{"id":3430,"date":"2024-03-31T10:29:36","date_gmt":"2024-03-31T01:29:36","guid":{"rendered":"https:\/\/plaza.umin.ac.jp\/~OIO\/?p=3430"},"modified":"2024-04-01T07:53:36","modified_gmt":"2024-03-31T22:53:36","slug":"r-excess-mortality","status":"publish","type":"post","link":"https:\/\/plaza.umin.ac.jp\/~OIO\/?p=3430","title":{"rendered":"R excess mortality"},"content":{"rendered":"<h1>\u8d85\u904e\u6b7b\u4ea1\u7387\u306e\u96c6\u8a08<\/h1>\n<p>\u30b3\u30ed\u30ca\u798d\u3067\u8d85\u904e\u6b7b\u4ea1\u304c\u8a71\u984c\u306b\u306a\u308b\u4e8b\u304c\u3042\u308a\u307e\u3057\u305f\u304c\u3069\u3046\u3084\u3063\u3066\u8a08\u7b97\u3057\u3066\u3044\u308b\u306e\u304b\u3088\u304f\u77e5\u3089\u306a\u304b\u3063\u305f\u306e\u3067\u5c11\u3057\u3072\u3082\u89e3\u3044\u3066\u307f\u307e\u3057\u305f\u3002<a href=\"https:\/\/www.ncbi.nlm.nih.gov\/pmc\/articles\/PMC10200579\/\">\u53c2\u7167\u3057\u305f\u6587\u732e\u306f\u3053\u3061\u3089<\/a>\u3002\u4f7f\u7528\u3057\u305f\u306e\u306fexcessmort\u30d1\u30c3\u30b1\u30fc\u30b8\u3067\u3059\u3002<\/p>\n<p>\u3053\u306e\u30d1\u30c3\u30b1\u30fc\u30b8\u306b\u306f<a href=\"https:\/\/www.cdc.gov\/nchs\/nvss\/vsrr\/covid19\/index.htm\">CDC\u304c\u516c\u958b\u3059\u308b<\/a>\u3001\u5dde\u5225\u3067\u3001\u9031\u3054\u3068\u306e\u6b7b\u4ea1\u8005\u6570\u306e\u898b\u7a4d\u3082\u308a\u3001\u306b\u52a0\u3048\u3066\u4eba\u53e3\u306e\u898b\u7a4d\u3082\u308a\uff08Census\u3068\u3044\u3046\u4eba\u53e3\u7d71\u8a08\u304b\u3089\u306e\u5909\u5316\u3092\u8a08\u7b97\u3057\u305f\u898b\u7a4d\u3082\u308a\uff09\u306e\u60c5\u5831\u304ccdc_state_counts\u3068\u3044\u3046\u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\u3067\u542b\u307e\u308c\u307e\u3059\u3002\u3053\u308c\u3092\u5229\u7528\u3057\u3066\u3001\u65b0\u578b\u30b3\u30ed\u30ca\u304c\u6d41\u884c\u3057\u59cb\u3081\u305f2020\u5e74\u4ee5\u964d\u30c7\u30fc\u30bf\u3068\u3001\u6b7b\u4ea1\u306e\u591a\u304b\u3063\u305f2017-18\u306e\u30a4\u30f3\u30d5\u30eb\u30a8\u30f3\u30b6\u30b7\u30fc\u30ba\u30f3\u3092\u9664\u5916\u3057\u305f\u30c7\u30fc\u30bf\u3092\u57fa\u306b\u3001\u305d\u308c\u3089\u306e\u6b7b\u4ea1\u306e\u5f71\u97ff\u304c\u306a\u3044\u5834\u5408\u306e\u671f\u5f85\u3055\u308c\u308b\u6b7b\u4ea1\u306e\u30c8\u30ec\u30f3\u30c9\u30fb\u5b63\u7bc0\u5909\u5316\u3092\u8a08\u7b97\u3057\u307e\u3059\u3002\u305d\u306e\u3046\u3048\u3067\u3001\u305d\u306e\u30e2\u30c7\u30eb\u304b\u3089\u306e\u9038\u8131\u72b6\u6cc1\u3092\u30d7\u30ed\u30c3\u30c8\u3057\u307e\u3059\u3002\uff08\u305d\u306e\u9038\u8131\u5206\u304c\u65b0\u578b\u30b3\u30ed\u30ca\uff08\u30682017-18\u306f\u30a4\u30f3\u30d5\u30eb\u30a8\u30f3\u30b6\uff09\u306e\u5f71\u97ff\u3068\u89e3\u91c8\u3057\u305f\u3044\u3068\u3044\u3046\u4eee\u8aac\u3067\u96c6\u8a08\u3057\u307e\u3059\uff09<\/p>\n<p>\u30e1\u30ea\u30fc\u30e9\u30f3\u30c9\u5dde\u3092\u9078\u629e\u3057\u305f\u306e\u306f\u3001\u4ee5\u524d\u4f4f\u3093\u3067\u3044\u305f\u304b\u3089\u3067\u3059\u3002<\/p>\n<div