{"id":436,"date":"2019-07-08T21:01:18","date_gmt":"2019-07-08T12:01:18","guid":{"rendered":"https:\/\/best-biostatistics.com\/toukei-er\/entry\/hierarchical-clustering-in-r\/"},"modified":"2024-10-10T08:26:56","modified_gmt":"2024-10-09T23:26:56","slug":"hierarchical-clustering-in-r","status":"publish","type":"post","link":"https:\/\/best-biostatistics.com\/toukei-er\/entry\/hierarchical-clustering-in-r\/","title":{"rendered":"R \u3067\u968e\u5c64\u7684\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u3092\u884c\u3046\u65b9\u6cd5"},"content":{"rendered":"\n

R \u3067\u968e\u5c64\u7684\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u3092\u884c\u3046\u65b9\u6cd5\u3002<\/p>\n\n\n\n\n\n\n\n

\u968e\u5c64\u7684\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u3068\u306f<\/h2>\n\n\n\n

\u3055\u307e\u3056\u307e\u306a\u7279\u5fb4\u3092\u6301\u3063\u305f\u96c6\u56e3\u3001\u305f\u3068\u3048\u3070\u7c73\u56fd50\u5dde\u3092\u3001\u7279\u5fb4\u304c\u4f3c\u3066\u3044\u308b\u4f3c\u3066\u3044\u306a\u3044\u3067\u8fd1\u3044\u30fb\u9060\u3044\u3092\u8868\u73fe\u3057\u3066\u90e8\u5206\u96c6\u56e3\uff08\u30af\u30e9\u30b9\u30bf\u30fc\uff09\u306b\u5206\u3051\u308b\u3053\u3068\u3092\u8a00\u3046\u3002<\/p>\n\n\n\n

\u4ee5\u4e0b\u3082\u53c2\u7167\u306e\u3053\u3068\u3002<\/p>\n\n\n

\t\t\t
\n\t\t\t\t
\n\t\t\t\t\t\u3042\u308f\u305b\u3066\u8aad\u307f\u305f\u3044<\/span>\n\t\t\t\t\t
\"\"<\/figure><\/div>\t\t\t\t\t
\n\t\t\t\t\t\t\u30af\u30e9\u30b9\u30bf\u30fc\u5206\u6790\u3068\u306f\uff1f<\/a>\n\t\t\t\t\t\t\u30af\u30e9\u30b9\u30bf\u30fc\u5206\u6790\u3068\u306f\u4f55\u304b\uff1f \u305d\u3082\u305d\u3082\u3001\u30af\u30e9\u30b9\u30bf\u30fc\u3063\u3066\u4f55\uff1f \u30af\u30e9\u30b9\u30bf\u30fc\u3068\u306f\uff1f \u30af\u30e9\u30b9\u30bf\u30fc\u3068\u306f\u3001\u30b0\u30eb\u30fc\u30d7\u3068\u304b\u584a\uff08\u304b\u305f\u307e\u308a\uff09\u306e\u610f\u5473\u3002 \u30c7\u30fc\u30bf\u3092\u3044\u304f\u3064\u304b\u306e\u584a\u306b\u5206\u3051\u305f\u3082\u306e\u3092…<\/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

\u968e\u5c64\u7684\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u306e\u30b5\u30f3\u30d7\u30eb\u30c7\u30fc\u30bf<\/h2>\n\n\n\n

\u968e\u5c64\u578b\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u3092\u4f8b\u793a\u3057\u3066\u307f\u308b\u30b5\u30f3\u30d7\u30eb\u30c7\u30fc\u30bf\u306fUSArrests\u3068\u3044\u3046\u30c7\u30fc\u30bf\u3067\u30011973\u5e74\u5f53\u6642\u306e\u7c73\u56fd\u72af\u7f6a\u30c7\u30fc\u30bf\u3002<\/p>\n\n\n\n

\u5148\u982d\u90e8\u5206\u3060\u3051\u5c11\u3057\u898b\u3066\u307f\u308b\u3002<\/p>\n\n\n\n

