{"id":3251,"date":"2024-11-10T19:02:11","date_gmt":"2024-11-10T10:02:11","guid":{"rendered":"https:\/\/best-biostatistics.com\/toukei-er\/?p=3251"},"modified":"2024-11-10T19:02:12","modified_gmt":"2024-11-10T10:02:12","slug":"how-to-output-a-summary-table-for-sample-iptw-background-data-in-ezr","status":"publish","type":"post","link":"https:\/\/best-biostatistics.com\/toukei-er\/entry\/how-to-output-a-summary-table-for-sample-iptw-background-data-in-ezr\/","title":{"rendered":"EZR \u3067\u30b5\u30f3\u30d7\u30eb\u306e IPTW \u80cc\u666f\u30c7\u30fc\u30bf\u306e\u30b5\u30de\u30ea\u30fc\u8868\u3092\u51fa\u529b\u3059\u308b\u65b9\u6cd5"},"content":{"rendered":"\n<p>EZR \u3067 IPTW \u3092\u4f5c\u6210\u3057\u305f\u306e\u3061\u3001IPTW \u80cc\u666f\u30c7\u30fc\u30bf\u306e\u30b5\u30de\u30ea\u30fc\u8868\u3092\u4f5c\u6210\u3057\u305f\u3044\u5834\u5408\u3069\u3046\u3057\u305f\u3089\u3088\u3044\u304b<\/p>\n\n\n\n<!--more-->\n\n\n\n<h2 class=\"wp-block-heading\">IPTW \u80cc\u666f\u30c7\u30fc\u30bf\u306e\u30b5\u30de\u30ea\u30fc\u8868\u4f5c\u6210\u624b\u9806\u5168\u4f53\u50cf<\/h2>\n\n\n\n<p>EZR \u3067 IPTW\uff08\u9006\u78ba\u7387\u91cd\u307f\uff09\u3092\u4f5c\u6210\u3057\u305f\u306e\u3061\u3001IPTW \u80cc\u666f\u30c7\u30fc\u30bf\u306e\u96c6\u8a08\u8868\u3092\u4f5c\u6210\u3057\u305f\u3044\u5834\u5408\u3001\u3069\u306e\u3088\u3046\u306b\u3057\u305f\u3089\u3088\u3044\u304b<\/p>\n\n\n\n<p>\u5177\u4f53\u7684\u306a\u624b\u9806\u306f\u4ee5\u4e0b\u306e\u3068\u304a\u308a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6b20\u640d\u5024\u3092\u542b\u307e\u306a\u3044\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u3059\u308b<\/li>\n\n\n\n<li>survey \u30d1\u30c3\u30b1\u30fc\u30b8\u306e svydesign \u95a2\u6570\u3067 weights \u306e\u6307\u5b9a<\/li>\n\n\n\n<li>tableone \u30d1\u30c3\u30b1\u30fc\u30b8\u306e svyCreateTableOne \u95a2\u6570\u3067 IPTW \u80cc\u666f\u30c7\u30fc\u30bf\u306e\u30b5\u30de\u30ea\u30fc\u8868\u3092\u4f5c\u6210\u3059\u308b<\/li>\n\n\n\n<li>clipr \u30d1\u30c3\u30b1\u30fc\u30b8\u306e write_clip \u95a2\u6570\u3092\u4f7f\u3063\u3066\u3001\u30af\u30ea\u30c3\u30d7\u30dc\u30fc\u30c9\u7d4c\u7531\u3067\u30a8\u30af\u30bb\u30eb\u306b\u8cbc\u308a\u4ed8\u3051\u308b<\/li>\n<\/ul>\n\n\n\n<p>3 \u3064\u306e\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u307e\u3060\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u3044\u306a\u3051\u308c\u3070\u3001\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u304a\u304f<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>install.packages(c(\"survey\", \"tableone\", \"clipr\"))<\/code><\/pre>\n\n\n\n<p>\u307e\u305a\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306b IPTW \uff08weights.ATE.GLM.1\uff09\u304c\u4f5c\u6210\u3055\u308c\u305f\u3068\u3059\u308b<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"963\" height=\"784\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/11\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-11-10-180430.png\" alt=\"\" class=\"wp-image-3253\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/11\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-11-10-180430.png 963w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/11\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-11-10-180430-300x244.png 300w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/11\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-11-10-180430-768x625.png 768w\" sizes=\"(max-width: 963px) 100vw, 