class=\"content\" aria-description=\"\" aria-label=\"Copilot \u304c\u9001\u4fe1\u3057\u307e\u3057\u305f: \" tabindex=\"0\">\n<div class=\"ac-container ac-adaptiveCard\" streaming=\"\">\n<div class=\"ac-textBlock\">\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\">library(excessmort)\r\nlibrary(dplyr)\r\nlibrary(lubridate)\r\nlibrary(ggplot2)\r\n\r\n\r\n\r\n# A list with six ggplot objects: \u2018population\u2018 is a time series plot of the population. \u2018seasonal\u2018 is a\r\n# plot showing the estimated seasonal effect. \u2018trend\u2018 is a time series plot showing the estimated trend.\r\n# \u2018weekday\u2018 is a plot of the estimated weekday effects if they were estimated. \u2018expected\u2018is a time\r\n# series plot of the expected values. \u2018residual\u2018 is a time series plot of the residuals.\r\n\r\nflu_season &lt;- seq(make_date(2017, 12, 16), make_date(2018, 1, 16), by = \"day\")\r\nexclude_dates &lt;- c(flu_season, seq(make_date(2020, 1, 1), today(), by = \"day\"))\r\nres &lt;- cdc_state_counts %&gt;%\r\n  filter(state == \"Maryland\") %&gt;%\r\n  compute_expected(exclude = exclude_dates,\r\n                   keep.components = TRUE)\r\n\r\np &lt;- expected_diagnostic(expected = res, alpha = 0.50)\r\np$population\r\np$seasonal\r\np$trend\r\np$expected\r\np$residual\r\n<\/pre>\n<p>&nbsp;<\/p>\n<p>\u3053\u306eR\u306e\u30b3\u30fc\u30c9\u306f\u3001\u7d71\u8a08\u89e3\u6790\u306e\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u308b\u30d1\u30c3\u30b1\u30fc\u30b8\u3084\u95a2\u6570\u3092\u6d3b\u7528\u3057\u3066\u3044\u307e\u3059\u3002\u4ee5\u4e0b\u306b\u3001\u30b3\u30fc\u30c9\u306e\u52d5\u4f5c\u3092\u30d7\u30ed\u30b0\u30e9\u30e0\u521d\u5fc3\u8005\u5411\u3051\u306b\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n<ol>\n<li><strong>\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u8aad\u307f\u8fbc\u307f<\/strong>:\n<ul>\n<li><code>excessmort<\/code>, <code>dplyr<\/code>, <code>lubridate<\/code>, \u304a\u3088\u3073 <code>ggplot2<\/code>\u3068\u3044\u3046\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u8aad\u307f\u8fbc\u3093\u3067\u3044\u307e\u3059\u3002\u3053\u308c\u3089\u306f\u30c7\u30fc\u30bf\u306e\u64cd\u4f5c\u3001\u6642\u7cfb\u5217\u89e3\u6790\u3001\u30b0\u30e9\u30d5\u4f5c\u6210\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u30c7\u30fc\u30bf\u306e\u524d\u51e6\u7406<\/strong>:\n<ul>\n<li><code>flu_season<\/code>\u306f2017\u5e7412\u670816\u65e5\u304b\u30892018\u5e741\u670816\u65e5\u307e\u3067\u306e\u65e5\u4ed8\u3092\u751f\u6210\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n<li><code>exclude_dates<\/code>\u306f\u7279\u5b9a\u306e\u65e5\u4ed8\u7bc4\u56f2\u3092\u9664\u5916\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u30c7\u30fc\u30bf\u306e\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3068\u8a08\u7b97<\/strong>:\n<ul>\n<li><code>cdc_state_counts<\/code>\u304b\u3089\u5dde\u304c\u300cMaryland\u300d\u306e\u30c7\u30fc\u30bf\u3092\u62bd\u51fa\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n<li><code>compute_expected<\/code>\u95a2\u6570\u3092\u4f7f\u7528\u3057\u3066\u671f\u5f85\u5024\u3092\u8a08\u7b97\u3057\u3066\u3044\u307e\u3059\u3002<code>keep.components = TRUE<\/code>\u306f\u6210\u5206\u3092\u4fdd\u6301\u3059\u308b\u30aa\u30d7\u30b7\u30e7\u30f3\u3067\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u30b0\u30e9\u30d5\u306e\u4f5c\u6210<\/strong>:\n<ul>\n<li><code>expected_diagnostic<\/code>\u95a2\u6570\u3092\u4f7f\u7528\u3057\u3066\u3001\u671f\u5f85\u5024\u306e\u8a3a\u65ad\u30d7\u30ed\u30c3\u30c8\u3092\u4f5c\u6210\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n<li>\u3053\u306e\u30d7\u30ed\u30c3\u30c8\u306b\u306f\u4ee5\u4e0b\u306e\u8981\u7d20\u304c\u542b\u307e\u308c\u3066\u3044\u307e\u3059:\n<ul>\n<li><code>population<\/code>: \u4eba\u53e3\u306e\u6642\u7cfb\u5217\u30d7\u30ed\u30c3\u30c8<\/li>\n<li><code>seasonal<\/code>: \u63a8\u5b9a\u3055\u308c\u305f\u5b63\u7bc0\u52b9\u679c\u306e\u30d7\u30ed\u30c3\u30c8<\/li>\n<li><code>trend<\/code>: \u63a8\u5b9a\u3055\u308c\u305f\u30c8\u30ec\u30f3\u30c9\u306e\u6642\u7cfb\u5217\u30d7\u30ed\u30c3\u30c8<\/li>\n<li><code>expected<\/code>: \u671f\u5f85\u5024\u306e\u6642\u7cfb\u5217\u30d7\u30ed\u30c3\u30c8<\/li>\n<li><code>residual<\/code>: \u6b8b\u5dee\u306e\u6642\u7cfb\u5217\u30d7\u30ed\u30c3\u30c8<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<p><a href=\"https:\/\/www.bing.com\/aclick?ld=e8mOzBA0WeyFchEGkRj5b98zVUCUyL-uJ_TxBG45Lc4DRxmmOjV4Qxt1VPWf05OYHXfmUGcjz94j8lbmLsbRYoOa8hLhLM9KKxep2QhvOV6Z3fPrIZlohzy4KSxmhEf2c2UmfgWO88ALvRyMG5sm3HiVL6msJQic8mN7p6fAIr8KVYjwpc&amp;u=aHR0cHMlM2ElMmYlMmZ3d3cudWRlbXkuY29tJTJmd2ViLW1hcmtldGluZy1pbnRyb2R1Y3Rpb24lM2Z1dG1fbWVkaXVtJTNkdWRlbXlhZHMlMjZ1dG1fc291cmNlJTNkYmVuZS1tc2ElMjZ1dG1fY2FtcGFpZ24lM2RyZXNwb25zaXZlJTI2dXRtX2NvbnRlbnQlM2R0b3AtMSUyNnV0bV90ZXJtJTNkZ2VuZXJhbCUyNm1zY2xraWQlM2RhZTkxNjFhYTljODMxOWNjMzBiNTA3YTIyZGMzOTMzNQ&amp;rlid=ae9161aa9c8319cc30b507a22dc39335\" class=\"tooltip-target\" data-citationid=\"6a6e0561-b93e-15bd-504b-7f8d1f3528a1-50-group\" h=\"ID=SERP,5017.1\" target=\"_blank\" rel=\"noopener\">\u3053\u306e\u30b3\u30fc\u30c9\u306f\u3001\u30c7\u30fc\u30bf\u306e\u524d\u51e6\u7406\u304b\u3089\u30b0\u30e9\u30d5\u306e\u4f5c\u6210\u307e\u3067\u306e\u4e00\u9023\u306e\u30b9\u30c6\u30c3\u30d7\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002\u30d7\u30ed\u30b0\u30e9\u30e0\u521d\u5fc3\u8005\u306b\u3068\u3063\u3066\u306f\u3001\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u8aad\u307f\u8fbc\u307f\u3084\u30c7\u30fc\u30bf\u306e\u64cd\u4f5c\u3001\u30b0\u30e9\u30d5\u306e\u4f5c\u6210\u306a\u3069\u304c\u7406\u89e3\u3057\u3084\u3059\u3044\u30dd\u30a4\u30f3\u30c8\u3067\u3059\u3002<\/a><a href=\"https:\/\/multivariate-statistics.com\/2020\/07\/13\/r-programming-tutorial\/\" class=\"ac-anchor sup-target\" target=\"_blank\" data-citationid=\"6a6e0561-b93e-15bd-504b-7f8d1f3528a1-48\" aria-label=\"1: \" h=\"ID=SERP,5017.1\" rel=\"noopener\"><sup class=\"citation-sup\">1<\/sup><\/a><a href=\"https:\/\/zenn.dev\/masatotezuka\/articles\/bc584ef8a63f15\" class=\"ac-anchor sup-target\" target=\"_blank\" data-citationid=\"6a6e0561-b93e-15bd-504b-7f8d1f3528a1-50\" aria-label=\"2: \" h=\"ID=SERP,5017.1\" rel=\"noopener\"><sup class=\"citation-sup\">2<\/sup><\/a><\/p>\n<\/div>\n<div class=\"ac-horizontal-separator\" aria-hidden=\"true\"><\/div>\n<\/div>\n<ul>\n<li><code>population<\/code>: \u4eba\u53e3\u306e\u6642\u7cfb\u5217\u30d7\u30ed\u30c3\u30c8\uff1b\uff59\u8ef8\u3092\u64cd\u4f5c\u3057\u3066\u5909\u5316\u304c\u308f\u304b\u308a\u3084\u3059\u304f\u3057\u305f\u56f3\u3082\u63b2\u8f09\u3057\u307e\u3059<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/plaza.umin.ac.jp\/~OIO\/wp-content\/uploads\/2024\/03\/Rplot01.jpeg\" alt=\"\" width=\"958\" height=\"555\" class=\"aligncenter size-full wp-image-3433\" srcset=\"https:\/\/plaza.umin.ac.jp\/~OIO\/wp-content\/uploads\/2024\/03\/Rplot01.jpeg 958w, https:\/\/plaza.umin.ac.jp\/~OIO\/wp-content\/uploads\/2024\/03\/Rplot01-300x174.jpeg 300w, https:\/\/plaza.umin.ac.jp\/~OIO\/wp-content\/uploads\/2024\/03\/Rplot01-700x406.jpeg 700w, https:\/\/plaza.umin.ac.jp\/~OIO\/wp-content\/uploads\/2024\/03\/Rplot01-150x87.jpeg 150w, https:\/\/plaza.umin.ac.jp\/~OIO\/wp-content\/uploads\/2024\/03\/Rplot01-768x445.jpeg 768w, https:\/\/plaza.umin.ac.jp\/~OIO\/wp-content\/uploads\/2024\/03\/Rplot01-500x290.jpeg 500w, https:\/\/plaza.umin.ac.jp\/~OIO\/wp-content\/uploads\/2024\/03\/Rplot01-800x463.jpeg 800w\" sizes=\"auto, (max-width: 