\u5404\u5dde\u306e Murder, Assault, UrbanPop, Rape \u306e\u30c7\u30fc\u30bf\u304c\u683c\u7d0d\u3055\u308c\u3066\u3044\u308b\u3002<\/p>\n\n\n\n

><\/span> head<\/span>(<\/span>USArrests)<\/span>\nMurder Assault UrbanPop Rape\nAlabama      13.2<\/span>     236<\/span>       58<\/span> 21.2<\/span>\nAlaska       10.0<\/span>     263<\/span>       48<\/span> 44.5<\/span>\nArizona       8.1<\/span>     294<\/span>       80<\/span> 31.0<\/span>\nArkansas      8.8<\/span>     190<\/span>       50<\/span> 19.5<\/span>\nCalifornia    9.0<\/span>     276<\/span>       91<\/span> 40.6<\/span>\nColorado      7.9<\/span>     204<\/span>       78<\/span> 38.7<\/span>\n<\/code><\/pre>\n\n\n\n
\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>\r\n
\u21911\u4e07\u4eba\u4ee5\u4e0a\u306e\u533b\u7642\u5f93\u4e8b\u8005\u304c\u8cfc\u8aad\u4e2d<\/span><\/strong><\/span><\/p><\/div>
\u968e\u5c64\u7684\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u306f\u5b9f\u969b\u306b\u3069\u3046\u3059\u308b\u304b\uff1f<\/h2>\n\n\n\n
\u307e\u305a\u8ddd\u96e2\u8a08\u7b97\u3092\u3059\u308b<\/h3>\n\n\n\n
\u307e\u305a\u3001\u5dde\u540c\u58eb\u306e\u8ddd\u96e2\u8a08\u7b97\u3092\u3059\u308b\u3002<\/p>\n\n\n\n
dist()\u3068\u3044\u3046\u95a2\u6570\u3092\u4f7f\u3046\u3002<\/p>\n\n\n\n
><\/span> dist1 <-<\/span> dist<\/span>(<\/span>USArrests)<\/span>\n><\/span> dist1\nAlabama     Alaska    Arizona   Arkansas\nAlaska          37.177009<\/span>\nArizona         63.008333<\/span>  46.592489<\/span>\nArkansas        46.928137<\/span>  77.197409<\/span> 108.851918<\/span>\nCalifornia      55.524769<\/span>  45.102217<\/span>  23.194180<\/span>  97.582017<\/span>\nColorado        41.932565<\/span>  66.475935<\/span>  90.351148<\/span>  36.734861<\/span>\nConnecticut    128.206942<\/span> 159.406556<\/span> 185.159526<\/span>  85.028289<\/span>\nDelaware        16.806249<\/span>  45.182961<\/span>  58.616380<\/span>  53.010376<\/span>\nFlorida        102.001618<\/span>  79.974496<\/span>  41.654532<\/span> 148.735739<\/span>\nGeorgia         25.841827<\/span>  57.030255<\/span>  86.037957<\/span>  25.586129<\/span>\nHawaii         191.803050<\/span> 221.193535<\/span> 248.268967<\/span> 147.775979<\/span>\nIdaho          116.761980<\/span> 146.484982<\/span> 176.817674<\/span>  70.587038<\/span>\n<\/code><\/pre>\n\n\n\n
\u9014\u4e2d\u3067\u5272\u611b\u3059\u308b\u304c\u3001\u4e0a\u8a18\u306e\u3088\u3046\u306a\u884c\u5217\u304c\u300149\u884c\u00d750\u5217\u7d9a\u304f\u3002<\/p>\n\n\n\n
\u3053\u308c\u304c\u8ddd\u96e2\u884c\u5217\u3060\u3002<\/p>\n\n\n\n
\u6b21\u306b\u30af\u30e9\u30b9\u30bf\u30fc\u306b\u5206\u3051\u308b<\/h3>\n\n\n\n
\u6b21\u306b\u30af\u30e9\u30b9\u30bf\u30fc\u306b\u5206\u3051\u308b\u3002<\/p>\n\n\n\n