963px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u5177\u4f53\u7684\u306a\u624b\u9806<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u6b20\u640d\u5024\u3092\u542b\u307e\u306a\u3044\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u3059\u308b<\/h3>\n\n\n\n<p>IPTW \u304c\u6b20\u640d\u3057\u3066\u3044\u306a\u3044\u75c7\u4f8b\u306e\u307f\u306b\u7d5e\u3063\u3066\u3001\u51fa\u529b\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b<\/p>\n\n\n\n<p>EZR \u306e\u30e1\u30cb\u30e5\u30fc\u304b\u3089\u300c\u6307\u5b9a\u3057\u305f\u5909\u6570\u306b\u6b20\u640d\u5024\u3092\u542b\u3080\u884c\u3092\u524a\u9664\u3059\u308b\u300d\u3092\u7528\u3044\u3066\u3001\u524a\u9664\u3059\u308b<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"602\" height=\"221\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/11\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-11-10-181441.png\" alt=\"\" class=\"wp-image-3252\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/11\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-11-10-181441.png 602w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/11\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-11-10-181441-300x110.png 300w\" sizes=\"(max-width: 602px) 100vw, 602px\" \/><\/figure>\n\n\n\n<p>\u6b20\u640d\u5024\u3092\u542b\u3080\u884c\u3092\u9664\u5916\u3059\u308b\u5909\u6570\u306b weight.ATE.GLM.1 \u3092\u9078\u629e\u3057\u3001\u65b0\u3057\u3044\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u540d\u524d\u3092 Dataset_comp \u3068\u3059\u308b<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"374\" height=\"411\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/11\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-11-10-182839.png\" alt=\"\" class=\"wp-image-3254\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/11\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-11-10-182839.png 374w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/11\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-11-10-182839-273x300.png 273w\" sizes=\"(max-width: 374px) 100vw, 374px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">svydesign \u95a2\u6570\u3067 weights \u3092\u6307\u5b9a\u3059\u308b<\/h3>\n\n\n\n<p>survey \u30d1\u30c3\u30b1\u30fc\u30b8\u306e svydesign \u95a2\u6570\u3092\u7528\u3044\u3066\u3001IPTW \u3092 weights \u3068\u3057\u3066\u6307\u5b9a\u3059\u308b<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>library(survey)\nDataset_svy &lt;- svydesign(ids= ~1, data=Dataset_comp, weights= ~weight.ATE.GLM.1)<\/code><\/pre>\n\n\n\n<p>ids \u306f\u3001\u30af\u30e9\u30b9\u30bf\u30fc\u3092\u6307\u5b9a\u3059\u308b\u5f15\u6570\u3067\u3001\u30af\u30e9\u30b9\u30bf\u30fc\u304c\u306a\u3044\u5834\u5408\u3001~1 \u3068\u66f8\u304f<\/p>\n\n\n\n<p>weights \u304c IPTW \u3092\u610f\u5473\u3057\u3066\u3044\u3066\u3001weights = ~weight.ATE.GLM.1 \u3068\u66f8\u304f<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">tableone \u3067\u80cc\u666f\u30c7\u30fc\u30bf\u306e\u30b5\u30de\u30ea\u30fc\u8868\u3092\u4f5c\u6210\u3059\u308b<\/h3>\n\n\n\n<p>tableone \u30d1\u30c3\u30b1\u30fc\u30b8\u306e svyCreateTableOne \u95a2\u6570\u3067\u3001\u91cd\u307f\u4ed8\u3051\u3057\u305f\u80cc\u666f\u30c7\u30fc\u30bf\u306e\u30b5\u30de\u30ea\u30fc\u8868\u304c\u4f5c\u308c\u308b<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>library(tableone)\ntable1 &lt;- svyCreateTableOne(vars=c(\"C\", \"Sex\", \"A\", \"Age\", \"B\", \"Y\"), strata=\"Treat\", data=Dataset_svy)\nprint(table1)<\/code><\/pre>\n\n\n\n<p>\u80cc\u666f\u30c7\u30fc\u30bf\u306f\u3001C, Sex, A, Age, B \u3067\u3042\u308b<\/p>\n\n\n\n<p>Y \u306f\u3001\u9023\u7d9a\u30c7\u30fc\u30bf\u306e\u30a2\u30a6\u30c8\u30ab\u30e0\u3067\u3042\u308b<\/p>\n\n\n\n<p>Treat \u304c\u7fa4\u9593\u6bd4\u8f03\u306e strata \u3067\u3042\u308b<\/p>\n\n\n\n<p>data \u306f\u3001\u4e00\u7bc0\u524d\u3067\u4f5c\u6210\u3057\u305f svydesign \u30c7\u30fc\u30bf\uff08\u4eca\u56de\u306f\u3001Dataset_svy\uff09\u3092\u6307\u5b9a\u3059\u308b<\/p>\n\n\n\n<p>print \u95a2\u6570\u3067\u51fa\u529b\u3059\u308b\u3068\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u306a\u308b<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>> print(table1)\n                 Stratified by Treat\n                  0             1             p      test\n  n                35.4          67.7                    \n  C (%)                                        0.988     \n     mild          13.8 (39.0)   25.7 (37.9)             \n     moderate      10.4 (29.2)   20.8 (30.8)             \n     severe        11.3 (31.8)   21.2 (31.3)             \n  Sex = M (%)      16.6 (46.8)   32.1 (47.5)   0.950     \n  A (mean (SD))   51.06 (8.68)  51.47 (10.45)  0.842     \n  Age (mean (SD)) 40.15 (8.37)  40.26 (8.21)   0.948     \n  B (mean (SD))   19.63 (5.19)  19.77 (6.62)   0.911     \n  Y (mean (SD))   54.90 (10.66) 61.94 (8.83)   0.003     \n<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">clipr \u3067\u30a8\u30af\u30bb\u30eb\u306b\u8cbc\u308a\u4ed8\u3051\u308b<\/h3>\n\n\n\n<p>\u4ee5\u4e0b\u306e\u30b9\u30af\u30ea\u30d7\u30c8\u3067\u3001\u30af\u30ea\u30c3\u30d7\u30dc\u30fc\u30c9\u306b\u3001\u4e0a\u8a18 table1 \u3092\u30b3\u30d4\u30fc\u3059\u308b<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>library(clipr)\nwrite_clip(as.data.frame(print(table1)))<\/code><\/pre>\n\n\n\n<p>write_clip \u95a2\u6570\u306e\u4e2d\u306b\u3001as.data.frame \u95a2\u6570\u304c\u5165\u3063\u3066\u3044\u308b\u304c\u3001\u3053\u308c\u306f\u3001print(table1) \u304c\u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\u578b\u3067\u306a\u3044\u305f\u3081\u3067\u3042\u308b<\/p>\n\n\n\n<p>\u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\u578b\u306e\u89e3\u6790\u7d50\u679c\u306e\u5834\u5408\u306f\u3001as.data.frame \u306f\u4e0d\u8981\u3067\u3042\u308b<\/p>\n\n\n\n<p>\u30a8\u30af\u30bb\u30eb\u306e\u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u3092\u958b\u3044\u3066\u3001\u30b3\u30f3\u30c8\u30ed\u30fc\u30eb\uff0bV \u3067\u8cbc\u308a\u4ed8\u3051\u308b\u3068\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u5404\u30bb\u30eb\u306b\u6570\u5024\u304c\u5165\u3063\u3066\u8cbc\u308a\u3064\u304f<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"480\" height=\"354\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/11\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-11-10-183420.png\" alt=\"\" class=\"wp-image-3255\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/11\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-11-10-183420.png 480w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/11\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-11-10-183420-300x221.png 300w\" sizes=\"(max-width: 480px) 100vw, 480px\" \/><\/figure>\n\n\n\n<p>\u30b5\u30de\u30ea\u30fc\u8868\u3092\u30aa\u30ea\u30b8\u30ca\u30eb\u306e\u3082\u306e\u3068\u6bd4\u8f03\u3057\u3066\u307f\u308b<\/p>\n\n\n\n<p>\u5de6\u5074\u306e\u30aa\u30ea\u30b8\u30ca\u30eb\u306f\u3001EZR \u30e1\u30cb\u30e5\u30fc\u3092\u4f7f\u3063\u3066\u3044\u308b<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"422\" src=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/11\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-11-10-131333-1024x422.png\" alt=\"\" class=\"wp-image-3256\" srcset=\"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/11\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-11-10-131333-1024x422.png 1024w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/11\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-11-10-131333-300x124.png 300w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/11\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-11-10-131333-768x316.png 768w, https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2024\/11\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-11-10-131333.png 1376w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>IPTW \u5074\u306b Sex = F \u304c\u306a\u3044\u306a\u3069\u3001\u82e5\u5e72\u306e\u9055\u3044\u306f\u3042\u308b\u304c\u3001\u307b\u307c\u540c\u69d8\u306e\u30b5\u30de\u30ea\u30fc\u8868\u304c\u4f5c\u6210\u3067\u304d\u308b<\/p>\n\n\n\n<p>IPTW \u3067\u306f\u3001Y \u3092\u9664\u304d\u3001\u3044\u305a\u308c\u306e\u80cc\u666f\u30c7\u30fc\u30bf\u3082\u30aa\u30ea\u30b8\u30ca\u30eb\u3068\u6bd4\u8f03\u3057\u3066\u3001\u7fa4\u9593\u306b\u3001\u3088\u308a\u5dee\u7570\u304c\u306a\u3044\u3088\u3046\u306b\u898b\u3048\u308b\u306e\u304c\u308f\u304b\u308b<\/p>\n\n\n\n<div id=\"biost-3504154240\" 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\">\u307e\u3068\u3081<\/h2>\n\n\n\n<p>IPTW \u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u4f5c\u6210\u3057\u305f\u3068\u304d\u306b\u3001IPTW \u80cc\u666f\u30c7\u30fc\u30bf\u306e\u30b5\u30de\u30ea\u30fc\u8868\u3092\u4f5c\u6210\u3059\u308b\u65b9\u6cd5\u3092\u7d39\u4ecb\u3057\u305f<\/p>\n\n\n\n<p>svydesign \u3067 weights \u3092\u6307\u5b9a\u3057\u3066 IPTW \u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u4f5c\u6210\u3057\u3001svyCreateTableOne \u3067\u304d\u308c\u3044\u306a\u51fa\u529b\u3092\u4f5c\u6210\u3059\u308b\u3001\u6700\u7d42\u7684\u306b\u306f\u3001write_clip \u3067\u30af\u30ea\u30c3\u30d7\u30dc\u30fc\u30c9\u3092\u7d4c\u7531\u3057\u3066\u30a8\u30af\u30bb\u30eb\u306b\u7c21\u5358\u30fb\u304d\u308c\u3044\u306b\u8cbc\u308a\u4ed8\u3051\u308b<\/p>\n\n\n\n<p>\u53c2\u8003\u306b\u306a\u308c\u3070<\/p>\n","protected":false},"excerpt":{"rendered":"<p>EZR \u3067 IPTW \u3092\u4f5c\u6210\u3057\u305f\u306e\u3061\u3001IPTW \u80cc\u666f\u30c7\u30fc\u30bf\u306e\u30b5\u30de\u30ea\u30fc\u8868\u3092\u4f5c\u6210\u3057\u305f\u3044\u5834\u5408\u3069\u3046\u3057\u305f\u3089\u3088\u3044\u304b<\/p>\n","protected":false},"author":2,"featured_media":0,"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":[4,7],"tags":[],"class_list":["post-3251","post","type-post","status-publish","format-standard","hentry","category-ezr","category-iptw-"],"jetpack_publicize_connections":[],"jetpack_featured_media_url":"","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/posts\/3251","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=3251"}],"version-history":[{"count":5,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/posts\/3251\/revisions"}],"predecessor-version":[{"id":3261,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/posts\/3251\/revisions\/3261"}],"wp:attachment":[{"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/media?parent=3251"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/categories?post=3251"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/tags?post=3251"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}