8gqGdVjixGEPSiJFKL8gQNioL1CPdWxJGElBsrt65owmK4cRi\nDEkYSUCxuXrHfBMUw4nFGJIGjaRHsbl6x3wTFMOJxRiSMFJGmGmIUwvJ0jv63mJz9Y75JiiG\nE4sxJC0Y6VwJRV6RlOxthzIKGElFUy28r2NKj05+o/mBkZCR1MKJxRiSMJKHLqcLRUnISBHF\ncGIxhiSMRFlWgPvjGRmJohhOLMaQNGGk09dIdD3dcUYyWNgn6AswMPyh3etnOERGylD8u8xi\nDEkTGSk+5cyD0x8o7IORVDQrg7knldPfccsG+gOFfTCSiqZ+nDen8suY5+RqCIV9EcVwYjGG\nJIwUSXJO5iYU9sFIGprisL6eopEO65HCo6PnUdj3L4ykoikI6F5MO0d7TyOb27H+fPYYEDYq\nC9Qj3VvSmJGmE5uAn0fYqCxgpHtL2jCSn6079e0u5yk2V+9RmCJNwumBkjaMtG5XzL6X9IZi\nc/WOfkWahNMDJa0Y6ZWX8hcOQT3Siybh9EBJO0YKJwpGwurvXZqE0wMl7RjpTEbazNVhrV2T\ncHqgpBkjnbpGOjTS5h0wUm04PVDSlJHeztohI21oEk4PlLRipGlzuIPbPEE9ErvdwcOoMVJ5\n9Tcykubf5QdKWslI5PhgidD6GH+iHqlJOD1QEkYKhO0aUI9EaBJOD5S0ZqTtU0/MO6hHIjQJ\npwdKmjBSRvFXqJFQj7TQJJweKGnBSKfZGml9brgeqUk4PVASRiKgHgmSjTWrQrkvjb6BgiJs\nVBYw0r0lbRgJX+vC4IJweqDkzYy0roYrzg0wHAEjVXJBOD1QUsNIH9+m6a+d8//Zv405//1j\nPfAm+bk8/v7+aZsf/xTinq6T+/H3cYSTt4bjMzvbMSk2V28viLggnB4oqWEkV4jPQtD+dtkb\nfi6Pf6+R/ruw3QI94X6/jfKNkband9jxvp/Ls7JE6IJweqCkhpFKf+UL591/0jf8WG3opv9+\nhvl/P5PbnpFSH5SSHf23Z8c8I8UJvHSVEIykEU4PlFQw0jpg+hqYuZ9fJz6+vw7WPPXxaZQf\nH6/3/eO+feafVyx+Dge/L0Zy7vdipLjDz+Q9tklIMSX9PDZE0UhvSArM4x1YS4tWLwinB0qq\nGWkdmH3G95/XUO/7aqTlmfvz9b5v04/5z9dblrPfX2756V3zffr2m4zf0p2z8qOf0583ltAx\nUv4ERtIIpwdKqg3t/vocmM3/fB3+/LTLK8ksPpk+s9C36WWXLwv9mv5ez/75FnbJWh6/5hp+\n/Y4xP+35aD3+e/r1xhJsI7nNj7jSARlJNZweKKl4jfTx96+XNf7yyWI12Oew7uNrVm/6Ovp0\ny0c8mznmn6/LpW8725RMZEp8Of3xmfKOib98cq3d7nLv9ZSlwr437QqasYTmtxDnEz1Prn+m\ned77SVPP9Osrb4V5gTTmk8umt/PYWhkpsxb9jeLfnd5eEHHB3+UHSqplpB/TX//5+0NspFea\nildK27uxFxvJ7VwaBYrN1dsLIi4IpwdKqhnp9ePP8dAunNwd2rnP31v8RhxTupF0XUZaXjNU\n2HdBOD1QUtFIv9fpg5+fg7N/dicbvt68XCP9mr79mbPJhh/T9z/Tnx/Tjzj9XTYS4xppVphs\nSB4Dxebq7QURF4TTAyXVjPQzXMl/vCa8XynIpdPfX29eZu3I9LcXWN85uY+DJULhofmsXayl\nCGVIRgr7LginB0rqzdr9mL7uA30d/vNtuQX7ny8j0RuyX29b7iN93bT9nl8jffx0y1v3Yj6b\nyau4j3SqPnZjJBd+WCnsuyCcHih5/ervn0epYR2+bWarp/CCfyN7ZcNbksug1TlJBkJhHySl\nmmcC8Sxxrd2Wc8sPqtbaNUDYqCxgpHtLdjDS7/cmeAtz9Xcjis3Ve3Qm4JJweqBkj8K+UI9U\nDbceqRHF5urtBgGXhNMDJW9WIatIacbizWzD7rYnr2MbKxsuCacHSsJIAbqh6us5PTaz+vuS\ncHqgpDkjHfkoecx3uUNG0gunB0paMFKcSD8y0sYtyEjNwumBkhpGOuiW/6szgQYTPZr8j6Mp\niJdbXNhMHxmpWTg9UNKakQ5Y1jIQI6U1SUbqkURtDkQcdMtARlrXAmXfNOZfREbS/Lv8QElk\npEB+n3izYmhDsbkuC3t9LgmnB0oaM9LbUvNsxxP/aKce6ZJweqCkMSMd/UKcnotXRXHV97yT\nlorNdVnY63NJOD1QEkYKBA8RF8WqCiv1SJeE0wMlTRiJ3kcqQ5JROrdg6ovGLgmnB0paMBI9\nd3g/1s/bpafzpQ4RYaOyQBnFvSWvMtIFa7EzuEuEKhA2KgsY6d6SFxlJ9dtUztHTSJXDqs5c\nF04PlLzGSG+uTppA9x+iZeuKn6TYXJfFvirXhdMDJW0N7Y7Oz28mu5+/suG6cHqgpD0jHUCM\ntLqmuNbuRbG5Lot9Va4LpwdKwkiR1Cr01qyNtXbXhdMDJU0YacqeF3B0wXe4oTQjI6mH0wMl\nYaSAo5dI6yoGOrRDRlILpwdKGjHSie9HculcQ7Z/g4V6JFFzAzkHfXMXI9Hnh7s27K79RkZS\n/rv8QEkjGWk+baRYFJtlpB2KzXVZ7KtyXTg9UNLEWrsp/VHCJUkpzUgW6pGuC6cHStoy0nFe\nTK+StsZ5ej3SdeH0QEkDRvJfaPF2fOn2HsIN2ufXI10XTg+UNGAkxn2k5IFuImSiHum6cHqg\npBEjHX3BWIDszTDHIR05yn+h2FyXxb4q14XTAyWNGGnOloDrIGxUFqhHurekhpH+7wC1oGWT\nG6lBUVSxuS5LIhpoRdISKKpqA0la2Pv7xC2kOorN1dsbLLQiaQkUVbWBJG0ZSZlic/X2Bgut\nSFoCRVVtIEkbRjp5fRTm68IxmV947BIhrUhaAkVVbSBJE0aiZ8sbrWbTdXH99/zsMgqtSFoC\nRVVtIElrRjp4gWwJGc/Mzy/s04qkJVBU1QaSNGikEomR/Ao7ZCQeY0Q9jMSAayS6S0OyfBUZ\nicEYUQ8jMSjO2h1/rTkd3ZE1Qg8u7GO3LDCFgpGIpZCRzjFG+kBGYpAaiUyAl0rN16FdMqKj\nA70txebq7Q0WWpG0BIqq2kCSBozkv8zc/79cIetcOoijE+HPLezTiqQlUFTVBpI0YKTXGrsT\nRgpfxJxud7J9DBSbq7c3WGhF0hIoqmoDSVow0rmMFLNRKD5areUrkh5a2KcVSUugqKoNJGnD\nSNOpoR010mom//Dkwj6tSFoCRVVtIEkLRvry0Vkj+QdyG8llL0eEjcoC9Uj3ljRgpNOTDWyE\njcoCRrq3pAEjnZz+rqDYXL1Ha+fRCqMQKNqCo0haMdL+C0KKzdXbHufRCqMQKNqCo0jaM9Kp\nkqTssHCm2Fy97UKMTmYAABvESURBVHEerTAKgaItOIqkCSOdOu/Sm6708cE3ZLXCKASKtuAo\nkjaM9NpllbuHkEv/v0OxuXrb4zxaYRQCRVtwFEkTRko2iDztpPA1Y/l92kCxuXrb4zxaYRQC\nRVtwFEkLRprS50dr7cjeqmERa3aPllBsrt72OI9WGIVA0RYcRdKCkbLnh1/rQh792tWQl+g1\n0lPqkfjtCoxR+2XMcUUDWQ3uVwkhI737i6stOIqknYz0nmReziUXSM49dM8GrTAKgaItOIqk\nBSOFqboTk3YxK6VG2p2+KzZXb3ucRyuMQqBoC44iacJIa0nSu293yRerJkO7UFdBKDZXb3uc\nRyuMQqBoC44iacRIcQf9N2u/0x9ufvp2XFphFAJFW3AUSTNG2n1CcdlP6h83w0jnGCPqYSQG\nBSMdQhcA0W1P4m0kGOlNoGgLjiJpwkgZav8KYaOyQD3SvSUtGKkZxebqnWfOoxVGIVC0BUeR\nNGOkFr4qNldve5xHK4xCoGgLjiJpwUivwRxZAK72ryg2V297nEcrjEKgaAuOImnBSH4bobhx\nwwGk4ihdpfrMLYu1wigEirbgKJImjDTFrHRkJGqUvMwP09/nGCPqYSQGWT1Sst1qGZccUf8g\nI50KFG3BUSQNGCnuHsQwEjJSHWNEPYzEIM9I54rNkZFkjBH1MBKDrZHOTIFnRnKxDCnNSCjs\nA0bYMdKhk7LBXDqIQ0Y6yRjpAxmJwd4N2fcpKVtrt+uqQLG5etvjPFphFAJFW3AUSTNGOonb\nf4Z97U4yRtTDSAwSI/3+6+vnz2n68XH8W4VZu+S1QLG5etvjPFphFAJFW3AUSRtG+uc1Vfft\na8rOHTvJJceOGMvv3UAoNldve5xHK4xCoGgLjiJpw0g/pv9+ZqVp+vg8+nH4W/QaKVrnuV80\nphVGIVC0BUeRtGGkV0L6Nf2a5z9v1qzSDJRb5/zQ7lF9D0lFTXFYX0/y1ZdtKvuEjcoCRrq3\npAkjvTLS79eg7s+0P5NdRbG5eg/Y3sHqexZmJW0Y6fvnNdK36Z9PH32ffur9K4rN1dso72D1\nPQuzkjaM9PtrQPf962Q6a5fs8p0d5kdPWtnA6nsWZiVtGGn+2718NLsff+hpaqTdJUL+x8NW\nf7P6noVZSSNG2mWxTJJpyFaqGyMhI50JFKuSlo30hdvkm22hOTLSecxKGjdSurO3vxjyLyEj\nsTEradtIvuZoGeLF3VXfXyONXY8kaVdgjPQ+0u7tWFJFvr27hIxUg1lJGxnp566RnF+WmjjF\nuyU30g7F5uptlHew+p6FWUkbRvp00u+999ChXTxDjoKRnlWPxOp7FmYljRhp/rGbU7Ibssko\nL0tL805aKjZXb6O8g9X3LMxKWjHS7PaWBrnNQzrNEA+fVY/E6nsWZiXNGGmXdGVDcpgsG3pa\nPRKr71mYlYSRZmKa/bJyDO3OY1bStpGECBuVBeqR7i1pw0htvrBv0IzE7XsWZiVhJAHF5urt\nlUO4fc/CrKQNI33x/dvHPH98+674ryg2V2+vHMLtexZmJc0Y6fu0VCJNx06Km5/ECguXv+gp\nNldvrxzC7XsWZiXNGGkd0p3eRSipTXrUygZu37MwK2nGSN+mZWh3NiNlRtp9c7G5envlEG7f\nszAracZIH26ZaijutJqWmrt0wXe24GGl2Fy9vXIIt+9ZmJU0Y6T5z8+/pumvX3923xyIGSnk\nJBiJgVlJO0Y6hSOLHVxqpHR3h4EL+2raBdhF2Ui0AN1T/LvT2yuHcP+IsjAriYxEiZufuGR0\nNzs3w