hclust()\u3068\u3044\u3046\u95a2\u6570\u3092\u4f7f\u3046\u3002<\/p>\n\n\n\n
\u30af\u30e9\u30b9\u30bf\u30fc\u306b\u5206\u3051\u308b\u65b9\u6cd5\u306f\u3044\u304f\u3064\u304b\u3042\u308b\u3002<\/p>\n\n\n\n
R \u306e\u30c7\u30d5\u30a9\u30eb\u30c8\u3067\u306fcomplete\uff08\u5b8c\u5168\u30ea\u30f3\u30af\u6cd5\uff09\u304c\u7528\u3044\u3089\u308c\u3066\u3044\u308b\u3002<\/p>\n\n\n\n
><\/span> hclust1 <-<\/span> hclust<\/span>(<\/span>dist1)<\/span>\n><\/span> hclust1\nCall:<\/span>\nhclust<\/span>(<\/span>d =<\/span> dist1)<\/span>\nCluster method   :<\/span> complete\nDistance         :<\/span> euclidean\nNumber of objects:<\/span> 50<\/span>\n<\/code><\/pre>\n\n\n\n
\u5b8c\u5168\u30ea\u30f3\u30af\u6cd5\u306f\u3001\u6700\u3082\u8fd1\u3044\u8005\u540c\u58eb\u304c\u30da\u30a2\u3092\u4f5c\u3063\u305f\u5f8c\u3001\u305d\u306e\u3069\u3061\u3089\u304b\u3068\u9060\u3044\u307b\u3046\u306e\u8ddd\u96e2\u3092\u63a1\u7528\u3057\u3066\uff0850\u5dde\u306e\u5834\u5408\u306a\u308948\u500b\u8ddd\u96e2\u304c\u9078\u3070\u308c\u308b\uff09\u3001\u305d\u306e\u4e2d\u3067\u6700\u3082\u8fd1\u3044\u8005\u304c\u6b21\u306e\u30ec\u30d9\u30eb\u306e\u30af\u30e9\u30b9\u30bf\u30fc\u306b\u306a\u308b\u3002<\/p>\n\n\n\n
\u8a73\u3057\u304f\u306f\u4ee5\u4e0b\u306e\u30ea\u30f3\u30af\u5148\u3092\u53c2\u7167\u3002<\/p>\n\n\n\n
\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\uff08\u30b9\u30e9\u30a4\u30c921\u679a\u76ee\uff09<\/p>\n\n\n\n
http:\/\/www.kamishima.net\/archive\/clustering.pdf<\/a><\/p>\n\n\n\n
\u3053\u3061\u3089\u3082\u308f\u304b\u308a\u3084\u3059\u3044\u8aac\u660e\u3002<\/p>\n\n\n\n
https:\/\/it-mint.com\/2017\/07\/13\/hierarchical-clustering-complete-linkage-1203.html<\/a><\/p>\n\n\n\n\n\n\n\n
\u8ddd\u96e2\u8a08\u7b97\u306f\u30e6\u30fc\u30af\u30ea\u30c3\u30c9\u8ddd\u96e2\u3092\u7528\u3044\u3066\u3044\u308b<\/h3>\n\n\n\n
\u30e6\u30fc\u30af\u30ea\u30c3\u30c9\u8ddd\u96e2 euclidean distance\u306f\u3001\u4e8c\u3064\u306e\u70b9\u306e\u300c\u5dee\u306e\u4e8c\u4e57\u548c\u306e\u5e73\u65b9\u6839\u300d\u3060\u3002<\/p>\n\n\n\n
\u5b9f\u969b\u306e\u8a08\u7b97\u306f\u4ee5\u4e0b\u3092\u53c2\u7167\u3002<\/p>\n\n\n
\t\t\t
\n\t\t\t\t
\n\t\t\t\t\t\u3042\u308f\u305b\u3066\u8aad\u307f\u305f\u3044<\/span>\n\t\t\t\t\t
\"\"<\/figure><\/div>\t\t\t\t\t
\n\t\t\t\t\t\tR \u3067\u30e6\u30fc\u30af\u30ea\u30c3\u30c9\u8ddd\u96e2\u3092\u6c42\u3081\u308b\u65b9\u6cd5<\/a>\n\t\t\t\t\t\t\u30e6\u30fc\u30af\u30ea\u30c3\u30c9\u306f\u7d00\u5143\u524d325\u5e74\u306b\u751f\u307e\u308c\u305f\u30ae\u30ea\u30b7\u30e3\u306e\u6570\u5b66\u8005\u3002 \u8457\u3057\u305f\u8457\u66f8\u306f\u6570\u5b66\u306e\u306a\u304b\u3067\u3082\u7279\u306b\u5e7e\u4f55\u5b66\u306e\u6559\u79d1\u66f8\u3068\u3057\u3066\u6709\u540d\u3067\u3042\u3063\u305f\u3002 \u30e6\u30fc\u30af\u30ea\u30c3\u30c9\u304c\u8003\u3048\u51fa\u3057\u305f\u300c\u8ddd\u96e2\u300d\u3068\u306f\uff1f…<\/span>\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\n