958px) 100vw, 958px\" \/><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/plaza.umin.ac.jp\/~OIO\/wp-content\/uploads\/2024\/03\/Rplot02.jpeg\" alt=\"\" width=\"958\" height=\"555\" class=\"aligncenter size-full wp-image-3434\" srcset=\"https:\/\/plaza.umin.ac.jp\/~OIO\/wp-content\/uploads\/2024\/03\/Rplot02.jpeg 958w, https:\/\/plaza.umin.ac.jp\/~OIO\/wp-content\/uploads\/2024\/03\/Rplot02-300x174.jpeg 300w, https:\/\/plaza.umin.ac.jp\/~OIO\/wp-content\/uploads\/2024\/03\/Rplot02-700x406.jpeg 700w, https:\/\/plaza.umin.ac.jp\/~OIO\/wp-content\/uploads\/2024\/03\/Rplot02-150x87.jpeg 150w, https:\/\/plaza.umin.ac.jp\/~OIO\/wp-content\/uploads\/2024\/03\/Rplot02-768x445.jpeg 768w, https:\/\/plaza.umin.ac.jp\/~OIO\/wp-content\/uploads\/2024\/03\/Rplot02-500x290.jpeg 500w, https:\/\/plaza.umin.ac.jp\/~OIO\/wp-content\/uploads\/2024\/03\/Rplot02-800x463.jpeg 800w\" sizes=\"auto, (max-width: 958px) 100vw, 958px\" \/><\/p>\n<\/div>\n<ul>\n<li><code>seasonal<\/code>: \u63a8\u5b9a\u3055\u308c\u305f\u5b63\u7bc0\u52b9\u679c\u306e\u30d7\u30ed\u30c3\u30c8\uff1b\u540c\u4e0a<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/plaza.umin.ac.jp\/~OIO\/wp-content\/uploads\/2024\/03\/Rplot03.jpeg\" alt=\"\" width=\"958\" height=\"555\" class=\"aligncenter size-full wp-image-3435\" srcset=\"https:\/\/plaza.umin.ac.jp\/~OIO\/wp-content\/uploads\/2024\/03\/Rplot03.jpeg 958w, https:\/\/plaza.umin.ac.jp\/~OIO\/wp-content\/uploads\/2024\/03\/Rplot03-300x174.jpeg 300w, https:\/\/plaza.umin.ac.jp\/~OIO\/wp-content\/uploads\/2024\/03\/Rplot03-700x406.jpeg 700w, https:\/\/plaza.umin.ac.jp\/~OIO\/wp-content\/uploads\/2024\/03\/Rplot03-150x87.jpeg 150w, https:\/\/plaza.umin.ac.jp\/~OIO\/wp-content\/uploads\/2024\/03\/Rplot03-768x445.jpeg 768w, https:\/\/plaza.umin.ac.jp\/~OIO\/wp-content\/uploads\/2024\/03\/Rplot03-500x290.jpeg 500w, https:\/\/plaza.umin.ac.jp\/~OIO\/wp-content\/uploads\/2024\/03\/Rplot03-800x463.jpeg 800w\" sizes=\"auto, (max-width: 958px) 100vw, 958px\" \/><\/p>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/plaza.umin.ac.jp\/~OIO\/wp-content\/uploads\/2024\/03\/Rplot04.jpeg\" alt=\"\" width=\"958\" height=\"555\" class=\"aligncenter size-full wp-image-3436\" srcset=\"https:\/\/plaza.umin.ac.jp\/~OIO\/wp-content\/uploads\/2024\/03\/Rplot04.jpeg 958w, https:\/\/plaza.umin.ac.jp\/~OIO\/wp-content\/uploads\/2024\/03\/Rplot04-300x174.jpeg 300w, https:\/\/plaza.umin.ac.jp\/~OIO\/wp-content\/uploads\/2024\/03\/Rplot04-700x406.jpeg 700w, https:\/\/plaza.umin.ac.jp\/~OIO\/wp-content\/uploads\/2024\/03\/Rplot04-150x87.jpeg 