0inAsWqJIxEKRtptyS92Fy9vXIIt+9ZmJWEkQi0BsmXUhBfpTPiM4y0FyhWJWGkCC2X\nIBdH6ykM7U4FilVJGCmQ3H51ew8zjPQ2UKxKwkietJTPJVko3kY6Z6RH9T0kFTUlEd0JFPb1\n0DQrCSMJKDZX79FbmYq+Z2FWEkYSUGyu3nYpU9H3LMxKwkgp+TJvsh3KI7Ysruh7FmYlYaRA\ntiNkvgHrM2btKvqehVlJGCmw3Vo1OUBGOhUoViVhpMBOEWxipPTMF8Xm6m2XMhV9z8KsJIxU\nILUVMtJJzErCSJ60QnY9N8eDNCONWo/EbBQAald/7z5HRjqJWUlkJALdOD/NT4/Z/KSi71mY\nlYSRItsNt9zmpdG346roexZmJWEkj6Nl5nN+tH02w0h7gWJVEkYiHBjpKV80VtH3LMxKwkiE\nopGe80VjFX3PwqwkjETIJ78dhnZczErCSAKEjcoC9Uj3loSRBBSbq3feKVDX9yzMSsJIAorN\n1dsxBer6noVZSRhJQLG5ejumQF3fszArCSNFku1PNrdgH7BEqK7vWZiVhJEir2Xe4WtdkvPP\nKKOo63sWZiVhJM9mcVC4d+TvxSIjnQgUq5IwEsUFP6W7rSIjncWsJIxESJ1DsxIy0knMSsJI\nkbjnyWt3VVpD8YzCPn4jAlCzZwN5kv5ERjqJWUlkJM/yBX1k1i77/w7F5urtmAJ1fc/CrCSM\nFKETC7mRHlHYV9f3LMxKwkiR7D7SJh0Nv/q7ru9ZmJWEkSJ5RqIbNjyisK+u71mYlYSRIpmR\nyPmHFPbV9T0Ls5IwUmR/idDOLnceYaOyQD3SvSVhJAHCRmUBI91bEkYSUGyu3mO4LYK+Z2FW\nEkYSUGyu3rbZIuh7FmYlYaTIzrJU+urQKxsEfc/CrCSMFEnWAaV3YIdf/S3oexZmJWGkyDrH\nvVlxNz9grZ2g71mYlYSRPGkd0nqOHCAjnQoUq5IwUmTrFmQkLmYlYaRIrEHa3IIdvh6J3RgA\nLAh2EYoVft5UyEgnMSuJjBRx9ELJn8kOEorN1ds2WwR9z8KsJIwUodUT65kwohu9HknQ9yzM\nSsJIHnK/KElEO3N4nmJz9bbNFkHfszArCSMl7AztfEoaux5J0PcszErCSDtsLo3Gr0cS9D0L\ns5Iw0haXbdKAeiRIamlWB2U/UI/UQ9OsJIwkoNhcvQdyGbK+Z2FWEkYSUGyu3s7JkPU9C7OS\nMJKAYnP1dk6GrO9ZmJWEkVLyCQVHZu6GXSIk63sWZiVhJE82T7c6JlZWDFxGIet7FmYlYSRP\nupMdMZI/gYx0JlCsSsJInmxvVXovCRnpNGYlYSQC8YrfJBIZiYdZSRiJ4NKfmZHIi4MV9vFb\nAgBPjZFI0nFJVkJGOolZSWSkhKRmIv1ylx2KzdXbORmyvmdhVhJGiqTF5c4bKdvlbsDV37K+\nZ2FWEkaK0FXeLmakcr15sbl6OydD1vcszErCSJGsXMKt9RTLk5EL+2R9z8KsJIwU2RhpXhLS\n8F80Jut7FmYlYaRIehUUvIPCPkiqadbHczdQ2NdD06wkjCSg2Fy9x3Ll0VxF37MwKwkjCSg2\nV28bwUiXS8JIKekudvTG0VgrGxT7noVZSRiJsJlscORgrNXfin3PwqwkjEQg896LoRIjISNB\nUqwpjeoOqGQk/xQZ6SRmJWEkQlIVuxnaISNBUqwpCuk+CDLSmoyOrpHuXo/E/48HYJf6jLQc\nL0uDyNAOGQmSYk1ZTHdBkpHcnJT0DViPpNj3LMxKwkiUuKqOGGnIeiTFvmdhVhJGCpDc47J/\nwhtSis3V20Yw0uWSMFLg0Eij1SMp9j0Ls5IwUoDWmft/1ruy49UjKfY9C7OSMNIWb5ukMmnm\nDO0e1feQVNSsDsp+oB6ph6ZZSRhJQLG5RhjXne57FmYlYSQBxeaCkcxJwkiEOKVAT/jjcVY2\n6PY9C7OSMFJku47BpS/N2YRDsblgJHOSMJInLA0iWScxEjISJMWaspjuQu010nIPia4JcshI\npzErCSMFvGeSbRr8a8hIkNTQFIf19dQsEUoTjl+6Oo9Wj8T9LwegTHVGIpWyiZGQkSAp1pTH\n9eXUZqQ4sCtdGgWKzQUjmZOEkQIxI21Xf49Vj6Tb9yzMSsJIAVpSTibudu4qeYrNBSOZk4SR\n9nHZz6HqkXT7noVZSRgpEK+JNjlosHok3b5nYVYSRvLslZe7zTsSis0FI5mThJEECBuVBeqR\n7i0JIwkQNioLGOnekjCSgGJz3XtEx+x7SCpqtg9KdWAkpb6HpKJm+6BUR+OLxpLnt18i1Kjv\nIamoWRWUfamqR6K76Idz8yBlFI36HpKKmiqhfS0109/xOGxaHPyDjARJuaYsprtQYSRSx7ca\niWy9iowESbmmTmxfSvXXuvjtIefRvvqyUd9DUlFTGtUdUDDSQan5HQv7+P/BALyl/vuRXodJ\nUR8yEiR1NMVhfT1V099kuarPSdsS9ECxuWAkc5IwUiSd/A7TDY6+dOfCvkZ9D0lFTbXwvo6q\nDSLDY6jpG6iwr1HfQ1JRszqc+yEz0noUKmRHKOxr1PeQVNQUBHQvNIzkn45R2Neo7yGpqFkX\ny12RXSPRs+Eo/wVho7JAGcW9JWEkAcJGZQEj3VsSRhJQbK77j+oYfQ9JRc32QakOjKTU95BU\n1GwflOpI65E2T+68sqFl30NSUbMqKPsirkeizrn76u+WfQ9JRU2NyL6YyiVC+RzdGPVILfse\nkoqa1eHcjxoj7exph4wESUXNymDuSc19pPQhG9ohI0FSrCmN6g7wr5HiBvokMxUy0s3qkZj/\nrQCcRjr9jWskSOprCoOyB3Xfj0RK+7Kh3Q7F5oKRzEnCSCnpvnZhiHf3eqSWfQ9JRU1JRHei\nbs8Gl47pHM1FN65Hatn3kFTUrIvlrtSVUcRphnRMd/N6pJZ9D0lFTUlEd6Jm1o7WHLmZzODd\nvR6pZd9DUlFTIbCvpuqGrIsZyNFktBzkby82F4xkThJGEiBsVBaoR7q3JIwkoNhcA2Sj830P\nSUXN9kGpDoyk1PeQVNRsH5TqwEhKfQ9JRc32QamOQmFf+lUvd10i1LrvIamoWRWUfREuEcqe\n3biMonXfQ1JRUyW0r0Wj1JzOfCMjQVKuWRfLXRHva+eWbfSXY2QkSGpoCoO6B7KMFEZ06/oG\nZCRIamjKYroL0s1PXufmeHDbwj7mfycALGTf2Jc9Q0aCpIpmfTx3Q/iNfcuRP3Hnwr7WfQ9J\nRU1RSPdBNyPduLCvdd9DUlFTEtGdkGWkMN1AjHPT1d+t+x6Sipq10dwRYUZy5H/zrQv7Wvc9\nJBU1pVHdAZmRXPL/Wxf2te57SCpqisP6emqN5PaukfLDBWGjskA90r0lYSQBwkZlASPdWxJG\nElBsrvuP6hh9D0lFzfZBqQ6MpNT3kFTUbB+U6pw2Er0myu4U3b0e6ZK+h6SipiSiO3HCSOlt\n1ritavrqeuqOq78v6XtIKmpqRvhFnDHS5lliJPJw07V2l/Q9JBU1pVHdgZNGSvcozpY2ICNB\nUldTLbyvgze0m5GRVDAradtIM1m/ULxG2t2z4R71SNWNA8BZ6jISHdrRdyIjQVJDUy28r4M9\n2bB5NZvR21JsLhjJnKRxI6UzCXNqme0WQnerR7qk7yGpqKkU3FdyzkhrGWw4MaeH9JrphvVI\nl/Q9JBU1FQL7algZyT/fKaLwF093rEe6pO8hqaipF9+X8d5IvtRoO2WXzi3ctx7pkr6HpKKm\ncpBfwRkjeacsA7z1bDY355KElVBsLhjJnKRlI4kRNioL1CPdWxJGElBsriHy0SghOoYkjCSg\n2FwwkjlJGElAsblgJHOSMFJCnFjYrAe63xKhi/oekoqadbHclfqvdVme+Pu19/2isYv6HpKK\nmvK4vpwKI9GHzapwZCRIyjWlUd0BaUZKys+RkSCpoikO6+tBRlLqe0gqakqjugMa10jljHSH\nwj72fyAAfKoz0vrEzzLct9T8oj+ikFTUlER0JwRfxuxoOkoXiCcUmwtGMicJI0Vc9oRY6JaF\nfRf1PSQVNSUR3QlpRnIuz0V3W/19Ud9DUlFTENC9kCwRcrNLh3a3LOy7qO8hqagpCMpesI3k\nssJYMmt3z8K+i/oekoqaGpF9MVwjxVnuuB9XOuV9fmj3qL6HpKJmfTx3A4V9PTTNSsJIAorN\nNcbIbpAQHUMSRhJQbC4YyZwkjEQJewklh/4oPTXDSJBka1YGc0+ERqL7q87BSel8Q7G5YCRz\nkjASZScNxWd3W9lwVd9DUlGzLpa7IjGSowWyJWfBSJBkawoCuhfs+0hpVTm5rUTfkCxtKDYX\njGROEkaivNyTbK3qb9HmBUk3qEeq+O8DgI3CNVI62YCMBEmxpjCoe6Axa5dUU2w3bSg2F4xk\nThJGohwbCRkJklJNaVR3oKoeac5vyCIjQVJTUxjUPeDP2m2m63CNBEllTbXwvg7xfaQ0N+3t\n2lBsLhjJnCSMRFlL9xzxTRjuYWUDJOWawqDuAeqRemialYSRBBSba4yENEiIjiEJIwkoNheM\nZE4SRhJQbC4YyZwkjEQ42FT1flsWX9b3kFTU5AdldypWfy+P/ll+G4m8ulJsLhjJnCSMFHH5\nz3i4ez8WRoIkV1MU0n2oMxLZJTI30hxPrRSbC0YyJwkjedx6I7ZoJGQkSIo1VUL7WqoykkuW\nBx1kpP6Ffez/PABq4O/9Tb9+YmeyARkJkmJNjci+mAojxYS0k5F2KDYXjGROEkbyBAftGilN\nUCvF5oKRzEnCSJ54bbRzjZQeeIrNBSOZk4SRIkdGut8XjV3W95BU1BQGdQ9qZ+3IQXxGhnsY\n2kGyXlMY1D2oMVLc+GTvouj80O5RfQ9JRc36eO4GCvt6aJqVhJEEFJtrjJHdICE6hiSMJKDY\nXDCSOUkYiZBcFOWLVG+2suG6voekoqYgoHtRW9hHn9y4Hum6voekomZ1OPejPiO9Dv0NWjIF\njowESammPK4vR5aRtgUVyEiQlGsKAroXGhkp3IdFRoKkiqZCYF+NQkaKkw/3q0fi/9cBUENV\nhWywTshHyEiQVNTUie1LqctIZJHQmpNuWo90Xd9DUlGzOpz7UW8kvwkKKfS7Xz3SdX0PSUVN\npeC+ksprJD/D4JMR/WKK/P3F5oKRzEnCSARy42g94Yd296tHuq7vIamoKYnoTlROf+dmuWs9\n0nV9D0lFzfp47kbtLkLzJiuFo/w3is0FI5mThJEECBuVBeqR7i0JIwkoNleDdAMj3VsSRhJQ\nbC4YyZwkjCSg2FwwkjlJGCnF7Rytzy9cIlTdTzzGCNExJGEkj8tWL+RVfleWUVT3E48xQnQM\nSRipgF/2HVd/IyNBUqwpC8ouSOuR0mIkZCRIamhKo7oD1fVIjj4jRkJGgqRYUxTSfZBlpPlN\nRmpb2Mf/6AA0QnaNFAv8kJEgqacpCso+1Ky1S0qOsoy0Q7G5YCRzkjBSIL+FtLPzyVWFfdX9\nxGOMEB1DEkYKJJPdoTR2zmYfKMXmgpHMScJIAZcO5Bw9c3FhX3U/8RgjRMeQhJECaUbyWWmZ\ncri4sK+6n3iMEaJjSMJIgVjAV5hdOD+0e1TfQ1JRkxuUNwCFfT00zUrCSAKKzaU0nOP3E48x\nQnQMSRhJQLG5YCRzkjBSiis927toKjYXjGROEkbyZHt/p7dg6WP8lWJzwUjmJGGklP21QDO5\nrQQjQbJesyoo+8I30s4iIPLizrK7YnPBSOYkYaRIuiQoKTuPi8Gpy4rNBSOZk4SRIjuLv+Oj\nP7k+1a9HYn9cAK5AnJHI2WTvhvgLxb87yEjmJJGRIllGos9cvECCkSBZr6kS2tdSNWuXzTTE\nrAQjQVJDszaaO1JjJDqbsDP1ACNBUqgpDOoe1AztSM3Rzg+XZ6xic8FI5iRhJE9ac0QnHEhu\nSm8xFZsLRjInCSOlUKfQ9EOL0APCRmUBI91bEkYSIGxUFjDSvSVhJAHF5hIO4+r7qbumWUkY\nSUCxuWAkc5IwUiBZC+T3DiI7GCvutNqsn7prmpWEkSLJ0qCwtx3Zm2vOZhuKzQUjmZOEkSik\nsI9uz0U3W6VvLzYXjGROEkbyuDm7Y+SQkSCprakQ2Fcj2GmV7K+KjARJTU2NyL6YurV2dA1D\nXGm3zUiyeqSKjwZAH2RGolugzMhIkFTS1Ijsi6mZtUvKy/0VEklMGcXmgpHMScJIkW1l7GbT\nBqXtuJr1U3dNs5IwUmCzOQPJSPQNkWJzwUjmJGGkwJ6RklrzUKvkKTYXjGROEkbyZJudzPQb\n+7S/H6lZP3XXNCsJI3nc7mOy2i7/lWJzwUjmJGEkAcJGZQEj3VsSRhIgbFQWMNK9JWGkFpTX\nPNyKMT7mGJ9ylI/JB0Z6yxgfc4xPOcrH5AMjvWWMjznGpxzlY/KBkd4yxscc41OO8jH5wEhv\nGeNjjvEpR/mYfHoaCYDHACMBoACMBIACMBIACsBIACgAIwGgQD8j5Vs73JRBPmapzv9eDNOY\nfLoZKdYu3ZpBPmZeTHlPhmnMCmCkYwb5mOTLSG/MKI1ZA4x0gvt/zM23u92SAT5iNTDSCe7/\nMUcxEq6R1BnISPf/lOVNBW+FG+Rz1gAjvef2n3KUthzlc9YAI73l/h9yZ5/oWzJOn/OBkd4x\nwmf8YoDPOUyfVwAjvWGAj7gwwAcdpc9rwMqGYwYZNM1jBOgobVkB1toBoACMBIACMBIACsBI\nACgAIwGgAIwEgAIwEgAKwEgAKAAjAaAAjHSGKTxOySn/g7TitLL7+/TZVHg1PN/rmsPumrKD\nifwfNAZtvMW74Ofy+Pv7py9+/DMHk5DgnOaNkZKHOX82pUQRcsL/S7aGPGGkibxrWp2PTm4P\n2njLGr0/l8e/1xD/TWJyIoZJTZEbadr8zJ5RA4WXt/5MfpX+YvLrE3FT9Cb6+ALQyFuWuPyx\nxqeb/vvZSv+d/iKWoUGe/cl/b6Q8WXkB+vI0T9u37v6Lks8wpf+meflP2EttQBm0b8LHt+n7\nYiTnfvuB1vZ6ZsqcwjTSJpPMSbTnQz8qvn9lFc0X09kchnYY3V0AGpjyx30G7/dX/P70men7\n9O13PgyjRsoveFILbI20MWWQLCYccvLASIlnpvgXYD+3AV3QwJSf07f5z7dwubM8fs01/Pr9\nOpFNM5xgf2phJkf0ekhsJKKVvoh+bgwamPLX9PE5vMuMNP/zdbn0bV5jNA745tNXHskcQZ6E\n1qskb7Vp2pqPyEw7mjEJZW+K103o58aggSnEJOTx8+jXNP1cjnau8snljrdI5gGaR2K8by+z\ndlJJfqJopHUaJE7U7U6NgEaghSlFI73S1E6uoBf25EdujZ2hV4zuLCORT5N/uuRsaWiXeS0m\nJdAStDBlb2jnpj/+0n3OruBVjLS5Rjoc2ZWNRO6+0s8PI10DWpjya/r2Z84mG35M3/9Mf35M\nP+ZwUTQl0ZwlqDNGotdIZDB2PLTLHLRvpCn5d+f3lUAz0MQUMv09eyO9zk2T+yB3lHYvVObT\nRkp+2WeR0qR5GHDu/B49M5GfaVJCRroAtHDCx3d/Q3YOo7mPn59W+vHhz61Ta8uzeWfwVWck\nMiRLf5cM0dJX9ybWJ2oq7/z810ED0MBniCEdc9G0CeiYVvJ5vCzcEy0/2+ZF5+2/a877ab/X\ngv+zOZODXwFaoH3PgFYCb0CIAKAAjASAAjASAArASAAoACMBoACMBIACMBIACsBIACjw/4gM\n6qf2g1xxAAAAAElFTkSuQmCC",