\t\t\t
\n\t\t\t\t
\n\t\t\t\t\t\u3042\u308f\u305b\u3066\u8aad\u307f\u305f\u3044<\/span>\n\t\t\t\t\t
\"\"<\/figure><\/div>\t\t\t\t\t
\n\t\t\t\t\t\tR \u3067\u30e6\u30fc\u30af\u30ea\u30c3\u30c9\u8ddd\u96e2\u3092\u4e8c\u6b21\u5143\u3067\u8868\u793a\u3057\u3066\u307f\u305f<\/a>\n\t\t\t\t\t\t\u4e8c\u6b21\u5143\u3067\u30e6\u30fc\u30af\u30ea\u30c3\u30c9\u8ddd\u96e2\u3092\u56f3\u793a\u3057\u3066\u307f\u305f\u3002 \u4e8c\u6b21\u5143\u306e\u30e6\u30fc\u30af\u30ea\u30c3\u30c9\u8ddd\u96e2\u3092\u793a\u3059\u30b5\u30f3\u30d7\u30eb\u30c7\u30fc\u30bf \u4e8c\u6b21\u5143\u3067\u30e6\u30fc\u30af\u30ea\u30c3\u30c9\u8ddd\u96e2\u3092\u4f8b\u793a\u3057\u3066\u307f\u308b\u305f\u3081\u306e\u30b5\u30f3\u30d7\u30eb\u30c7\u30fc\u30bf\u306f\u3001R \u306b\u7d44\u307f…<\/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
\u968e\u5c64\u7684\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u306e\u56f3\u793a<\/h2>\n\n\n\n
\u5404\u70b9\uff08\u4f8b\u3067\u306f\u5404\u5dde\uff09\u304c\u8fd1\u3044\u306e\u304b\u3001\u9060\u3044\u306e\u304b\u3092\u8868\u793a\u3059\u308b\u56f3\u304c\u3042\u308b\u3002<\/p>\n\n\n\n
\u30c7\u30f3\u30c9\u30ed\u30b0\u30e9\u30e0\u3068\u547c\u3070\u308c\u308b\u3002<\/p>\n\n\n\n
\u65e5\u672c\u8a9e\u3067\u306f\u6a39\u5f62\u56f3\u3068\u304b\u6a39\u72b6\u56f3\u3068\u547c\u3070\u308c\u308b\u3002<\/p>\n\n\n\n
\u3084\u306f\u308a\u56f3\u306f\u308f\u304b\u308a\u3084\u3059\u3044\u3002<\/p>\n\n\n\n
\u30c7\u30d5\u30a9\u30eb\u30c8\u3067\u306f\u540d\u524d\u304c\u4e0a\u4e0b\u3057\u3066\u540c\u3058\u30ec\u30d9\u30eb\u304b\u9055\u3046\u30ec\u30d9\u30eb\u304b\u304c\u76ee\u8996\u3067\u308f\u304b\u308b\u3088\u3046\u306b\u306a\u3063\u3066\u3044\u308b\u3002<\/p>\n\n\n\n
hang=-1\u3068\u30aa\u30d7\u30b7\u30e7\u30f3\u6307\u5b9a\u3059\u308b\u3068\u3001\u5404\u5dde\u306e\u540d\u524d\u304c\u6a2a\u4e00\u7dda\u306b\u4e26\u3076\u8868\u793a\u306b\u306a\u308b\u3002<\/p>\n\n\n\n
plot<\/span>(<\/span>hclust1)<\/span>\nplot<\/span>(<\/span>hclust1,<\/span>hang=-<\/span>1<\/span>)<\/span>\n<\/code><\/pre>\n\n\n\n
\u30c7\u30d5\u30a9\u30eb\u30c8\u306e\u8868\u793a<\/p>\n\n\n\n
\"\"<\/figure>\n\n\n\n
<\/span><\/p>\n\n\n\n
hang=-1\u3092\u6307\u5b9a\u3057\u305f\u6642\u306e\u8868\u793a<\/p>\n\n\n\n
\"\"<\/figure>\n\n\n\n
<\/span><\/p>\n\n\n\n
\u5b9f\u969b\u306e\u30e6\u30fc\u30af\u30ea\u30c3\u30c9\u8ddd\u96e2\u3092\u8a08\u7b97\u3057\u3066\u307f\u308b<\/h2>\n\n\n\n
