{"id":4519,"date":"2025-12-31T20:54:19","date_gmt":"2025-12-31T11:54:19","guid":{"rendered":"https:\/\/best-biostatistics.com\/toukei-er\/?p=4519"},"modified":"2026-01-01T09:49:32","modified_gmt":"2026-01-01T00:49:32","slug":"visualizing-treatment-transitions-with-sankey-diagrams-a-beginners-guide-to-r","status":"publish","type":"post","link":"https:\/\/best-biostatistics.com\/toukei-er\/entry\/visualizing-treatment-transitions-with-sankey-diagrams-a-beginners-guide-to-r\/","title":{"rendered":"\u30b5\u30f3\u30ad\u30fc\u30c0\u30a4\u30a2\u30b0\u30e9\u30e0\u3067\u6cbb\u7642\u306e\u9077\u79fb\u3092\u53ef\u8996\u5316\u3059\u308b\uff1aR\u306b\u3088\u308b\u4f5c\u6210\u30ac\u30a4\u30c9"},"content":{"rendered":"\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u300c1\u6b21\u6cbb\u7642\u304b\u30892\u6b21\u6cbb\u7642\u3078\u3001\u60a3\u8005\u306f\u3069\u306e\u3088\u3046\u306b\u9077\u79fb\u3057\u3066\u3044\u308b\u306e\u304b\uff1f\u300d<\/p>\n\n\n\n<p>\u300c\u3069\u306e\u30bf\u30a4\u30df\u30f3\u30b0\u3067\u6cbb\u7642\u306e\u5207\u308a\u66ff\u3048\uff08\u30b9\u30a4\u30c3\u30c1\uff09\u304c\u591a\u304f\u767a\u751f\u3057\u3066\u3044\u308b\u306e\u304b\uff1f\u300d<\/p>\n\n\n\n<p>\u533b\u7642\u30c7\u30fc\u30bf\u3084\u81e8\u5e8a\u7814\u7a76\u306e\u7d50\u679c\u3092\u5831\u544a\u3059\u308b\u969b\u3001\u3053\u3046\u3057\u305f\u300c\u6d41\u308c\u300d\u306e\u628a\u63e1\u306f\u6975\u3081\u3066\u91cd\u8981\u3067\u3042\u308b\u3002\u305d\u3053\u3067\u5a01\u529b\u3092\u767a\u63ee\u3059\u308b\u306e\u304c<span class=\"swl-marker mark_orange\">\u30b5\u30f3\u30ad\u30fc\u30c0\u30a4\u30a2\u30b0\u30e9\u30e0\uff08Sankey Diagram\uff09<\/span>\u3060\u3002<\/p>\n\n\n\n<p>\u4e00\u898b\u8907\u96d1\u305d\u3046\u306b\u898b\u3048\u308b\u304c\u3001R\u8a00\u8a9e\u3092\u4f7f\u3048\u3070\u6570\u884c\u306e\u30b3\u30fc\u30c9\u3067\u4f5c\u6210\u3067\u304d\u308b\u3002\u672c\u8a18\u4e8b\u3067\u306f\u3001\u6cbb\u7642\u85ac\u306e\u30e9\u30a4\u30f3\u9077\u79fb\uff081st Line \u301c 3rd Line\uff09\u3092\u4f8b\u306b\u3001\u521d\u5fc3\u8005\u3067\u3082\u8ff7\u308f\u305a\u5b9f\u88c5\u3067\u304d\u308b\u65b9\u6cd5\u3092\u89e3\u8aac\u3059\u308b\u3002<\/p>\n\n\n\n<!--more-->\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u30b5\u30f3\u30ad\u30fc\u30c0\u30a4\u30a2\u30b0\u30e9\u30e0\u3068\u306f<\/h2>\n\n\n\n<p>\u30b5\u30f3\u30ad\u30fc\u30c0\u30a4\u30a2\u30b0\u30e9\u30e0\u306f\u3001\u30c7\u30fc\u30bf\u306e\u300c\u6d41\u308c\uff08\u30d5\u30ed\u30fc\uff09\u300d\u3092\u300c\u7dda\u306e\u592a\u3055\u300d\u3067\u8868\u73fe\u3057\u305f\u56f3\u8868\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