"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"g <- ggplot(d1,aes(x = d1$\"都道府県市区町村名\",y= d1$\"製造品出荷額等.人口総数\",fill=factor(d1$\"区分\")))\n",
"g <- g + geom_bar(stat = \"identity\",aes(x=reorder(d1$\"都道府県市区町村名\",d1$\"製造品出荷額等.人口総数\")))\n",
"g <- g + coord_flip()\n",
"plot(g)"
]
},
{
"cell_type": "code",
"execution_count": 139,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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zX8/OVifjrT0Xr87/QzIwqGkIItV5GReqC0ZuR1yD5j9PPfnw9p/LMli1VgX8O6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\nAAgAQgIAAUBIACAACAkABAAhAYAA/h+QU9/cekMAPgAAAABJRU5ErkJggg==",
"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"g <- ggplot(d1,aes(x = d1$\"都道府県市区町村名\",y= d1$\"商業年間商品販売額.人口総数\",fill=factor(d1$\"区分\")))\n",
"g <- g + geom_bar(stat = \"identity\",aes(x=reorder(d1$\"都道府県市区町村名\",d1$\"商業年間商品販売額.人口総数\")))\n",
"g <- g + coord_flip()\n",
"plot(g)"
]
},
{
"cell_type": "code",
"execution_count": 141,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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ZEOfJ0T43heHTQTHK5qli9DaTc9VbOjIF3eItL4H6EfSdJNT9XsKEiXvxWYtbNe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\nAAL8P8Xl+dvO+voAAAAAAElFTkSuQmCC",
"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"g <- ggplot(d1,aes(x = d1$\"都道府県市区町村名\",y= (d1$\"製造品出荷額等\" / d1$\"昼間人口\"),fill=factor(d1$\"区分\")))\n",
"g <- g + geom_bar(stat = \"identity\",aes(x=reorder(d1$\"都道府県市区町村名\",(d1$\"製造品出荷額等\" / d1$\"昼間人口\"))))\n",
"g <- g + coord_flip()\n",
"plot(g)"
]
},
{
"cell_type": "code",
"execution_count": 142,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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r9PfHHeSNtq8shI8Z5vZJuLRmpHxor6WLLfGv3n68Rs+vO9+fFll1uSuftk+MpC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\n1uHWAAAAAElFTkSuQmCC",
"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"g <- ggplot(d1,aes(x = d1$\"都道府県市区町村名\",y= (d1$\"商業年間商品販売額\" / d1$\"昼間人口\"),fill=factor(d1$\"区分\")))\n",
"g <- g + geom_bar(stat = \"identity\",aes(x=reorder(d1$\"都道府県市区町村名\",(d1$\"商業年間商品販売額\" / d1$\"昼間人口\"))))\n",
"g <- g + coord_flip()\n",
"plot(g)"
]
},
{
"cell_type": "code",
"execution_count": 170,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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GiLITY/3JXKhriMpYVxEk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\nkertGb6dNPbHD4AgCRE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"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"RED_5 <- \"#ff6b6b\"\n",
"PINK_5 <- \"#f06595\"\n",
"GRAPE_5 <- \"#cc5de8\"\n",
"VIOLET_5 <- \"#845ef7\"\n",
"INDIGO_5 <- \"#5c7cfa\"\n",
"BLUE_5 <- \"#339af0\"\n",
"CYAN_5 <- \"#22b8cf\"\n",