\u4f8b\u3068\u3057\u3066Alabama\u3068Alaska\u3001Alabama\u3068Arizona\u306e\u8ddd\u96e2\u3092\u8a08\u7b97\u3057\u3066\u307f\u308b\u3068\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u306a\u308b\u3002<\/p>\n\n\n\n
><\/span> head<\/span>(<\/span>USArrests)<\/span>\nMurder Assault UrbanPop Rape\nAlabama      13.2<\/span>     236<\/span>       58<\/span> 21.2<\/span>\nAlaska       10.0<\/span>     263<\/span>       48<\/span> 44.5<\/span>\nArizona       8.1<\/span>     294<\/span>       80<\/span> 31.0<\/span>\nArkansas      8.8<\/span>     190<\/span>       50<\/span> 19.5<\/span>\nCalifornia    9.0<\/span>     276<\/span>       91<\/span> 40.6<\/span>\nColorado      7.9<\/span>     204<\/span>       78<\/span> 38.7<\/span>\n><\/span>\n><\/span> #Alabama to Alaska<\/span>\n><\/span> sqrt<\/span>(<\/span>sum<\/span>((<\/span>USArrests[<\/span>c<\/span>(<\/span>1<\/span>,<\/span>2<\/span>),][<\/span>1<\/span>,]<\/span>-<\/span>USArrests[<\/span>c<\/span>(<\/span>1<\/span>,<\/span>2<\/span>),][<\/span>2<\/span>,])<\/span>^<\/span>2<\/span>))<\/span>\n[<\/span>1<\/span>]<\/span> 37.17701<\/span>\n><\/span> #Alabama to Arizona<\/span>\n><\/span> sqrt<\/span>(<\/span>sum<\/span>((<\/span>USArrests[<\/span>c<\/span>(<\/span>1<\/span>,<\/span>3<\/span>),][<\/span>1<\/span>,]<\/span>-<\/span>USArrests[<\/span>c<\/span>(<\/span>1<\/span>,<\/span>3<\/span>),][<\/span>2<\/span>,])<\/span>^<\/span>2<\/span>))<\/span>\n[<\/span>1<\/span>]<\/span> 63.00833<\/span>\n<\/code><\/pre>\n\n\n\n
\u30e6\u30fc\u30af\u30ea\u30c3\u30c9\u8ddd\u96e2\u304c\u6700\u3082\u8fd1\u3044\u5dde\u3001\u6700\u3082\u9060\u3044\u5dde\u306f\uff1f<\/h2>\n\n\n\n
\u4f8b\u3068\u3057\u3066Alabama\u304b\u3089\u30e6\u30fc\u30af\u30ea\u30c3\u30c9\u8ddd\u96e2\u304c\u6700\u3082\u8fd1\u3044\u5dde\u3068\u6700\u3082\u9060\u3044\u5dde\u3092\u898b\u3066\u307f\u308b\u3002<\/p>\n\n\n\n
\u307e\u305a\u3001Alabama\u304b\u3089\u305d\u308c\u305e\u308c\u306e\u5dde\u307e\u3067\u306e\u8ddd\u96e2\u3092\u8a08\u7b97\u3059\u308b\u3002<\/p>\n\n\n\n
> alabama\n        Alaska        Arizona       Arkansas     California       Colorado \n      37.17701       63.00833       46.92814       55.52477       41.93256 \n   Connecticut       Delaware        Florida        Georgia         Hawaii \n     128.20694       16.80625      102.00162       25.84183      191.80305 \n         Idaho       Illinois        Indiana           Iowa         Kansas \n     116.76198       28.45488      123.34521      180.61010      121.51987 \n      Kentucky      Louisiana          Maine       Maryland  Massachusetts \n     127.28417       15.45445      154.14529       64.99362       91.64851 \n      