{"id":2692,"date":"2016-10-04T06:49:01","date_gmt":"2016-10-04T06:49:01","guid":{"rendered":"https:\/\/mm-lab.jp\/?p=2692"},"modified":"2019-12-23T14:25:41","modified_gmt":"2019-12-23T14:25:41","slug":"%e3%83%9c%e3%82%af%e3%81%9f%e3%81%a1%e3%81%ae%e5%91%bd%e3%82%92%e6%95%91%e3%81%86aed%e3%81%ae%e8%a8%ad%e7%bd%ae%e5%a0%b4%e6%89%80%e3%82%92%e3%83%87%e3%83%bc%e3%82%bf%e3%81%8b%e3%82%89%e6%8f%90","status":"publish","type":"post","link":"https:\/\/mm-lab.jp\/statistical\/try_to_propose_the_location_of_life_saving_aed_from_opendata\/","title":{"rendered":"\u30dc\u30af\u305f\u3061\u306e\u547d\u3092\u6551\u3046AED\u306e\u8a2d\u7f6e\u5834\u6240\u3092\u30c7\u30fc\u30bf\u304b\u3089\u63d0\u6848\u3057\u3066\u307f\u308b"},"content":{"rendered":"<p>\u4ee5\u524d\u77e5\u4eba\u3068\u5f85\u3061\u5408\u308f\u305b\u3092\u3057\u3066\u3044\u308b\u6642\u3001\u96a3\u306b\u3042\u308b\u30e2\u30ce\u304c\u3042\u308a\u307e\u3057\u305f\u3002\u305d\u308c\u306f\u300cAED\u300d\u3067\u3059\u3002\u50d5\u304c\u77e5\u4eba\u3092\u5f85\u3064\u3088\u3046\u306bAED\u3082\u6d3b\u8e8d\u3059\u308b\u305d\u306e\u6642\u3092\u5f85\u3063\u3066\u3044\u307e\u3057\u305f\u3002<\/p>\n<p>\u305d\u3093\u306aAED\u3092\u898b\u3066\u3075\u3068\u601d\u3063\u305f\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u300c\u4f7f\u3046\u65e5\u304c\u6765\u308b\u306e\u3060\u308d\u3046\u304b\uff08\u3053\u306a\u3044\u65b9\u304c\u826f\u3044\u306b\u6c7a\u307e\u3063\u3066\u308b\uff09\u300d\u300cAED\u3063\u3066\u4f55\u53f0\u3042\u308b\u3093\u3060\u308d\u3046\uff1f\u300d\u300c\u672c\u5f53\u306b\u4eba\u3092\u52a9\u3051\u3089\u308c\u308b\u306e\u304b\uff1f\u300d\u306a\u3069\u306a\u3069\u3002<\/p>\n<p>\u3068\u3044\u3046\u3053\u3068\u3067\u3001\u4eca\u56de\u306f\u6539\u3081\u3066AED\u306b\u3064\u3044\u3066\u7406\u89e3\u3057\u3066\u3044\u304d\u306a\u304c\u3089\u3001\u30c7\u30fc\u30bf\u5206\u6790\u304b\u3089\u300c\u3069\u3053\u306bAED\u304c\u3042\u308b\u3068\u826f\u3044\u306e\u304b\uff1f\u300d\u306b\u3064\u3044\u3066\u8003\u3048\u3066\u898b\u307e\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<h4>\u305d\u3082\u305d\u3082AED\u3068\u306f\u306a\u3093\u305e\u3084<\/h4>\n<p>\u305d\u3082\u305d\u3082AED\u3063\u3066\u306a\u3093\u3060\u3063\u3051\uff1f\u3069\u3093\u306a\u5834\u9762\u3067\u6d3b\u8e8d\u3059\u308b\u3093\u3060\u3063\u3051\uff1f\u3068\u3044\u3046\u65b9\u3082\u3044\u308b\u304b\u3082\u3057\u308c\u306a\u3044\u306e\u3067\u3001\u3082\u3046\u4e00\u5ea6\u78ba\u8a8d\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n<p>AED\u3068\u306f\u300cAutomated 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Defibrillator\u300d\u306e\u7565\u79f0\u3067\u300c\u81ea\u52d5\u5316\u3055\u308c\u305f\u4f53\u5916\u5f0f\u306e\u9664\u7d30\u52d5\u5668\u300d\u3068\u3044\u3046\u610f\u5473\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u3064\u307e\u308a\u3001\u5fc3\u81d3\u304c\u3051\u3044\u308c\u3093\u3057\u8840\u6db2\u3092\u6d41\u3059\u30dd\u30f3\u30d7\u6a5f\u80fd\u3092\u5931\u3063\u305f\u72b6\u614b\uff08\u5fc3\u5ba4\u7d30\u52d5\uff09\u306b\u306a\u3063\u305f\u5fc3\u81d3\u306b\u5bfe\u3057\u3066\u3001\u96fb\u6c17\u30b7\u30e7\u30c3\u30af\u3092\u4e0e\u3048\u3001\u6b63\u5e38\u306a\u30ea\u30ba\u30e0\u306b\u623b\u3059\u305f\u3081\u306e\u533b\u7642\u6a5f\u5668\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u306a\u3093\u3060\u304b\u96e3\u3057\u305d\u3046\u3068\u601d\u3046\u65b9\u3082\u3044\u308b\u3068\u601d\u3044\u307e\u3059\u304c\u3001AED\u306f\u81ea\u52d5\u3067\u60a3\u8005\u306e\u72b6\u614b\u3092\u5224\u65ad\u3057\u3066\u304f\u308c\u3066\u3001\u3057\u304b\u3082\u97f3\u58f0\u3067\u6b63\u78ba\u306b\u6307\u793a\u3092\u3057\u3066\u304f\u308c\u308b\u3068\u3044\u3046\u512a\u308c\u3082\u306e\u3067\u3059\u3002<\/p>\n<p>\u306a\u306e\u3067<strong><u>\u4e00\u822c\u5e02\u6c11\u306e\u65b9\u3067\u3082\u6551\u547d\u6d3b\u52d5\u3092\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059<\/u><\/strong>\u3002<\/p>\n<p>\u6d88\u9632\u767d\u66f8\u306b\u3088\u308b\u30682014\u5e74\u306e\u4e00\u822c\u5e02\u6c11\u306eAED\u4f7f\u7528\u4e8b\u4f8b\u306f\u7d041,600\u4ef6\u3042\u3063\u305f\u305d\u3046\u3067\u3059\u3002\u3053\u308c\u3092\u591a\u3044\u3068\u3068\u3