30ce\u30fc\u30c9\uff08Node\uff09\uff1a<\/strong> \u6cbb\u7642\u85ac\u306e\u7a2e\u985e\u3084\u6cbb\u7642\u6bb5\u968e\u3092\u793a\u3059\u300c\u7bc0\u300d<\/li>\n\n\n\n<li><strong>\u30ea\u30f3\u30af\uff08Link\uff09\uff1a<\/strong> \u6cbb\u7642\u306e\u5207\u308a\u66ff\u3048\u3092\u793a\u3059\u300c\u7dda\u300d<\/li>\n\n\n\n<li><strong>\u592a\u3055\uff1a<\/strong> \u60a3\u8005\u6570\u3084\u5272\u5408\u306a\u3069\u306e\u300c\u91cf\u300d<\/li>\n<\/ul>\n\n\n\n<p>\u300c\u3069\u3053\u304b\u3089\u3001\u3069\u306e\u7a0b\u5ea6\u306e\u91cf\u304c\u3001\u3069\u3053\u3078\u6d41\u308c\u305f\u306e\u304b\u300d\u3092\u3001\u5ddd\u306e\u6d41\u308c\u306e\u3088\u3046\u306b\u76f4\u611f\u7684\u306b\u6349\u3048\u3089\u308c\u308b\u306e\u304c\u6700\u5927\u306e\u7279\u5fb4\u3060\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u306a\u305c\u533b\u7642\u30c7\u30fc\u30bf\u306e\u53ef\u8996\u5316\u306b\u4f7f\u3046\u306e\u304b<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u30e1\u30ea\u30c3\u30c8\uff1a\u30da\u30a4\u30b7\u30a7\u30f3\u30c8\u30b8\u30e3\u30fc\u30cb\u30fc\u306e\u53ef\u8996\u5316<\/h3>\n\n\n\n<p>\u5f93\u6765\u306e\u8868\u5f62\u5f0f\u3067\u306f\u7406\u89e3\u3057\u306b\u304f\u3044\u300c\u6cbb\u7642\u30d1\u30bf\u30fc\u30f3\u306e\u5168\u4f53\u50cf\u300d\u3092\u30011\u679a\u306e\u56f3\u3067\u793a\u3059\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u50be\u5411\u306e\u628a\u63e1\uff1a<\/strong> \u300cA\u85ac\u306e\u5f8c\u306fB\u85ac\u304c\u9078\u3070\u308c\u3084\u3059\u3044\u300d\u3068\u3044\u3063\u305f\u50be\u5411\u304c\u8996\u899a\u7684\u306b\u4f1d\u308f\u308b\u3002<\/li>\n\n\n\n<li><strong>\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u306e\u767a\u898b\uff1a<\/strong> \u3069\u3053\u3067\u6cbb\u7642\u304c\u6b62\u307e\u3063\u3066\u3044\u308b\u304b\u3001\u3042\u308b\u3044\u306f\u7279\u5b9a\u306e\u85ac\u306b\u96c6\u4e2d\u3057\u3066\u3044\u308b\u304b\u304c\u5373\u5ea7\u306b\u5224\u660e\u3059\u308b\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u6ce8\u610f\u70b9\u3068\u9650\u754c<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5fae\u7d30\u306a\u6570\u5024\u6bd4\u8f03\u306b\u306f\u4e0d\u5411\u304d\uff1a<\/strong> \u50c5\u304b\u306a\u4eba\u6570\u306e\u5dee\u306f\u7dda\u306e\u592a\u3055\u3060\u3051\u3067\u306f\u5224\u5225\u3057\u306b\u304f\u3044\u305f\u3081\u3001\u53b3\u5bc6\u306a\u6bd4\u8f03\u304c\u5fc5\u8981\u306a\u5834\u5408\u306f\u68d2\u30b0\u30e9\u30d5\u3084\u8868\u3092\u4f75\u7528\u3059\u3079\u304d\u3067\u3042\u308b\u3002<\/li>\n\n\n\n<li><strong>\u60c5\u5831\u306e\u7d5e\u308a\u8fbc\u307f\uff1a<\/strong> \u85ac\u5264\u306e\u7a2e\u985e\u304c\u591a\u3059\u304e\u308b\u3068\u7dda\u304c\u4ea4\u5dee\u3057\u3066\u8996\u8a8d\u6027\u304c\u4e0b\u304c\u308b\u3002\u4e3b\u8981\u306a\u85ac\u5264\u4ee5\u5916\u306f\u300c\u305d\u306e\u4ed6\u300d\u306b\u307e\u3068\u3081\u308b\u306a\u3069\u306e\u5de5\u592b\u304c\u6c42\u3081\u3089\u308c\u308b\u3002<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<div