{"id":80,"date":"2023-09-04T21:18:30","date_gmt":"2023-09-04T12:18:30","guid":{"rendered":"https:\/\/best-biostatistics.com\/toukei-er\/entry\/iptw-kaplan-meier-curve-with-number-at-risk-in-r\/"},"modified":"2025-03-28T23:22:59","modified_gmt":"2025-03-28T14:22:59","slug":"iptw-kaplan-meier-curve-with-number-at-risk-in-r","status":"publish","type":"post","link":"https:\/\/best-biostatistics.com\/toukei-er\/entry\/iptw-kaplan-meier-curve-with-number-at-risk-in-r\/","title":{"rendered":"R \u3067 IPTW \u30ab\u30d7\u30e9\u30f3\u30de\u30a4\u30e4\u30fc\u66f2\u7dda\u30b0\u30e9\u30d5\u306b Number at Risk \u3092\u66f8\u304d\u5165\u308c\u308b\u65b9\u6cd5"},"content":{"rendered":"\n<p>IPTW \u30ab\u30d7\u30e9\u30f3\u30de\u30a4\u30e4\u30fc\u66f2\u7dda\u306b\u304a\u3044\u3066\u3001\u4efb\u610f\u306e\u6642\u70b9\u306b\u304a\u3051\u308b Number at Risk \u3092\u66f8\u304d\u5165\u308c\u308b\u65b9\u6cd5<\/p>\n\n\n\n<p>R \u3067\u4f5c\u6210\u3059\u308b\u65b9\u6cd5<\/p>\n\n\n\n<!--more-->\n\n\n\n<h2 class=\"wp-block-heading\" id=\"IPTW-\u30ab\u30d7\u30e9\u30f3\u30de\u30a4\u30e4\u30fc\u66f2\u7dda\">IPTW \u30ab\u30d7\u30e9\u30f3\u30de\u30a4\u30e4\u30fc\u66f2\u7dda<\/h2>\n\n\n\n<p>IPTW \u306f\u3001\u9006\u78ba\u7387\u91cd\u307f\u4ed8\u3051\u3068\u3082\u547c\u3070\u308c\u3001\u30e9\u30f3\u30c0\u30e0\u5272\u308a\u4ed8\u3051\u3057\u3066\u3044\u306a\u3044\u7fa4\u9593\u306e\u4ea4\u7d61\u56e0\u5b50\u3092\u8abf\u6574\u3059\u308b\u65b9\u6cd5\u306e\u4e00\u3064<\/p>\n\n\n\n<p>\u8a73\u3057\u304f\u306f\u3053\u3061\u3089\u3082\u53c2\u7167<\/p>\n\n\n<div class=\"swell-block-postLink\">\t\t\t<div class=\"p-blogCard -internal\" data-type=\"type1\" data-onclick=\"clickLink\">\n\t\t\t\t<div class=\"p-blogCard__inner\">\n\t\t\t\t\t<span class=\"p-blogCard__caption\">\u3042\u308f\u305b\u3066\u8aad\u307f\u305f\u3044<\/span>\n\t\t\t\t\t<div class=\"p-blogCard__thumb c-postThumb\"><figure class=\"c-postThumb__figure\"><img decoding=\"async\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/08\/1920x1080-video-Excel-300x169.jpg\" alt=\"\" class=\"c-postThumb__img u-obf-cover\" width=\"320\" height=\"180\"><\/figure><\/div>\t\t\t\t\t<div class=\"p-blogCard__body\">\n\t\t\t\t\t\t<a class=\"p-blogCard__title\" href=\"https:\/\/best-biostatistics.com\/toukei-er\/entry\/inverse-probability-of-treatment-weighting-linear-regression-in-ezr\/\">\u9006\u78ba\u7387\u91cd\u307f\u4ed8\u3051 IPTW \u306e\u8aac\u660e\u3068 EZR \u3067\u9006\u78ba\u7387\u91cd\u307f\u4ed8\u3051\u56de\u5e30\u3092\u884c\u3046\u65b9\u6cd5<\/a>\n\t\t\t\t\t\t<span class=\"p-blogCard__excerpt\">\u9006\u78ba\u7387\u91cd\u307f\u4ed8\u3051\u3068\u306f\u3001\u50be\u5411\u30b9\u30b3\u30a2\u306e\u9006\u6570\u3092\u7528\u3044\u3066\u3001\u4eba\u6570\u304c\u3042\u307e\u308a\u591a\u304f\u306a\u3044\u5c64\u3092\u539a\u304f\u3059\u308b\u65b9\u6cd5\u3067\u3001\u51e6\u65b9\u306e\u6709\u7121\u306e\u80cc\u666f\u3092\u305d\u308d\u3048\u308b\u65b9\u6cd5\u3067\u3042\u308b\u3002 \u91cd\u56de\u5e30\u3067\u7528\u3044\u308b\u65b9\u6cd5\u3002 \u9006\u78ba\u7387\u91cd\u307f&#8230;<\/span>\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\n<div class=\"swell-block-postLink\">\t\t\t<div class=\"p-blogCard -internal\" data-type=\"type1\" data-onclick=\"clickLink\">\n\t\t\t\t<div class=\"p-blogCard__inner\">\n\t\t\t\t\t<span class=\"p-blogCard__caption\">\u3042\u308f\u305b\u3066\u8aad\u307f\u305f\u3044<\/span>\n\t\t\t\t\t<div class=\"p-blogCard__thumb c-postThumb\"><figure class=\"c-postThumb__figure\"><img decoding=\"async\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2022\/09\/20240412115630-300x300.png\" alt=\"\" class=\"c-postThumb__img u-obf-cover\" width=\"320\" height=\"180\"><\/figure><\/div>\t\t\t\t\t<div class=\"p-blogCard__body\">\n\t\t\t\t\t\t<a class=\"p-blogCard__title\" href=\"https:\/\/best-biostatistics.com\/toukei-er\/entry\/how-to-draw-iptw-km-curve\/\">R \u3068 EZR \u3067 IPTW \u30ab\u30d7\u30e9\u30f3\u30de\u30a4\u30e4\u30fc\u66f2\u7dda\u3092\u66f8\u304f\u65b9\u6cd5<\/a>\n\t\t\t\t\t\t<span class=\"p-blogCard__excerpt\">IPTW \u30ab\u30d7\u30e9\u30f3\u30de\u30a4\u30e4\u30fc\u66f2\u7dda\u306e\u66f8\u304d\u65b9\u3002 R\u306e\u30d1\u30c3\u30b1\u30fc\u30b8\u3068EZR\u3092\u4f7f\u3046\u3068\u66f8\u3051\u308b\u3002 IPTW\u3068\u306f\uff1f IPTW \u3068\u306f\u3001Inverse Probability of Treatment Weights \u306e\u982d\u6587\u5b57\u8a9e\u3002 \u9006\u78ba\u7387\u91cd\u307f&#8230;<\/span>\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\n\n\n\n\n\n<p>IPT\uff37 \u306f\u3001EZR \u3092\u4f7f\u3046\u3068\u7c21\u5358\u306b\u4f5c\u6210\u3067\u304d\u308b\u304c\u3001\u5f8c\u8ff0\u306e\u3088\u3046\u306a\u30b9\u30af\u30ea\u30d7\u30c8\u3067\u3082\u4f5c\u6210\u53ef\u80fd<\/p>\n\n\n\n<p>IPTW \u3067\u8abf\u6574\u3057\u305f\u30ab\u30d7\u30e9\u30f3\u30de\u30a4\u30e4\u30fc\u63a8\u5b9a\u91cf\u3092\u8a08\u7b97\u3057\u3066\u3001\u30ab\u30d7\u30e9\u30f3\u30de\u30a4\u30e4\u30fc\u66f2\u7dda\u3092\u66f8\u304f\u65b9\u6cd5\u3068\u3001\u56f3\u306e\u4e0b\u306b Number at Risk\uff08\u4f55\u4eba\u30a4\u30d9\u30f3\u30c8\u3092\u8d77\u3053\u3055\u305a\u306b\u6b8b\u3063\u3066\u3044\u308b\u304b\uff09\u3092\u793a\u3059\u65b9\u6cd5\u306e\u30b9\u30af\u30ea\u30d7\u30c8\u3092\u7d39\u4ecb\u3059\u308b<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"IPTW-\u30ab\u30d7\u30e9\u30f3\u30de\u30a4\u30e4\u30fc\u66f2\u7dda\u306e\u66f8\u304d\u65b9\">IPTW \u30ab\u30d7\u30e9\u30f3\u30de\u30a4\u30e4\u30fc\u66f2\u7dda\u306e\u66f8\u304d\u65b9<\/h2>\n\n\n\n<p>R \u306e survival \u30d1\u30c3\u30b1\u30fc\u30b8\u306e\u3001survfit \u3092\u4f7f\u3063\u3066\u63a8\u5b9a\u91cf\u3092\u6c42\u3081\u308b\u3068\u304d\u306b\u3001weight \u3067 IPTW \u3092\u6307\u5b9a\u3059\u308b\u3068\u3044\u3046\u65b9\u6cd5\u3092\u53d6\u308b<\/p>\n\n\n\n<p>\u66f2\u7dda\u81ea\u4f53\u3092\u66f8\u304f\u306e\u306f\u3001survminer \u30d1\u30c3\u30b1\u30fc\u30b8\u306e ggsurvplot \u3092\u4f7f\u3046<\/p>\n\n\n\n<p>\u305d\u3046\u3059\u308b\u3068\u3001Number at Risk \u3092\u66f8\u304d\u5165\u308c\u308b\u306e\u304c\u7c21\u5358\u3067\u3042\u308b<\/p>\n\n\n\n<p>\u307e\u305a\u3001\u5fc5\u8981\u306a\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u8aad\u307f\u8fbc\u3080<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code><span class=\"synComment\"># \u5fc5\u8981\u306a\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u8aad\u307f\u8fbc\u307f<\/span>\n<span class=\"synPreProc\">library<\/span><span class=\"synSpecial\">(<\/span>survival<span class=\"synSpecial\">)<\/span>\n<span class=\"synPreProc\">library<\/span><span class=\"synSpecial\">(<\/span>survminer<span class=\"synSpecial\">)<\/span>\n<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u6a19\u6e96\u306e\u30ab\u30d7\u30e9\u30f3\u30de\u30a4\u30e4\u30fc\u66f2\u7dda\">\u6a19\u6e96\u306e\u30ab\u30d7\u30e9\u30f3\u30de\u30a4\u30e4\u30fc\u66f2\u7dda<\/h3>\n\n\n\n<p>\u3053\u3053\u3067\u306f\u3001\u30b5\u30f3\u30d7\u30eb\u30c7\u30fc\u30bf\u3068\u3057\u3066\u3001ovarian \u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u7528\u3044\u308b<\/p>\n\n\n\n<p>survfit \u3067 \u30ab\u30d7\u30e9\u30f3\u30de\u30a4\u30e4\u30fc\u63a8\u5b9a\u91cf\u3092\u6c42\u3081\u308b<\/p>\n\n\n\n<p>\u307e\u305a\u306f\u3001IPTW \u8abf\u6574\u306a\u3057\u3067\u66f8\u3044\u3066\u307f\u308b<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>km_fit0 <span class=\"synStatement\">&lt;-<\/span> <span class=\"synIdentifier\">survfit<\/span><span class=\"synSpecial\">(<\/span><span class=\"synIdentifier\">Surv<\/span><span class=\"synSpecial\">(<\/span>futime<span class=\"synSpecial\">,<\/span> fustat<span class=\"synSpecial\">)<\/span> <span class=\"synStatement\">~<\/span> rx<span class=\"synSpecial\">,<\/span> data<span class=\"synStatement\">=<\/span>ovarian<span class=\"synSpecial\">)<\/span>\n<span class=\"synIdentifier\">plot<\/span><span class=\"synSpecial\">(<\/span>km_fit0<span class=\"synSpecial\">,<\/span> col<span class=\"synStatement\">=<\/span><span class=\"synConstant\">1<\/span><span class=\"synSpecial\">:<\/span><span class=\"synConstant\">2<\/span><span class=\"synSpecial\">)<\/span>\n<\/code><\/pre>\n\n\n\n<p>IPTW \u3067\u8abf\u6574\u3057\u3066\u3044\u306a\u3044\u3001rx \u56e0\u5b50\u5225\u306e\u30ab\u30d7\u30e9\u30f3\u30de\u30a4\u30e4\u30fc\u66f2\u7dda\u304c\u66f8\u304b\u308c\u308b<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"672\" height=\"672\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/09\/20230904210152.png\" alt=\"\" class=\"wp-image-920\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/09\/20230904210152.png 672w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/09\/20230904210152-300x300.png 300w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/09\/20230904210152-150x150.png 150w\" sizes=\"(max-width: 672px) 100vw, 672px\" \/><\/figure>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u50be\u5411\u30b9\u30b3\u30a2\u53ca\u3073-IPTW-\u306e\u4f5c\u6210\">\u50be\u5411\u30b9\u30b3\u30a2\u53ca\u3073 