089\u3048\u308b\u304b\u5c11\u306a\u3044\u3068\u3068\u3089\u3048\u308b\u304b\u3002<\/p>\n<p>\u3069\u3061\u3089\u306b\u305b\u3088\u79c1\u305f\u3061\u304c\u30d0\u30a4\u30b9\u30bf\u30f3\u30c0\u30fc\u3068\u306a\u308b\u78ba\u7387\u306f0\u3067\u306f\u306a\u3044\u306e\u3067\u3001\u982d\u306e\u7247\u9685\u306b\u5165\u308c\u3066\u304a\u304b\u306a\u3051\u308c\u3070\u3044\u3051\u306a\u3044\u3053\u3068\u3060\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<h4>AED\u306e\u8a2d\u7f6e\u6570\u306f\u3069\u306e\u304f\u3089\u3044\uff1f<\/h4>\n<p>\u3044\u3064\u3069\u3053\u3067\u3001\u81ea\u5206\u304c\u5fc3\u505c\u6b62\u3067\u5012\u308c\u308b\u304b\u306f\u308f\u304b\u308a\u307e\u305b\u3093\u3002\u305d\u308c\u306a\u3089AED\u306f\u3069\u3053\u306b\u3067\u3082\u306a\u304f\u3066\u306f\u3044\u3051\u306a\u3044\u3057\u3001\u76f8\u5f53\u306a\u6570\u304c\u5fc5\u8981\u306b\u306a\u308a\u307e\u3059\u3002\u4eca\u306e\u3068\u3053\u308d\u65e5\u672c\u306b\u3042\u308bAED\u306f\u7d0450\u4e07\u53f0\u3092\u8d85\u3048\u308b\u3088\u3046\u3067\u3059\u3002\u3082\u306e\u3059\u3054\u3044\u6570\u3067\u3059\u306d\u2026\u3002<\/p>\n<p>\u4eca\u56de\u306f\u6771\u4eac\u90fd\u306b\u7126\u70b9\u3092\u5145\u3066\u3066\u5206\u6790\u3057\u3066\u3044\u304d\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002\u307e\u305a\u306f\u6771\u4eac\u90fd\u306eAED\u306e\u8a2d\u7f6e\u72b6\u6cc1\u306b\u3064\u3044\u3066\u898b\u3066\u307f\u307e\u3057\u3087\u3046\u3002\u30c7\u30fc\u30bf\u306f\u300c<u>AED\u30aa\u30fc\u30d7\u30f3\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0<\/u>\u300d\u3068\u3044\u3046AED\u306b\u95a2\u3059\u308b\u30c7\u30fc\u30bf\u304c\u7121\u511f\u3067\u63d0\u4f9b\u3055\u308c\u3066\u3044\u305f\u306e\u3067\u3053\u3061\u3089\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"alignnone size-full wp-image-3453\" src=\"https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/10\/14542644_566848936851064_203424270_n.jpg\" alt=\"\" width=\"885\" height=\"553\" srcset=\"https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/10\/14542644_566848936851064_203424270_n.jpg 885w, https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/10\/14542644_566848936851064_203424270_n-300x187.jpg 300w, https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/10\/14542644_566848936851064_203424270_n-768x480.jpg 768w, https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/10\/14542644_566848936851064_203424270_n-370x231.jpg 370w\" sizes=\"(max-width: 885px) 100vw, 885px\" \/><\/p>\n<figure id=\"attachment_4440\" class=\"wp-caption aligncenter\"><figcaption class=\"wp-caption-text\">\u6771\u4eac\u90fd\u5185\u306e\u5e02\u533a\u753a\u6751\u5225\u306e\u8a2d\u7f6e\u4ef6\u6570<\/figcaption><\/figure>\n<p>&nbsp;<\/p>\n<p>\u5e02\u533a\u753a\u6751\u5225\u3067\u306eAED\u306e\u6570\u3092\u53ef\u8996\u5316\u3057\u3066\u307f\u307e\u3057\u305f\u3002\u307e\u3060\u307e\u3060\u767b\u9332\u6570\u304c\u5c11\u306a\u3044\u306e\u3067\u5e02\u753a\u6751\u3060\u3068\u7279\u306b\u4ef6\u6570\u304c\u5c11\u306a\u3044\u3067\u3059\u306d\u2026\u3002\u3082\u3063\u3068AED\u306b\u95a2\u3059\u308b\u30c7\u30fc\u30bf\u3092\u516c\u958b\u3057\u3066\u6b32\u3057\u3044\u3068\u3053\u308d\u3067\u3059\u3002<\/p>\n<p>\u533a\u5185\u3060\u3068\u4eba\u53e3\u304c\u591a\u3044\u305b\u3044\u304b\u305d\u308c\u3060\u3051AED\u306e\u8a2d\u7f6e\u6570\u3082\u591a\u3044\u3088\u3046\u3067\u3059\u3002\u8db3\u7acb\u533a\u3067\u306f\u7d04700\u53f0\u3082\u3042\u308b\u3088\u3046\u3067\u3059\u3002<\/p>\n<h4>\u30db\u30c3\u30c8\u30b9\u30dd\u30c3\u30c8\u306e\u691c\u51fa<\/h4>\n<p>&nbsp;<\/p>\n<p>\u305d\u308c\u3067\u306fAED\u306e\u6700\u9069\u306a\u8a2d\u7f6e\u5834\u6240\u306b\u3064\u3044\u3066\u8003\u3048\u3066\u307f\u307e\u3059\u3002<\/p>\n<p>\u8abf\u3079\u3066\u307f\u305f\u3068\u3053\u308dAED\u306f1\u53f0\u8cfc\u5165\u3059\u308b\u306e\u306b30~50\u4e07\u5186\u307b\u3069\u3059\u308b\u3088\u3046\u3067\u3059\u3002\u306a\u306e\u3067\u3001\u3080\u3084\u307f\u306b\u5404\u5730\u57df\u306e\u7a74\u5834\u306b\u8a2d\u7f6e\u3059\u308b\u306a\u3093\u3066\u3053\u3068\u306f\u3067\u304d\u306a\u3055\u305d\u3046\u3067\u3059\u3002<\/p>\n<p>\u307e\u305f\u3001\u5358\u7d14\u306b\u8003