150w, https:\/\/plaza.umin.ac.jp\/~OIO\/wp-content\/uploads\/2024\/03\/Rplot04-768x445.jpeg 768w, https:\/\/plaza.umin.ac.jp\/~OIO\/wp-content\/uploads\/2024\/03\/Rplot04-500x290.jpeg 500w, https:\/\/plaza.umin.ac.jp\/~OIO\/wp-content\/uploads\/2024\/03\/Rplot04-800x463.jpeg 800w\" sizes=\"auto, (max-width: 958px) 100vw, 958px\" \/><\/p>\n<ul>\n<li><code>trend<\/code>: \u63a8\u5b9a\u3055\u308c\u305f\u30c8\u30ec\u30f3\u30c9\u306e\u6642\u7cfb\u5217\u30d7\u30ed\u30c3\u30c8\uff1b\u540c\u4e0a<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/plaza.umin.ac.jp\/~OIO\/wp-content\/uploads\/2024\/03\/Rplot05.jpeg\" alt=\"\" width=\"958\" height=\"555\" class=\"aligncenter size-full wp-image-3438\" srcset=\"https:\/\/plaza.umin.ac.jp\/~OIO\/wp-content\/uploads\/2024\/03\/Rplot05.jpeg 958w, https:\/\/plaza.umin.ac.jp\/~OIO\/wp-content\/uploads\/2024\/03\/Rplot05-300x174.jpeg 300w, https:\/\/plaza.umin.ac.jp\/~OIO\/wp-content\/uploads\/2024\/03\/Rplot05-700x406.jpeg 700w, https:\/\/plaza.umin.ac.jp\/~OIO\/wp-content\/uploads\/2024\/03\/Rplot05-150x87.jpeg 150w, https:\/\/plaza.umin.ac.jp\/~OIO\/wp-content\/uploads\/2024\/03\/Rplot05-768x445.jpeg 768w, https:\/\/plaza.umin.ac.jp\/~OIO\/wp-content\/uploads\/2024\/03\/Rplot05-500x290.jpeg 500w, https:\/\/plaza.umin.ac.jp\/~OIO\/wp-content\/uploads\/2024\/03\/Rplot05-800x463.jpeg 800w\" sizes=\"auto, (max-width: 958px) 100vw, 958px\" \/><\/p>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/plaza.umin.ac.jp\/~OIO\/wp-content\/uploads\/2024\/03\/Rplot06.jpeg\" alt=\"\" width=\"958\" height=\"555\" class=\"aligncenter size-full wp-image-3437\" srcset=\"https:\/\/plaza.umin.ac.jp\/~OIO\/wp-content\/uploads\/2024\/03\/Rplot06.jpeg 958w, https:\/\/plaza.umin.ac.jp\/~OIO\/wp-content\/uploads\/2024\/03\/Rplot06-300x174.jpeg 300w, https:\/\/plaza.umin.ac.jp\/~OIO\/wp-content\/uploads\/2024\/03\/Rplot06-700x406.jpeg 700w, https:\/\/plaza.umin.ac.jp\/~OIO\/wp-content\/uploads\/2024\/03\/Rplot06-150x87.jpeg 150w, https:\/\/plaza.umin.ac.jp\/~OIO\/wp-content\/uploads\/2024\/03\/Rplot06-768x445.jpeg 768w, https:\/\/plaza.umin.ac.jp\/~OIO\/wp-content\/uploads\/2024\/03\/Rplot06-500x290.jpeg 500w, https:\/\/plaza.umin.ac.jp\/~OIO\/wp-content\/uploads\/2024\/03\/Rplot06-800x463.jpeg 800w\" sizes=\"auto, (max-width: 958px) 100vw, 958px\" \/><\/p>\n<p>&nbsp;<\/p>\n<ul>\n<li><code>expected<\/code>: \u671f\u5f85\u5024\u306e\u6642\u7cfb\u5217\u30d7\u30ed\u30c3\u30c8\uff1b\u540c\u4e0a<\/li>\n<\/ul>\n<p>\u3053\u306e\u5468\u671f\u6027\u306e\u5909\u5316\u306e\u30e2\u30c7\u30eb\uff08\u8d64\u3044\u7dda\u3068\u5e2f\uff09\u304c\u671f\u5f85\u5024\u3067\u3001\u5b9f\u969b\u306e\u9031\u3054\u3068\u306e\u6b7b\u4ea1\u6570\u3092\u30d7\u30ed\u30c3\u30c8\u3057\u305f\u3082\u306e\u304c\u4e0b\u56f3\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/plaza.umin.ac.jp\/~OIO\/wp-content\/uploads\/2024\/03\/Rplot07.jpeg\" alt=\"\" width=\"958\" height=\"555\" class=\"aligncenter size-full wp-image-3442\" srcset=\"https:\/\/plaza.umin.ac.jp\/~OIO\/wp-content\/uploads\/2024\/03\/Rplot07.jpeg 958w, https:\/\/plaza.umin.ac.jp\/~OIO\/wp-content\/uploads\/2024\/03\/Rplot07-300x174.jpeg 300w, https:\/\/plaza.umin.ac.jp\/~OIO\/wp-content\/uploads\/2024\/03\/Rplot07-700x406.jpeg 700w, https:\/\/plaza.umin.ac.jp\/~OIO\/wp-content\/uploads\/2024\/03\/Rplot07-150x87.jpeg 150w, https:\/\/plaza.umin.ac.jp\/~OIO\/wp-content\/uploads\/2024\/03\/Rplot07-768x445.jpeg 768w, https:\/\/plaza.umin.ac.jp\/~OIO\/wp-content\/uploads\/2024\/03\/Rplot07-500x290.jpeg 500w, https:\/\/plaza.umin.ac.jp\/~OIO\/wp-content\/uploads\/2024\/03\/Rplot07-800x463.jpeg 800w\" sizes=\"auto, (max-width: 958px) 100vw, 958px\" \/><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/plaza.umin.ac.jp\/~OIO\/wp-content\/uploads\/2024\/03\/Rplot08.jpeg\" alt=\"\" width=\"958\" height=\"555\" class=\"aligncenter size-full wp-image-3441\" srcset=\"https:\/\/plaza.umin.ac.jp\/~OIO\/wp-content\/uploads\/2024\/03\/Rplot08.jpeg 958w, https:\/\/plaza.umin.ac.jp\/~OIO\/wp-content\/uploads\/2024\/03\/Rplot08-300x174.jpeg 300w, https:\/\/plaza.umin.ac.jp\/~OIO\/wp-content\/uploads\/2024\/03\/Rplot08-700x406.jpeg 700w, https:\/\/plaza.umin.ac.jp\/~OIO\/wp-content\/uploads\/2024\/03\/Rplot08-150x87.jpeg 150w, https:\/\/plaza.umin.ac.jp\/~OIO\/wp-content\/uploads\/2024\/03\/Rplot08-768x445.jpeg 768w, https:\/\/plaza.umin.ac.jp\/~OIO\/wp-content\/uploads\/2024\/03\/Rplot08-500x290.jpeg 500w, https:\/\/plaza.umin.ac.jp\/~OIO\/wp-content\/uploads\/2024\/03\/Rplot08-800x463.jpeg 800w\" sizes=\"auto, (max-width: 958px) 100vw, 958px\" \/><\/p>\n<p>&nbsp;<\/p>\n<ul>\n<li><code>residual<\/code>: \u6b8b\u5dee\u306e\u6642\u7cfb\u5217\u30d7\u30ed\u30c3\u30c8<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/plaza.umin.ac.jp\/~OIO\/wp-content\/uploads\/2024\/03\/Rplot09.jpeg\" alt=\"\" width=\"958\" height=\"555\" class=\"aligncenter size-full wp-image-3443\" srcset=\"https:\/\/plaza.umin.ac.jp\/~OIO\/wp-content\/uploads\/2024\/03\/Rplot09.jpeg 958w, https:\/\/plaza.umin.ac.jp\/~OIO\/wp-content\/uploads\/2024\/03\/Rplot09-300x174.jpeg 300w, https:\/\/plaza.umin.ac.jp\/~OIO\/wp-content\/uploads\/2024\/03\/Rplot09-700x406.jpeg 700w, https:\/\/plaza.umin.ac.jp\/~OIO\/wp-content\/uploads\/2024\/03\/Rplot09-150x87.jpeg 