id=\"biost-3812521107\" class=\"biost- biost-entity-placement\"><p style=\"text-align: center;\"><span style=\"font-size: 20px;\"><strong><a href=\"https:\/\/best-biostatistics.com\/kmhl\">\uff1e\uff1e\u3082\u3046\u7d71\u8a08\u3067\u60a9\u3080\u306e\u306f\u7d42\u308f\u308a\u306b\u3057\u307e\u305b\u3093\u304b\uff1f\u00a0<\/a><\/strong><\/span><\/p>\r\n<a href=\"https:\/\/best-biostatistics.com\/kmhl\"><img class=\"aligncenter wp-image-2794 size-full\" src=\"https:\/\/best-biostatistics.com\/wp\/wp-content\/uploads\/2023\/11\/bn_r_03.png\" alt=\"\" width=\"500\" height=\"327\" \/><\/a>\r\n<p style=\"text-align: center;\"><span style=\"color: #ff0000; font-size: 20px;\"><strong><span class=\"marker2\">\u21911\u4e07\u4eba\u4ee5\u4e0a\u306e\u533b\u7642\u5f93\u4e8b\u8005\u304c\u8cfc\u8aad\u4e2d<\/span><\/strong><\/span><\/p><\/div><h2 class=\"wp-block-heading\">R\u3067\u6cbb\u7642\u30e9\u30a4\u30f3\u306e\u9077\u79fb\u56f3\u3092\u4f5c\u6210\u3059\u308b<\/h2>\n\n\n\n<p>\u5b9f\u969b\u306bR\u3092\u7528\u3044\u3066\u4f5c\u6210\u3059\u308b\u3002\u4eca\u56de\u306f\u3001\u540c\u3058\u85ac\u5264\u3067\u3042\u308c\u3070\u3069\u306e\u6cbb\u7642\u6bb5\u968e\uff08Line\uff09\u306b\u304a\u3044\u3066\u3082\u540c\u3058\u8272\u306b\u306a\u308b\u3088\u3046\u8a2d\u5b9a\u3059\u308b\u3001\u5b9f\u52d9\u7684\u306a\u30b3\u30fc\u30c9\u3092\u7d39\u4ecb\u3059\u308b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30b9\u30c6\u30c3\u30d71\uff1a\u6e96\u5099<\/h3>\n\n\n\n<p>\u307e\u305a\u3001\u63cf\u753b\u306b\u5fc5\u8981\u306a\u30d1\u30c3\u30b1\u30fc\u30b8 <code>networkD3<\/code> \u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3001\u8aad\u307f\u8fbc\u3080\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># \u30d1\u30c3\u30b1\u30fc\u30b8\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3068\u8aad\u307f\u8fbc\u307f\nif (!require(networkD3)) install.packages(\"networkD3\")\nlibrary(networkD3)\n<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u30b9\u30c6\u30c3\u30d72\uff1a\u30c7\u30fc\u30bf\u306e\u4f5c\u6210<\/h3>\n\n\n\n<p>\u300c\u30ce\u30fc\u30c9\uff08\u85ac\u5264\u540d\uff09\u300d\u3068\u300c\u30ea\u30f3\u30af\uff08\u3069\u306e\u85ac\u304b\u3089\u3069\u306e\u85ac\u3078\u4f55\u4eba\u6d41\u308c\u305f\u304b\uff09\u300d\u3092\u5b9a\u7fa9\u3059\u308b\u3002R\u306e <code>networkD3<\/code> \u3067\u306f\u3001\u30ce\u30fc\u30c9\u756a\u53f7\u304c\u300c0\u300d\u304b\u3089\u59cb\u307e\u308b\u70b9\u306b\u6ce8\u610f\u304c\u5fc5\u8981\u3060\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># 1. \u30ce\u30fc\u30c9\uff08\u5404\u30e9\u30a4\u30f3\u306e\u85ac\u5264\u540d\uff09\u306e\u5b9a\u7fa9\n# \u30e9\u30a4\u30f3\u3054\u3068\u306b\u5225\u30ce\u30fc\u30c9\u3068\u3057\u3066\u5b9a\u7fa9\u3057\u3064\u3064\u3001\u85ac\u5264\u540d\u3067\u30b0\u30eb\u30fc\u30d7\u5206\u3051\u3092\u884c\u3046\nnodes &lt;- data.frame(name = c(\n  \"\u6cbb\u7642\u85acA (1st)\", \"\u6cbb\u7642\u85acB (1st)\",                  # index 0, 1\n  \"\u6cbb\u7642\u85acB (2nd)\", \"\u6cbb\u7642\u85acC (2nd)\", \"\u6cbb\u7642\u85acD (2nd)\",  # index 2, 3, 4\n  \"\u6cbb\u7642\u85acA (3rd)\", \"\u6cbb\u7642\u85acB (3rd)\", \"\u6cbb\u7642\u85acC (3rd)\", \"\u6cbb\u7642\u85acD (3rd)\", \"\u6cbb\u7642\u85acE (3rd)\" # 5-9\n),\ngroup = c(\"A\", \"B\", \"B\", \"C\", \"D\", \"A\", \"B\", \"C\", \"D\", \"E\")) # \u8272\u5206\u3051\u7528\u306e\u30b0\u30eb\u30fc\u30d7\n\n# 2. \u30ea\u30f3\u30af\uff08\u6cbb\u7642\u306e\u9077\u79fb\uff09\u306e\u5b9a\u7fa9\n# source\uff08\u5143\uff09\u3068target\uff08\u5148\uff09\u306fnodes\u306e\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u756a\u53f7\u3092\u6307\u5b9a\nlinks &lt;- data.frame(\n  source = c(0,0,0, 1,1, 2,2, 3,3,3, 4,4),\n  target = c(2,3,4, 3,4, 5,6, 7,8,9, 8,9),\n  value = c(10, 5, 2, 8, 4, 7, 3, 6, 4, 3, 2, 4) # \u60a3\u8005\u6570\u306a\u3069\u306b\u76f8\u5f53\n)\n<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u30b9\u30c6\u30c3\u30d73\uff1a\u8272\u306e\u56fa\u5b9a\u3068\u63cf\u753b<\/h3>\n\n\n\n<p>\u85ac\u5264\u3054\u3068\u306b\u8272\u3092\u7d71\u4e00\u3059\u308b\u305f\u3081\u3001JavaScript\u5f62\u5f0f\u3067\u30ab\u30e9\u30fc\u30d1\u30ec\u30c3\u30c8\u3092\u6307\u5b9a\u3057\u3066\u63cf\u753b\u3059\u308b\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># \u30ab\u30b9\u30bf\u30e0\u30ab\u30e9\u30fc\u30d1\u30ec\u30c3\u30c8\u306e\u8a2d\u5b9a\uff08\u85ac\u5264\u3054\u3068\u306b\u8272\u3092\u56fa\u5b9a\uff09\nmy_color &lt;- 'd3.scaleOrdinal()\n              .domain(&#91;\"A\", \"B\", \"C\", \"D\", \"E\"])\n              .range(&#91;\"#E41A1C\", \"#377EB8\", \"#4DAF4A\", \"#984EA3\", \"#FF7F00\"])'\n\n# \u63cf\u753b\u306e\u5b9f\u884c\nsankeyNetwork(Links = links, Nodes = nodes, \n              Source = \"source\", Target = \"target\", \n              Value = \"value\", NodeID = \"name\",\n              