\u3048\u308b\u3068\u300c\u6025\u75c5\u60a3\u8005\u304c\u591a\u3044\u5730\u57df\u306b\u8a2d\u7f6e\u3059\u308b\u300d\u3068\u306a\u308a\u307e\u3059\u304c\u3001\u305d\u308c\u3060\u3068\u4eba\u53e3\u304c\u591a\u3044\u5730\u57df\u306b\u306a\u3063\u3066\u3057\u307e\u3044\u304c\u3061\u306a\u306e\u3067\u3001\u4eca\u56de\u306f<strong><u>\u6025\u75c5\u60a3\u8005\u304c\u73fe\u308c\u308b\u78ba\u7387\u304c\u9ad8\u3044\u5730\u57df\uff08\u30db\u30c3\u30c8\u30b9\u30dd\u30c3\u30c8\uff09\u3092\u7279\u5b9a\u3057\u3066\u3044\u304d\u305f\u3044<\/u><\/strong>\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<p>\u307e\u305a\u306fShape\u30d5\u30a1\u30a4\u30eb\u3092\u4f7f\u3063\u3066\u3001<strong><u>\u5e02\u533a\u753a\u6751\u3054\u3068\u306e\u6025\u75c5\u60a3\u8005\u6570\u306e\u30b3\u30ed\u30d7\u30ec\u30b9\u56f3\u3092\u4f5c\u6210<\/u><\/strong>\u3057\u307e\u3059\u3002Freq.csv\u306b\u306f\u3042\u3089\u304b\u3058\u3081\u5e02\u533a\u753a\u6751\u5225\u306e\u7dcf\u4eba\u53e3\u3084\u60a3\u8005\u6570\u306a\u3069\u306e\u30c7\u30fc\u30bf\u3092\u4f5c\u6210\u3057\u3066\u304a\u304d\u307e\u3057\u305f\u3002<\/p>\n<p>&nbsp;<\/p>\n<pre>library(maptools)\r\njpn &lt;- readShapePoly(\"JPN_adm2.shp\")\r\ntokyo &lt;- jpn[jpn$NAME_1 == \"Tokyo\",]\r\nFreq &lt;- read.csv(\"Freq.csv\")\r\ntokyo@data &lt;- cbind(tokyo@data,Freq[,2:10])\r\n\r\nlibrary(RColorBrewer)\r\nbrks &lt;- c(0,500,1000,1500,2000,3000,4000,5000,6000)\r\n<\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"alignnone size-full wp-image-3454\" src=\"https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/10\/14542644_566848936851064_203424270_n1.jpg\" alt=\"\" width=\"889\" height=\"557\" srcset=\"https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/10\/14542644_566848936851064_203424270_n1.jpg 889w, https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/10\/14542644_566848936851064_203424270_n1-300x188.jpg 300w, https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/10\/14542644_566848936851064_203424270_n1-768x481.jpg 768w, https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/10\/14542644_566848936851064_203424270_n1-370x232.jpg 370w\" sizes=\"(max-width: 889px) 100vw, 889px\" \/><\/p>\n<figure id=\"attachment_4442\" class=\"wp-caption aligncenter\"><figcaption class=\"wp-caption-text\">\u5e02\u533a\u753a\u6751\u5225\u5fc3\u80ba\u6a5f\u80fd\u505c\u6b62\u60a3\u8005\u6570<\/figcaption><\/figure>\n<p>&nbsp;<\/p>\n<p>\u8003\u5bdf\u3068\u3057\u3066\u306f<strong><u>\u3084\u306f\u308a\u4eba\u53e3\u306e\u591a\u3044\u5730\u57df\u307b\u3069\u60a3\u8005\u306e\u6570\u306f\u591a\u3044\u50be\u5411\u306b\u3042\u308b<\/u><\/strong>\u3068\u3044\u3046\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002\u300c\u4e16\u7530\u8c37\u533a\u300d\u300c\u5927\u7530\u533a\u300d\u300c\u8db3\u7acb\u533a\u300d\u304cTOP3\u306b\u306a\u3063\u3066\u304a\u308a\u3001\u5e02\u3067\u306f\u300c\u516b\u738b\u5b50\u5e02\u300d\u3068\u300c\u753a\u7530\u5e02\u300d\u304c\u76ee\u7acb\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u6b21\u306b\u663c\u9593\u4eba\u53e3\u3068\u60a3\u8005\u6570\u306e\u30c7\u30fc\u30bf\u3092\u7528\u3044\u3066\u78ba\u7387\u5730\u56f3\u3092\u4f5c\u6210\u3057\u3066\u307f\u307e\u3059\u3002<\/p>\n<p>\u3068\u3053\u308d\u3067\u3001\u4eba\u53e3\u3092\u5206\u6bcd\u3068\u3059\u308b\u6bd4\u7387\u3092\u30b3\u30ed\u30d7\u30ec\u30b9\u56f3\u4e0a\u306b\u8868\u73fe\u3059\u308b\u3068\u304d\u3001\u7387\u306e\u9ad8\u4f4e\u304c\u5206\u304b\u308a\u306b\u304f\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u305d\u3053\u3067\u3001<strong><u>\u5bfe\u8c61\u5730\u57df\u5168\u4f53\u306e\u7387\u304c\u4e00\u69d8\u3067\u3042\u308b\u3068\u4eee\u5b9a\u3057\u305f\u5834\u5408\u306b\u4e88\u6e2c\u3055\u308c\u308b\u3042\u308b\u5730\u57df\u306e\u671f\u5f85\u5024\u3068\u89b3\u6e2c\u5024\uff08\u60a3\u8005\u6570\uff09\u306e\u6bd4\u3092\u3068\u308b\u6a19\u6e96\u5316\u6307\u6a19\u3092\u7528\u3044\u308b\u3053\u3068\u3067\u9ad8\u4f4e\u306e\u5224\u65ad\u304c\u3067\u304d\u308b<\/u><\/strong>\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<div class=\"lastbox marB40\">\u671f\u5f85\u5024 = \u3042\u308b\u5730\u57df\u306e\u4eba\u53e3 * ( \u60a3\u8005\u6570\u306e\u5408\u8a08 \/ \u4eba\u53e3\u306e\u5408\u8a08 )<br \/>\nri\u00a0= \u3042\u308b\u5730\u57df\u306e\u60a3\u8005\u6570 \/ \u671f\u5f85\u5024<\/div>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<pre>E&lt;-tokyo@data$Daytime * (sum(tokyo@data$Cardiac_arrest)\/sum(tokyo@data$Daytime))\r\nr &lt;- tokyo@data$Cardiac_arrest\/E\r\ntokyo@data &lt;- cbind(tokyo@data,r)\r\nbrks &lt;- c(0,0.6,0.8,1,1.2,1.4,1.6,1.8)\r\nspplot(tokyo,zcol = \"r\",at = brks,col.regions = brewer.pal(8,\"Blues\"))\r\n<\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"alignnone size-full wp-image-3455\" src=\"https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/10\/14508548_566848943517730_279565389_n.jpg\" alt=\"\" width=\"889\" height=\"557\" srcset=\"https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/10\/14508548_566848943517730_279565389_n.jpg 889w, https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/10\/14508548_566848943517730_279565389_n-300x188.jpg 300w, https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/10\/14508548_566848943517730_279565389_n-768x481.jpg 768w, https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/10\/14508548_566848943517730_279565389_n-370x232.jpg 370w\" sizes=\"(max-width: 889px) 100vw, 889px\" \/><\/p>\n<figure id=\"attachment_4443\" class=\"wp-caption aligncenter\"><figcaption class=\"wp-caption-text\">\u5e02\u533a\u753a\u6751\u5225\u5fc3\u80ba\u6a5f\u80fd\u505c\u6b62\u60a3\u8005\u6570\u306e\u6a19\u6e96\u5316<\/figcaption><\/figure>\n<p>&nbsp;<\/p>\n<p>\u6a19\u6e96\u5316\u3057\u305f\u30b3\u30ed\u30d7\u30ec\u30b9\u56f3\u3092\u898b\u3066\u307f\u308b\u3068\u3001\u300c\u6a9c\u539f\u6751\u300d\u304c\u4e00\u756a\u9ad8\u304f\u306a\u3063\u3066\u3044\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002\u305d\u3057\u3066\u3001\u60a3\u8005\u6570\u304c\u591a\u304b\u3063\u305f\u533a\u3067\u306f\u305d\u3053\u307e\u3067\u6a19\u6e96\u5316\u5f97\u70b9\u306f\u9ad8\u304f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n<p>\u3057\u304b\u3057\u3001\u3053\u306e\u65b9\u6cd5\u3060\u3068<strong><u>\u4eba\u53e3\u304c\u5c0f\u3055\u3044\u5730\u57df\u3067r\u306e\u5909\u52d5\u304c\u6fc0\u3057\u304f\u306a\u3063\u3066\u3057\u307e\u3046<\/u><\/strong>\u3093\u3067\u3059\u3002<\/p>\n<p>\u4f8b\u3048\u3070\u3001\u5358\u7d14\u3067\u3059\u304c\u300c\u5730\u57dfA\u306e\u60a3\u8005\u6570\u306f100\u4eba\u3067\u671f\u5f85\u5024\u306f50\u4eba\u300d\u3067\u300c\u5730\u57dfB\u306e\u60a3\u8005\u6570\u306f3\u4eba\u3067\u671f\u5f85\u5024\u306f1.5\u4eba\u300d\u3060\u3063\u305f\u3068\u3057\u307e\u3059\u3002\u3053\u306e\u5834\u5408\u306f\u3069\u3061\u3089\u3082r\u304c\uff12\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<table border=\"1\">\n<tbody>\n<tr>\n<th><\/th>\n<th>\u60a3\u8005\u6570<\/th>\n<th>\u671f\u5f85\u5024<\/th>\n<th>r=\u3042\u308b\u5730\u57df\u306e\u60a3\u8005\u6570\/\u671f\u5f85\u5024<\/th>\n<\/tr>\n<tr>\n<th>\u5730\u57dfA<\/th>\n<th>100<\/th>\n<th>50<\/th>\n<th>2<\/th>\n<\/tr>\n<tr>\n<th>\u5730\u57dfB<\/th>\n<th>3<\/th>\n<th>1.5<\/th>\n<th>2<\/th>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>&nbsp;<\/p>\n<p>\u305d\u3053\u3067\u4e21\u65b9\u306e\u5730\u57df\u3067\u60a3\u8005\u6570\u304c\uff11\u6e1b\u3063\u305f\u3068\u3057\u307e\u3059\u3002\u305d\u3046\u3059\u308b\u3068\u5730\u57dfA\u3067\u306er\u306f1.98\u3067\u5730\u57dfB\u3067\u306f1.33\u3068\u306a\u308a\u5730\u57dfB\u306f\u5730\u57dfA\u3088\u308a\u5909\u52d5\u304c\u5927\u304d\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<table border=\"1\">\n<tbody>\n<tr>\n<th><\/th>\n<th>\u60a3\u8005\u6570<\/th>\n<th>\u671f\u5f85\u5024<\/th>\n<th>r=\u3042\u308b\u5730\u57df\u306e\u60a3\u8005\u6570\/\u671f\u5f85\u5024<\/th>\n<\/tr>\n<tr>\n<th>\u5730\u57dfA<\/th>\n<th>99<\/th>\n<th>50<\/th>\n<th>1.98<\/th>\n<\/tr>\n<tr>\n<th>\u5730\u57dfB<\/th>\n<th>2<\/th>\n<th>1.5<\/th>\n<th>1.33<\/th>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>&nbsp;<\/p>\n<p>\u3053\u306e\u3088\u3046\u306a\u554f\u984c\u306f<strong><u>\u300c\u5c11\u6570\u554f\u984c\u300d<\/u><\/strong>\u3068\u8a00\u308f\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e\u554f\u984c\u306b\u3064\