150w, https:\/\/plaza.umin.ac.jp\/~OIO\/wp-content\/uploads\/2024\/03\/Rplot09-768x445.jpeg 768w, https:\/\/plaza.umin.ac.jp\/~OIO\/wp-content\/uploads\/2024\/03\/Rplot09-500x290.jpeg 500w, https:\/\/plaza.umin.ac.jp\/~OIO\/wp-content\/uploads\/2024\/03\/Rplot09-800x463.jpeg 800w\" sizes=\"auto, (max-width: 958px) 100vw, 958px\" \/><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u8d85\u904e\u6b7b\u4ea1\u7387\u306e\u96c6\u8a08 \u30b3\u30ed\u30ca\u798d\u3067\u8d85\u904e\u6b7b\u4ea1\u304c\u8a71\u984c\u306b\u306a\u308b\u4e8b\u304c\u3042\u308a\u307e\u3057\u305f\u304c\u3069\u3046\u3084\u3063\u3066\u8a08\u7b97\u3057\u3066\u3044\u308b\u306e\u304b\u3088\u304f\u77e5\u3089\u306a\u304b\u3063\u305f\u306e\u3067\u5c11\u3057\u3072\u3082\u89e3\u3044\u3066\u307f\u307e\u3057\u305f\u3002\u53c2\u7167\u3057\u305f\u6587\u732e\u306f\u3053\u3061\u3089\u3002\u4f7f\u7528\u3057\u305f\u306e\u306fexcessmort\u30d1\u30c3\u30b1\u30fc\u30b8\u3067\u3059\u3002 \u3053\u306e\u30d1\u30c3\u30b1\u30fc\u30b8&#8230;<\/p>\n","protected":false},"author":1,"featured_media":3444,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[5],"tags":[],"class_list":["post-3430","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-miscellaneous"],"jetpack_featured_media_url":"https:\/\/plaza.umin.ac.jp\/~OIO\/wp-content\/uploads\/2024\/03\/cat2.jpg","jetpack_shortlink":"https:\/\/wp.me\/p9b6zl-Tk","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/plaza.umin.ac.jp\/~OIO\/index.php?rest_route=\/wp\/v2\/posts\/3430","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/plaza.umin.ac.jp\/~OIO\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/plaza.umin.ac.jp\/~OIO\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/plaza.umin.ac.jp\/~OIO\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/plaza.umin.ac.jp\/~OIO\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=3430"}],"version-history":[{"count":0,"href":"https:\/\/plaza.umin.ac.jp\/~OIO\/index.php?rest_route=\/wp\/v2\/posts\/3430\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/plaza.umin.ac.jp\/~OIO\/index.php?rest_route=\/wp\/v2\/media\/3444"}],"wp:attachment":[{"href":"https:\/\/plaza.umin.ac.jp\/~OIO\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=3430"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/plaza.umin.ac.jp\/~OIO\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=3430"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/plaza.umin.ac.jp\/~OIO\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=3430"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}