NodeGroup = \"group\",      # \u85ac\u5264\u30b0\u30eb\u30fc\u30d7\u3067\u8272\u5206\u3051\n              colourScale = my_color,   # \u81ea\u4f5c\u30ab\u30e9\u30fc\u3092\u9069\u7528\n              fontSize = 14, nodeWidth = 40,\n              sinksRight = FALSE)       # \u5de6\u304b\u3089\u9806\u306b\u6574\u5217\u3055\u305b\u308b\u8a2d\u5b9a\n<\/code><\/pre>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"961\" height=\"707\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2025\/12\/image-14.png\" alt=\"\" class=\"wp-image-4520\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2025\/12\/image-14.png 961w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2025\/12\/image-14-300x221.png 300w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2025\/12\/image-14-768x565.png 768w\" sizes=\"(max-width: 961px) 100vw, 961px\" \/><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u4f5c\u6210\u3092\u6210\u529f\u3055\u305b\u308b\u30b3\u30c4<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30e9\u30d9\u30eb\u306e\u547d\u540d\u898f\u5247\uff1a<\/strong> \u85ac\u5264\u540d\u306b <code>(1st)<\/code> \u306a\u3069\u306e\u63a5\u5c3e\u8f9e\u3092\u4ed8\u3051\u308b\u3053\u3068\u3067\u3001\u56f3\u306e\u5de6\u53f3\u3069\u3061\u3089\u306b\u4f4d\u7f6e\u3057\u3066\u3044\u308b\u30ce\u30fc\u30c9\u304b\u304c\u660e\u78ba\u306b\u306a\u308b\u3002<\/li>\n\n\n\n<li><strong>\u8272\u306e\u7d71\u4e00\uff1a<\/strong> \u540c\u3058\u85ac\u5264\u3092\u5168\u30e9\u30a4\u30f3\u3067\u540c\u3058\u8272\u306b\u56fa\u5b9a\u3059\u308b\u3053\u3068\u3067\u3001\u8aad\u8005\u306e\u8996\u7dda\u79fb\u52d5\u3092\u30b9\u30e0\u30fc\u30ba\u306b\u3057\u3001\u8a8d\u77e5\u8ca0\u8377\u3092\u4e0b\u3052\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/li>\n\n\n\n<li><strong>\u4e2d\u65ad\u30c7\u30fc\u30bf\u306e\u6271\u3044\uff1a<\/strong> \u5b9f\u969b\u306e\u89e3\u6790\u3067\u306f\u300c\u6cbb\u7642\u4e2d\u65ad\uff08Discontinued\uff09\u300d\u3068\u3044\u3046\u30ce\u30fc\u30c9\u3092\u8a2d\u3051\u308b\u3053\u3068\u3067\u3001\u3088\u308a\u6b63\u78ba\u306a\u5b9f\u614b\u3092\u53cd\u6620\u3067\u304d\u308b\u3002<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u307e\u3068\u3081<\/h2>\n\n\n\n<p>\u30b5\u30f3\u30ad\u30fc\u30c0\u30a4\u30a2\u30b0\u30e9\u30e0\u306f\u3001\u30da\u30a4\u30b7\u30a7\u30f3\u30c8\u30b8\u30e3\u30fc\u30cb\u30fc\u3084\u6cbb\u7642\u5909\u9077\u3092\u30b9\u30c8\u30fc\u30ea\u30fc\u3068\u3057\u3066\u4f1d\u3048\u308b\u5f37\u529b\u306a\u6b66\u5668\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<ol start=\"1\" 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