u3044\u3066\u306f\u3001<strong><u>\u78ba\u7387\u8ad6\u3092\u5c0e\u5165\u3059\u308b\u3053\u3068\u3067\u89e3\u6c7a\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059<\/u><\/strong>\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u5730\u57df\u306e\u60a3\u8005\u6570\u767a\u751f\u6570\u306b\u5bfe\u3057\u3066\u5730\u57df\u4eba\u53e3\u304c\u5341\u5206\u306b\u5927\u304d\u3044\u3068\u304d\u30dd\u30a2\u30bd\u30f3\u5206\u5e03\u306b\u5f93\u3046\u3068\u4eee\u5b9a\u3057\u3001\u5730\u57df\u3054\u3068\u306e\u6025\u75c5\u60a3\u8005\u306e\u767a\u751f\u30ea\u30b9\u30af\u78ba\u7387\u3092\u8a08\u7b97\u3057\u307e\u3059\u3002<\/p>\n<p>\u8a08\u7b97\u3057\u305f\u78ba\u7387\u304c\u4f8b\u3048\u3070\u300cp\uff1c0.05\u300d\u306e\u3068\u304d\u3001\u767a\u751f\u78ba\u7387\u306f\u6709\u610f\u306b\u5927\u304d\u3044\uff08\u5c0f\u3055\u3044\uff09\u3068\u3044\u3046\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>R\u3067\u306fspdep\u30d1\u30c3\u30b1\u30fc\u30b8\u306echoynowaski\u95a2\u6570\u3092\u7528\u3044\u308b\u3053\u3068\u3067\u78ba\u7387\u5730\u56f3\u306e\u8a08\u7b97\u3092\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<pre>library(spdep)\r\nres &lt;- choynowski(tokyo@data$Cardiac_arrest,tokyo@data$Daytime)\r\nlt005 &lt;- (res$pmap &lt; 0.05) &amp; (res$type)\r\nge005 &lt;- (res$pmap &lt; 0.05) &amp; (!res$type)\r\ncols &lt;- rep(\"white\",length(lt005))\r\ncols[lt005] &lt;- \"#4682B4\"\r\ncols[ge005] &lt;- \"#FA8072\"\r\nplot(tokyo,col = cols)\r\nlegend(\"left\",fill = c(\"#4682B4\",\"#FA8072\"),legend = c(\"low\",\"high\"),bty = \"n\")\r\n<\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"alignnone size-full wp-image-3456\" src=\"https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/10\/14518431_566848940184397_1227834181_n.jpg\" alt=\"\" width=\"889\" height=\"557\" srcset=\"https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/10\/14518431_566848940184397_1227834181_n.jpg 889w, https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/10\/14518431_566848940184397_1227834181_n-300x188.jpg 300w, https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/10\/14518431_566848940184397_1227834181_n-768x481.jpg 768w, https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/10\/14518431_566848940184397_1227834181_n-370x232.jpg 370w\" sizes=\"(max-width: 889px) 100vw, 889px\" \/><\/p>\n<figure id=\"attachment_4451\" class=\"wp-caption aligncenter\"><figcaption class=\"wp-caption-text\">\u30dd\u30a2\u30bd\u30f3\u78ba\u7387\u5730\u56f3<\/figcaption><\/figure>\n<p>&nbsp;<\/p>\n<p>\u8d64\u304f\u5857\u308a\u3064\u3076\u3057\u3066\u3044\u308b\u3068\u3053\u308d\u304c\u60a3\u8005\u306e\u767a\u751f\u78ba\u7387\u304c\u6709\u610f\u306b\u9ad8\u304f\u3001\u9752\u304f\u5857\u308a\u3064\u3076\u3057\u3066\u3044\u308b\u3068\u3053\u308d\u304c\u60a3\u8005\u306e\u767a\u751f\u78ba\u7387\u304c\u6709\u610f\u306b\u4f4e\u3044\u3068\u8aad\u307f\u53d6\u3063\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<p>\u3053\u306e\u7d50\u679c\u304b\u3089\u6709\u610f\u306b\u9ad8\u3044\u5730\u57df\uff08\u30db\u30c3\u30c8\u30b9\u30dd\u30c3\u30c8\uff09\u306f\u512a\u5148\u7684\u306bAED\u3092\u8a2d\u7f6e\u3057\u305f\u307b\u3046\u304c\u826f\u3044\u3068\u8003\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n<p>\u533a\u306b\u306f\u7d50\u69cb\u306a\u6570\u304c\u8a2d\u7f6e\u3055\u308c\u3066\u3044\u308b\u306e\u3067\u5341\u5206\u304b\u3068\u601d\u3044\u307e\u3057\u305f\u304c\u3001\u5c71\u624b\u7dda\u5185\u306f\u307e\u3060\u307e\u3060\u8db3\u308a\u306a\u3044\u306e\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002<\/p>\n<p>&nbsp;<\/p>\n<h4>\u6700\u5f8c\u306b\u8a2d\u7f6e\u5834\u6240\u3092\u8003\u3048\u308b<\/h4>\n<p>&nbsp;<\/p>\n<p>\u6700\u5f8c\u306b\u60a3\u8005\u306e\u767a\u751f\u30ea\u30b9\u30af\u304c\u6709\u610f\u306b\u9ad8\u3044\u5730\u57df\u306e\u4e2d\u304b\u3089\u4e00\u3064\u9078\u3093\u3067\u3001AED\u3092\u3069\u3053\u306b\u8a2d\u7f6e\u3059\u308b\u304b\u3092\u8003\u3048\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n<p>\u5fc3\u505c\u6b62\u5f8c\u306b\u8133\u7d30\u80de\u304c\u6b7b\u306b\u59cb\u3081\u308b\u306e\u306f3\u5206\u5f8c\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