IPTW \u306e\u4f5c\u6210<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code># rx = 1,2 \u3092 rx1 = 0,1 \u306b\u5909\u63db\nrx1 &lt;- ovarian$rx-1\n# \u50be\u5411\u30b9\u30b3\u30a2\u306e\u4f5c\u6210\uff08EZR \u3067\u4f5c\u6210\u3057\u3066\u3082\u53ef\uff09\npropensity &lt;- glm(rx1 ~ age + resid.ds + ecog.ps,\n                  family = binomial(link='logit'),\n                  data = ovarian)$fitted.values\n# IPTW \u306e\u4f5c\u6210\uff08EZR \u3067\u4f5c\u6210\u3057\u3066\u3082\u53ef\uff09\nweights &lt;- ifelse(rx1==1, 1\/propensity, 1\/(1-propensity))\n<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"IPTW-\u30ab\u30d7\u30e9\u30f3\u30de\u30a4\u30e4\u30fc\u66f2\u7dda\u3092\u66f8\u304f\">IPTW \u30ab\u30d7\u30e9\u30f3\u30de\u30a4\u30e4\u30fc\u66f2\u7dda\u3092\u66f8\u304f<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code># \u30ab\u30d7\u30e9\u30f3\u30de\u30a4\u30e4\u30fc\u66f2\u7dda\u306e\u4f5c\u6210\nkm_fit &lt;- survfit(Surv(futime, fustat) ~ rx, data = ovarian,\n                  weights = weights)\nplot(km_fit, col=1:2)\n<\/code><\/pre>\n\n\n\n<p>IPTW \u30ab\u30d7\u30e9\u30f3\u30de\u30a4\u30e4\u30fc\u66f2\u7dda\u306f\u3053\u306e\u3088\u3046\u306b\u306a\u308b<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"672\" height=\"672\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/09\/20230904210746.png\" alt=\"\" class=\"wp-image-921\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/09\/20230904210746.png 672w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/09\/20230904210746-300x300.png 300w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/09\/20230904210746-150x150.png 150w\" sizes=\"(max-width: 672px) 100vw, 672px\" \/><\/figure>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<p>\u672a\u8abf\u6574\u306e\u30ab\u30d7\u30e9\u30f3\u30de\u30a4\u30e4\u30fc\u66f2\u7dda\u3068\u6bd4\u8f03\u3057\u3066\u3001\u307b\u3093\u306e\u5c11\u3057\u9ed2\u3068\u8d64\u304c\u8fd1\u3065\u3044\u305f\u3088\u3046\u306b\u898b\u3048\u308b<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"Number-at-Risk-\u5165\u308a\u306e\u30b0\u30e9\u30d5\u3092\u66f8\u304f\">Number at Risk \u5165\u308a\u306e\u30b0\u30e9\u30d5\u3092\u66f8\u304f<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code># \u30b0\u30e9\u30d5\u3092\u4f5c\u6210\nggsurv &lt;- ggsurvplot(km_fit, data = ovarian,\n                     risk.table = TRUE,\n                     risk.table.col = \"strata\",\n                     ggtheme = theme_minimal())\n# Number at risk \u3092\u8868\u793a\nggsurv$table$variables$nrisk &lt;-\n  paste(\"At risk:\", ggsurv$table$variables$n.risk)\n# \u30b0\u30e9\u30d5\u3092\u8868\u793a\nggsurv\n<\/code><\/pre>\n\n\n\n<p>ggsurvplot \u3067\u66f8\u3044\u305f\u30b0\u30e9\u30d5\u306f\u3053\u3061\u3089<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"672\" height=\"672\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/09\/20230904211013.png\" alt=\"\" class=\"wp-image-922\" title=\"\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/09\/20230904211013.png 