"TEAL_5 <- \"#20c997\"\n",
"GREEN_5 <- \"#51cf66\"\n",
"LIME_5 <- \"#94d82d\"\n",
"YELLOW_5 <- \"#fcc419\"\n",
"ORANGE_5 <- \"#ff922b\"\n",
"\n",
"windowsFonts(HGKAI=windowsFont(\"HG正楷書体-PRO\"))\n",
"windowsFonts(COURIER=windowsFont(\"Courier New\"))\n",
"\n",
"# ggplot2 パッケージを使用\n",
"library(ggplot2)\n",
"\n",
"das <- subset(da, da$\"人口総数\">573440)\n",
"g <- ggplot(das,aes(x = das$\"都道府県市区町村名\",y= das$\"人口総数\",fill=factor(das$\"区分\")))\n",
"g <- g + geom_bar(stat = \"identity\",aes(x=reorder(das$\"都道府県市区町村名\",das$\"人口総数\")),alpha=0.6)\n",
"g <- g + coord_flip()\n",
"# タイトルを変更\n",
"g <- g + labs(title=\"人口が鳥取県以上の自治体\")\n",
"g <- g + xlab(\"都道府県市区町村\")\n",
"g <- g + ylab(\"人口\")\n",
"g <- g + labs(fill=\"凡例\")\n",
"# 凡例を変更\n",
"g <- g + guides(\n",
" fill=guide_legend(\n",
" \"凡例\", \n",
" order=1\n",
" )\n",
")\n",
"# フォントを指定\n",
"g <- g + theme_bw(\n",
" base_size=10, \n",
" base_family=\"HGKAI\"\n",
")\n",
"# テーマを指定\n",
"g <- g + theme(\n",
" plot.title=element_text(hjust=0.5),\n",
" axis.text=element_text(family=\"COURIER\", size=6)\n",
")\n",
"# 色を指定\n",
"#g <- g + scale_color_manual(values=c(GREEN_5, BLUE_5, PINK_5))\n",
"g <- g + scale_fill_manual( values=c(BLUE_5, LIME_5, ORANGE_5, VIOLET_5, PINK_5, RED_5)\n",
" ,labels=c(\"都道府県\", \"支庁\", \"政令指定都市\", \"市町村\", \"区\"))\n",
"plot(g)"
]
},
{
"cell_type": "code",
"execution_count": 174,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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IPefa7YmAXmvrLqAovkHK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",
"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"RED_5 <- \"#ff6b6b\"\n",
"PINK_5 <- \"#f06595\"\n",
"GRAPE_5 <- \"#cc5de8\"\n",
"VIOLET_5 <- \"#845ef7\"\n",
"INDIGO_5 <- \"#5c7cfa\"\n",
"BLUE_5 <- \"#339af0\"\n",
"CYAN_5 <- \"#22b8cf\"\n",
"TEAL_5 <- \"#20c997\"\n",
"GREEN_5 <- \"#51cf66\"\n",
"LIME_5 <- \"#94d82d\"\n",
"YELLOW_5 <- \"#fcc419\"\n",
"ORANGE_5 <- \"#ff922b\"\n",
"\n",
"windowsFonts(HGKAI=windowsFont(\"HG正楷書体-PRO\"))\n",
"windowsFonts(COURIER=windowsFont(\"Courier New\"))\n",
"\n",
"# ggplot2 パッケージを使用\n",
"library(ggplot2)\n",
"\n",
"das <- subset(da, da$\"総面積\">1778)\n",
"g <- ggplot(das,aes(x = das$\"都道府県市区町村名\",y= das$\"総面積\",fill=factor(das$\"区分\")))\n",
"g <- g + geom_bar(stat = \"identity\",aes(x=reorder(das$\"都道府県市区町村名\",das$\"総面積\")),alpha=0.6)\n",
"# タイトルを変更\n",
"g <- g + labs(title=\"面積が香川県以上の自治体\")\n",
"g <- g + xlab(\"都道府県市区町村\")\n",
"g <- g + ylab(\"面積\")\n",
"g <- g + labs(fill=\"凡例\")\n",
"# 凡例を変更\n",
"g <- g + guides(\n",
" fill=guide_legend(\n",
" \"凡例\", \n",
" order=1\n",
" )\n",
")\n",
"# フォントを指定\n",
"g <- g + theme_bw(\n",
" base_size=10, \n",
" base_family=\"HGKAI\"\n",