u305d\u3057\u3066\u3001\u5fc3\u81d3\u3084\u547c\u5438\u304c\u6b62\u307e\u3063\u305f\u4eba\u304c\u52a9\u304b\u308b\u78ba\u7387\u306f\u3001\u4f55\u3082\u3057\u306a\u3044\u5834\u5408\u3060\u30683\u5206\u5f8c\u306b\u306f20%\u3057\u304b\u306a\u3044\u3068\u8a00\u308f\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>119\u756a\u901a\u5831\u3092\u3057\u3066\u304b\u3089\u73fe\u5834\u306b\u6551\u6025\u8eca\u304c\u5230\u7740\u3059\u308b\u6642\u9593\u306f\u5e73\u5747\u30677\u520642\u79d2\u306a\u306e\u3067\u3001\u6551\u6025\u8eca\u304c\u5230\u7740\u3059\u308b\u9803\u306b\u306f\u52a9\u304b\u308b\u78ba\u7387\u306f10%\u7a0b\u5ea6\u306b\u306a\u3063\u3066\u3057\u307e\u3044\u307e\u3059\u3002<\/p>\n<p>\u3064\u307e\u308a\u3001<strong><u>\u76ee\u6483\u3057\u305f\u4eba\u304c\u65e9\u6025\u306b\u5fdc\u6025\u624b\u5f53\u3092\u3057\u306a\u3051\u308c\u3070\u3001\u52a9\u304b\u308b\u78ba\u7387\u306f\u304b\u306a\u308a\u4f4e\u3044<\/u><\/strong>\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u305d\u3053\u3067\u3001AED\u306e\u4f4d\u7f6e\u60c5\u5831\u3092\u3082\u3068\u306b\u5012\u308c\u3066\u304b\u3089\u3059\u3050\u306b\u76ee\u6483\u3055\u308c\u308c\u3070\u52a9\u304b\u308b\u78ba\u7387\u304c\u9ad8\u3044\u5730\u57df\u3092\u53ef\u8996\u5316\u3057\u3066\u307f\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<p>AED\u30923\u5206\u4ee5\u5185\u3067\u53d6\u308a\u306b\u884c\u3063\u3066\u623b\u3063\u3066\u8607\u751f\u6d3b\u52d5\u304c\u59cb\u3081\u3089\u308c\u308b\u8ddd\u96e2\u3092200m\u3068\u3057\u3001AED\u306e\u8a2d\u7f6e\u5834\u6240\u304b\u3089\u534a\u5f84200m\u306e\u30b5\u30fc\u30af\u30eb\u3092\u30d7\u30ed\u30c3\u30c8\u3057\u307e\u3059\u3002<\/p>\n<p>\u4eca\u56de\u306f\u65e2\u5b58\u306e\u8a2d\u7f6e\u7b87\u6240\u306e\u30c7\u30fc\u30bf\u304c\u8c4a\u5bcc\u3067\u3042\u3063\u305f\u300c\u8db3\u7acb\u533a\u300d\u3092\u4f8b\u306b\u3057\u3066\u307f\u307e\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<pre>library(leaflet)\r\nAddress &lt;- read.csv(\"Address.csv\")\r\npoly &lt;- read.csv(\"data\/poly.csv\")\r\nm &lt;- leaflet(Address)%&gt;%addTiles()\r\nm%&gt;%addCircles(lng = ~longitude,lat = ~latitude,radius = 200,color = \"#4682B4\")%&gt;%addPolylines(data = poly,lng = ~longitude,lat = ~latitude,color = \"black\",weight = \"8\")\r\n<\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"size-full wp-image-3457 aligncenter\" src=\"https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/10\/14518746_566848950184396_270730871_n.jpg\" alt=\"\" width=\"885\" height=\"553\" srcset=\"https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/10\/14518746_566848950184396_270730871_n.jpg 885w, https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/10\/14518746_566848950184396_270730871_n-300x187.jpg 300w, https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/10\/14518746_566848950184396_270730871_n-768x480.jpg 768w, https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/10\/14518746_566848950184396_270730871_n-370x231.jpg 370w\" sizes=\"(max-width: 885px) 100vw, 885px\" \/><br \/>\n\u30b5\u30fc\u30af\u30eb\u5185\u3067\u3042\u308c\u3070AED\u304c\u8fd1\u304f\u306b\u3042\u308b\u306e\u3067\u3001\u52a9\u304b\u308b\u78ba\u7387\u306f\u9ad8\u304f\u306a\u308a\u307e\u3059\u3002\u30b5\u30fc\u30af\u30eb\u5916\u3060\u3068AED\u304c200m\u3088\u308a\u3082\u9060\u304f\u306b\u3042\u308b\u306e\u3067\u305d\u308c\u3060\u3051\u52a9\u304b\u308b\u78ba\u7387\u304c\u4f4e\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u3051\u3063\u3053\u3046\u307e\u3070\u3089\u306bAED\u304c\u8a2d\u7f6e\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u304c\u3001<strong><u>\u30aa\u30ec\u30f3\u30b8\u8272\u306e\u5186\u3067\u56f2\u3063\u305f\u90e8\u5206\u306b\u306f\u3042\u307e\u308aAED\u304c\u8a2d\u7f6e\u3055\u308c\u3066\u3044\u307e\u305b\u3093\u3002\u3053\u306e\u3042\u305f\u308a\u306f\u629c\u3051\u76ee\u90e8\u5206\u3068\u3044\u3048\u308b<\/u><\/strong>\u3067\u3057\u3087\u3046\u3002<\/p>\n<p>\u3057\u304b\u3082\u3001<strong><u>\u30e9\u30f3\u30cb\u30f3\u30b0\u30fb\u30b5\u30a4\u30af\u30ea\u30f3\u30b0\u30fb\u30a6\u30a9\u30fc\u30ad\u30f3\u30b0\u5404\u30b3\u30fc\u30b9\u304c\u3042\u308b\u820