672w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/09\/20230904211013-300x300.png 300w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/09\/20230904211013-150x150.png 150w\" sizes=\"(max-width: 672px) 100vw, 672px\" \/><\/figure>\n\n\n\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><\/span><\/p>\n\n\n\n<p>\u3044\u304d\u306a\u308a\u672c\u683c\u6d3e\u3063\u307d\u304f\u306a\u308b<\/p>\n\n\n\n<p>\u305f\u3060\u3057\u3001IPTW \u304c\u53cd\u6620\u3057\u3066\u3044\u306a\u3044 Number at risk \u306a\u306e\u3067\u3001\u66f4\u306b\u3072\u3068\u5de5\u592b\u304c\u5fc5\u8981\uff08\u73fe\u5728\u3001\u691c\u8a0e\u4e2d\uff09<\/p>\n\n\n\n<div id=\"biost-296928168\" 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\" id=\"\u307e\u3068\u3081\">\u307e\u3068\u3081<\/h2>\n\n\n\n<p>R \u3067 IPTW \u30ab\u30d7\u30e9\u30f3\u30de\u30a4\u30e4\u30fc\u66f2\u7dda\u3092\u66f8\u3044\u3066\u3001Number at Risk \u3092\u66f8\u304d\u5165\u308c\u308b\u65b9\u6cd5\u3092\u89e3\u8aac\u3057\u305f<\/p>\n\n\n\n<p>survminer \u30d1\u30c3\u30b1\u30fc\u30b8\u306e ggsurvplot \u3092\u4f7f\u3046\u3068\u3001\u3068\u3066\u3082\u304d\u308c\u3044\u306a\u30b0\u30e9\u30d5\u304c\u7c21\u5358\u306b\u304b\u3051\u308b<\/p>\n\n\n\n<p>\u53c2\u8003\u306b\u306a\u308c\u3070<\/p>\n","protected":false},"excerpt":{"rendered":"<p>IPTW \u30ab\u30d7\u30e9\u30f3\u30de\u30a4\u30e4\u30fc\u66f2\u7dda\u306b\u304a\u3044\u3066\u3001\u4efb\u610f\u306e\u6642\u70b9\u306b\u304a\u3051\u308b Number at Risk \u3092\u66f8\u304d\u5165\u308c\u308b\u65b9\u6cd5 R \u3067\u4f5c\u6210\u3059\u308b\u65b9\u6cd5<\/p>\n","protected":false},"author":2,"featured_media":922,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"swell_btn_cv_data":"","_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":false,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2}},"categories":[7,5,8,37],"tags":[],"class_list":["post-80","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-iptw-","category-r","category-8","category-37"],"jetpack_publicize_connections":[],"jetpack_featured_media_url":"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2023\/09\/20230904211013.png","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/posts\/80","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/comments?post=80"}],"version-history":[{"count":2,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/posts\/80\/revisions"}],"predecessor-version":[{"id":3559,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/posts\/80\/revisions\/3559"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/media\/922"}],"wp:attachment":[{"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/media?parent=80"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/categories?post=80"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/tags?post=80"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}