")\n",
"# テーマを指定\n",
"g <- g + theme(\n",
" plot.title=element_text(hjust=0.5),\n",
" axis.text=element_text(family=\"COURIER\", size=6)\n",
")\n",
"# 色を指定\n",
"#g <- g + scale_color_manual(values=c(GREEN_5, BLUE_5, PINK_5))\n",
"g <- g + scale_fill_manual( values=c(BLUE_5, LIME_5, VIOLET_5)\n",
" ,labels=c(\"都道府県\", \"支庁\", \"市町村\"))\n",
"# 対数軸に\n",
"#g <- g + scale_x_log10()\n",
"#g <- g + scale_y_log10()\n",
"g <- g + coord_flip()\n",
"plot(g)"
]
},
{
"cell_type": "code",
"execution_count": 175,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"`stat_bin()` using `bins = 30`. Pick better value with `binwidth`.\n"
]
},
{
"data": {
"image/png": 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"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# ggplot2 パッケージを使用\n",
"library(ggplot2)\n",
"\n",
"# ヒストグラムを描画\n",
"g <- ggplot(da)\n",
"g <- g + geom_histogram(\n",
" aes(\n",
" x=da$\"人口総数\"\n",
" ) \n",
")\n",
"print(g)"
]
},
{
"cell_type": "code",
"execution_count": 176,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Warning message:\n",
"\"Transformation introduced infinite values in continuous x-axis\"`stat_bin()` using `bins = 30`. Pick better value with `binwidth`.\n",
"Warning message:\n",
"\"Removed 4 rows containing non-finite values (stat_bin).\"Warning message:\n",
"\"Transformation introduced infinite values in continuous y-axis\"Warning message:\n",
"\"Removed 3 rows containing missing values (geom_bar).\""
]
},
{
"data": {
"image/png": 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qiM3ba2UETyJE4d3FEZu21toYjkSZw6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",
"text/plain": [
"plot without title"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# ggplot2 パッケージを使用\n",
"library(ggplot2)\n",
"\n",
"# ヒストグラムを描画\n",
"g <- ggplot(da)\n",
"g <- g + geom_histogram(\n",
" aes(\n",
" x=da$\"人口総数\"\n",
" ) \n",
")\n",
"# 対数軸に\n",
"g <- g + scale_x_log10()\n",
"g <- g + scale_y_log10()\n",
"print(g)"
]
},
{
"cell_type": "code",
"execution_count": 178,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Warning message:\n",
"\"Transformation introduced infinite values in continuous x-axis\"`stat_bin()` using `bins = 30`. Pick better value with `binwidth`.\n",
"Warning message:\n",
"\"Removed 4 rows containing non-finite values (stat_bin).\"Warning message:\n",
"\"Transformation introduced infinite values in continuous y-axis\"Warning message:\n",
"\"Removed 3 rows containing missing values (geom_bar).\""
]
},
{
"data": {
"image/png": 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ekQ+bvWg0jOREQ6RP6u9SCSMxGRDpG/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