e\u4eba\u516c\u5712\u3082\u5186\u5185\u306b\u542b\u307e\u308c\u3066\u3044\u307e\u3059<\/u><\/strong>\u3002\u307e\u305a\u306f\u3053\u306e\u3042\u305f\u308a\u306b\u8a2d\u7f6e\u3057\u3066\u304a\u304f\u3079\u304d\u306a\u306e\u3067\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b\u3002<\/p>\n<p>&nbsp;<\/p>\n<h4>\u307e\u3068\u3081<\/h4>\n<p>&nbsp;<\/p>\n<p>\u4eca\u56de\u306f\u60a3\u8005\u306e\u767a\u751f\u4ef6\u6570\u3084AED\u306e\u4f4d\u7f6e\u60c5\u5831\u3092\u7528\u3044\u3066\u3001\u3069\u3053\u306bAED\u3092\u8a2d\u7f6e\u3059\u308b\u3079\u304d\u304b\u691c\u8a0e\u3057\u3066\u307f\u307e\u3057\u305f\u3002<\/p>\n<p>\u3057\u304b\u3057\u3001AED\u306e\u4f4d\u7f6e\u60c5\u5831\u306e\u30c7\u30fc\u30bf\u304c\u5c11\u306a\u304b\u3063\u305f\u306e\u304c\u5c11\u3057\u7269\u8db3\u308a\u306a\u3044\u611f\u3058\u304c\u3057\u307e\u3059\u3002\u3084\u306f\u308a\u3053\u306e\u3088\u3046\u306a\u60c5\u5831\u306f\u3082\u3063\u3068\u30aa\u30fc\u30d7\u30f3\u306b\u3057\u3066\u6b32\u3057\u3044\u3068\u601d\u3044\u307e\u3057\u305f\u3002<\/p>\n<p>AED\u306b\u95a2\u3059\u308b\u30c7\u30fc\u30bf\u306e\u5e30\u5c5e\u6a29\u30fb\u8457\u4f5c\u6a29\u306f\u4f01\u696d\u306b\u5373\u3057\u3066\u3044\u308b\u5834\u5408\u304c\u591a\u304f\u3001\u7814\u7a76\u6240\u304c\u81ea\u7531\u306b\u5206\u6790\u30fb\u767a\u8868\u3059\u308b\u3053\u3068\u306f\u8a31\u3055\u308c\u3066\u3044\u306a\u3044\u3088\u3046\u3067\u3059\u3002\u3053\u308c\u3063\u3066\u5909\u3067\u3059\u3088\u306d\u2026\u3002<\/p>\n<p>\u307e\u305f\u3001\u60a3\u8005\u304c\u3069\u3053\u3067\u51fa\u73fe\u3057\u305f\u306e\u304b\u3068\u3044\u3046\u4f4d\u7f6e\u60c5\u5831\u3082\u3042\u3063\u305f\u308a\u3059\u308b\u3068\u3082\u3063\u3068\u8a73\u7d30\u306b\u691c\u8a0e\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u305f\u306e\u3067\u306f\u306a\u3044\u304b\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<p><strong><u>AED\u304c\u8fd1\u304f\u306b\u3042\u308b\u306e\u306b\u52a9\u304b\u3089\u306a\u304b\u3063\u305f\u60a3\u8005\u304c\u591a\u3044\u3068\u304b\u3001\u305d\u306e\u9006\u304c\u3042\u3063\u305f\u308a\u3057\u305f\u3089\u305d\u308c\u306f\u5f79\u7acb\u3064\u767a\u898b\u3060\u3068\u601d\u3044\u307e\u3059<\/u><\/strong>\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u4eca\u56de\u306e\u5206\u6790\u3092\u901a\u3057\u3066\u3001\u3082\u3057\u3082\u81ea\u5206\u304c\u30d0\u30a4\u30b9\u30bf\u30f3\u30c0\u30fc\u3068\u306a\u3063\u305f\u5834\u5408\u306b\u306f\u8fc5\u901f\u306a\u5bfe\u5fdc\u304c\u5fc5\u8981\u306a\u306e\u3060\u3068\u6539\u3081\u3066\u611f\u3058\u307e\u3057\u305f\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4ee5\u524d\u77e5\u4eba\u3068\u5f85\u3061\u5408\u308f\u305b\u3092\u3057\u3066\u3044\u308b\u6642\u3001\u96a3\u306b\u3042\u308b\u30e2\u30ce\u304c\u3042\u308a\u307e\u3057\u305f\u3002\u305d\u308c\u306f\u300cAED\u300d\u3067\u3059\u3002\u50d5\u304c\u77e5\u4eba\u3092\u5f85\u3064\u3088\u3046\u306bAED\u3082\u6d3b\u8e8d\u3059\u308b\u305d\u306e\u6642\u3092\u5f85\u3063\u3066\u3044\u307e\u3057\u305f\u3002 \u305d\u3093\u306aAED\u3092\u898b\u3066\u3075\u3068\u601d\u3063\u305f\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u300c\u4f7f\u3046\u65e5\u304c\u6765\u308b\u306e\u3060\u308d\u3046\u304b\uff08\u3053\u306a\u3044\u65b9\u304c\u826f\u3044\u306b\u6c7a\u307e\u3063\u3066\u308b\uff09\u300d\u300cAED\u3063\u3066\u4f55\u53f0\u3042\u308b\u3093\u3060\u308d\u3046\uff1f\u300d\u300c\u672c\u5f53\u306b\u4eba\u3092\u52a9\u3051\u3089\u308c\u308b\u306e\u304b\uff1f\u300d\u306a\u3069\u306a\u3069\u3002 \u3068\u3044\u3046\u3053\u3068\u3067\u3001\u4eca\u56de\u306f\u6539\u3081\u3066AED\u306b\u3064\u3044\u3066\u7406\u89e3\u3057\u3066\u3044\u304d\u306a\u304c\u3089\u3001\u30c7\u30fc\u30bf\u5206\u6790\u304b\u3089\u300c\u3069\u3053\u306bAED\u304c\u3042\u308b\u3068\u826f\u3044\u306e\u304b\uff1f\u300d\u306b\u3064\u3044\u3066\u8003\u3048\u3066\u898b\u307e\u3059\u3002 &nbsp; \u305d\u3082\u305d\u3082AED\u3068\u306f\u306a\u3093\u305e\u3084 \u305d\u3082\u305d\u3082AED\u3063\u3066\u306a\u3093\u3060\u3063\u3051\uff1f\u3069\u3093\u306a\u5834\u9762\u3067\u6d3b\u8e8d\u3059\u308b\u3093\u3060\u3063\u3051\uff1f\u3068\u3044\u3046\u65b9\u3082\u3044\u308b\u304b\u3082\u3057\u308c\u306a\u3044\u306e\u3067\u3001\u3082\u3046\u4e00\u5ea6\u78ba\u8a8d\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002 AED\u3068\u306f\u300cAutomated External Defibrillator\u300d\u306e\u7565\u79f0\u3067\u300c\u81ea\u52d5\u5316\u3055\u308c\u305f\u4f53\u5916\u5f0f\u306e\u9664\u7d30\u52d5\u5668\u300d\u3068\u3044\u3046\u610f\u5473\u306b\u306a\u308a\u307e\u3059\u3002 \u3064\u307e\u308a\u3001\u5fc3\u81d3\u304c\u3051\u3044\u308c\u3093\u3057\u8840\u6db2\u3092\u6d41\u3059\u30dd\u30f3\u30d7\u6a5f\u80fd\u3092\u5931\u3063\u305f\u72b6\u614b\uff08\u5fc3\u5ba4\u7d30\u52d5\uff09\u306b\u306a\u3063\u305f\u5fc3\u81d3\u306b\u5bfe\u3057\u3066\u3001\u96fb\u6c17\u30b7\u30e7\u30c3\u30af\u3092\u4e0e\u3048\u3001\u6b63\u5e38\u306a\u30ea\u30ba\u30e0\u306b\u623b\u3059\u305f\u3081\u306e\u533b\u7642\u6a5f\u5668\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002 &nbsp; \u306a\u3093\u3060\u304b\u96e3\u3057\u305d\u3046\u3068\u601d\u3046\u65b9\u3082\u3044\u308b\u3068\u601d\u3044\u307e\u3059\u304c\u3001AED\u306f\u81ea\u52d5\u3067\u60a3\u8005\u306e\u72b6\u614b\u3092\u5224\u65ad\u3057\u3066\u304f\u308c\u3066\u3001\u3057\u304b\u3082\u97f3\u58f0\u3067\u6b63\u78ba\u306b\u6307\u793a\u3092\u3057\u3066\u304f\u308c\u308b\u3068\u3044\u3046\u512a\u308c\u3082\u306e\u3067\u3059\u3002 \u306a\u306e\u3067\u4e00\u822c\u5e02\u6c11\u306e\u65b9\u3067\u3082\u6551\u547d\u6d3b\u52d5\u3092\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 \u6d88\u9632\u767d\u66f8\u306b\u3088\u308b\u30682014\u5e74\u306e\u4e00\u822c\u5e02\u6c11\u306eAED\u4f7f\u7528\u4e8b\u4f8b\u306f\u7d041,600\u4ef6\u3042\u3063\u305f\u305d\u3046\u3067\u3059\u3002\u3053\u308c\u3092\u591a\u3044\u3068\u3068\u3089\u3048\u308b\u304b\u5c11\u306a\u3044\u3068\u3068\u3089\u3048\u308b\u304b\u3002 \u3069\u3061\u3089\u306b\u305b\u3088\u79c1\u305f\u3061\u304c\u30d0\u30a4\u30b9\u30bf\u30f3\u30c0\u30fc\u3068\u306a\u308b\u78ba\u7387\u306f0\u3067\u306f\u306a\u3044\u306e\u3067\u3001\u982d\u306e\u7247\u9685\u306b\u5165\u308c\u3066\u304a\u304b\u306a\u3051\u308c\u3070\u3044\u3051\u306a\u3044\u3053\u3068\u3060\u3068\u601d\u3044\u307e\u3059\u3002 &nbsp; AED\u306e\u8a2d\u7f6e\u6570\u306f\u3069\u306e\u304f\u3089\u3044\uff1f 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\u8abf\u3079\u3066\u307f\u305f\u3068\u3053\u308dAED\u306f1\u53f0\u8cfc\u5165\u3059\u308b\u306e\u306b30~50\u4e07\u5186\u307b\u3069\u3059\u308b\u3088\u3046\u3067\u3059\u3002\u306a\u306e\u3067\u3001\u3080\u3084\u307f\u306b\u5404\u5730\u57df\u306e\u7a74\u5834\u306b\u8a2d\u7f6e\u3059\u308b\u306a\u3093\u3066\u3053\u3068\u306f\u3067\u304d\u306a\u3055\u305d\u3046\u3067\u3059\u3002 \u307e\u305f\u3001\u5358\u7d14\u306b\u8003\u3048\u308b\u3068\u300c\u6025\u75c5\u60a3\u8005\u304c\u591a\u3044\u5730\u57df\u306b\u8a2d\u7f6e\u3059\u308b\u300d\u3068\u306a\u308a\u307e\u3059\u304c\u3001\u305d\u308c\u3060\u3068\u4eba\u53e3\u304c\u591a\u3044\u5730\u57df\u306b\u306a\u3063\u3066\u3057\u307e\u3044\u304c\u3061\u306a\u306e\u3067\u3001\u4eca\u56de\u306f\u6025\u75c5\u60a3\u8005\u304c\u73fe\u308c\u308b\u78ba\u7387\u304c\u9ad8\u3044\u5730\u57df\uff08\u30db\u30c3\u30c8\u30b9\u30dd\u30c3\u30c8\uff09\u3092\u7279\u5b9a\u3057\u3066\u3044\u304d\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002 \u307e\u305a\u306fShape\u30d5\u30a1\u30a4\u30eb\u3092\u4f7f\u3063\u3066\u3001\u5e02\u533a\u753a\u6751\u3054\u3068\u306e\u6025\u75c5\u60a3\u8005\u6570\u306e\u30b3\u30ed\u30d7\u30ec\u30b9\u56f3\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002Freq.csv\u306b\u306f\u3042\u3089\u304b\u3058\u3081\u5e02\u533a\u753a\u6751\u5225\u306e\u7dcf\u4eba\u53e3\u3084\u60a3\u8005\u6570\u306a\u3069\u306e\u30c7\u30fc\u30bf\u3092\u4f5c\u6210\u3057\u3066\u304a\u304d\u307e\u3057\u305f\u3002 &nbsp; library(maptools) jpn &lt;- readShapePoly(&#8220;JPN_adm2.shp&#8221;) tokyo &lt;- jpn[jpn$NAME_1 == &#8220;Tokyo&#8221;,] Freq &lt;- read.csv(&#8220;Freq.csv&#8221;) tokyo@data &lt;- cbind(tokyo@data,Freq[,2:10]) library(RColorBrewer) brks &lt;- c(0,500,1000,1500,2000,3000,4000,5000,6000) \u5e02\u533a\u753a\u6751\u5225\u5fc3\u80ba\u6a5f\u80fd\u505c\u6b62\u60a3\u8005\u6570 &nbsp; 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