Michigan      Minnesota    Mississippi       Missouri        Montana \n      28.48543      164.65096       27.39014       59.78829      127.39262 \n      Nebraska         Nevada  New Hampshire     New Jersey     New Mexico \n     134.43697       37.43047      179.73620       83.24302       51.64349 \n      New York North Carolina   North Dakota           Ohio       Oklahoma \n      33.71083      101.96102      192.41614      117.38761       85.84870 \n        Oregon   Pennsylvania   Rhode Island South Carolina   South Dakota \n      78.38686      131.08509       70.33811       44.18292      151.08911 \n     Tennessee          Texas           Utah        Vermont       Virginia \n      48.34760       41.56609      118.50270      190.37069       80.29533 \n    Washington  West Virginia      Wisconsin        Wyoming \n      92.82047      156.79241      183.77573       75.50709 \n<\/code><\/pre>\n\n\n\n
\u3053\u306e\u4e2d\u3067\u6700\u3082\u8fd1\u3044\uff08\u8ddd\u96e2\u304c\u5c0f\u3055\u3044\uff09\u5dde\u3068\u6700\u3082\u9060\u3044\uff08\u8ddd\u96e2\u304c\u5927\u304d\u3044\uff09\u5dde\u3092\u898b\u3064\u3051\u3066\u307f\u308b\u3002<\/p>\n\n\n\n
><\/span> min<\/span>(<\/span>alabama)<\/span>\n[<\/span>1<\/span>]<\/span> 15.45445<\/span>\n><\/span> max<\/span>(<\/span>alabama)<\/span>\n[<\/span>1<\/span>]<\/span> 192.4161<\/span>\n<\/code><\/pre>\n\n\n\n
\u6700\u5c0f\u5024\u306f15.45445\u3067Louisiana\u5dde\u3067\u3042\u3063\u305f\u3002<\/p>\n\n\n\n
\u6700\u5927\u5024\u306f192.4161\u3067North Dakota\u5dde\u3067\u3042\u3063\u305f\u3002<\/p>\n\n\n\n
\u30c7\u30f3\u30c9\u30ed\u30b0\u30e9\u30e0\u3067\u898b\u76f4\u3057\u3066\u307f\u308b\u3068\u3001Louisiana\u306f\u96a3\u306b\u6765\u3066\u3044\u308b\u5dde\u3067\u3001North Dakota\u306f\u9060\u304f\u96e2\u308c\u3066\u3044\u308b\u5834\u6240\u306b\u4f4d\u7f6e\u3057\u3066\u3044\u308b\u3002<\/p>\n\n\n\n
\u3053\u306e\u3088\u3046\u306b\u8868\u73fe\u3055\u308c\u308b\u3002<\/p>\n\n\n\n
\u3061\u306a\u307f\u306bAlabama\u304b\u3089\u307f\u305f\u7269\u7406\u7684\u306a\u8ddd\u96e2\u3092\u8003\u3048\u3066\u307f\u308b\u3068\u3001Louisiana\u306fMississippi\u3092\u631f\u3093\u3067\u3059\u3050\u8fd1\u304f\u306e\u5dde\u3067\u3042\u308b\u304c\u3001North Dakota\u306f\u9060\u304f\u96e2\u308c\u305f\u4e2d\u897f\u90e8\u6700\u5317\u306e\u5dde\u3067\u3042\u308b\u3002<\/p>\n\n\n\n
\"\"<\/figure>\n\n\n\n
<\/span><\/p>\n\n\n\n
\u307e\u3068\u3081<\/h2>\n\n\n\n
\u968e\u5c64\u7684\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u306f\u3001\u3044\u304f\u3064\u304b\u306e\u7279\u5fb4\u3092\u7528\u3044\u3066\u3001\u305d\u308c\u3089\u306e\u7279\u5fb4\u3092\u6301\u3064\u70b9\u540c\u58eb\u306e\u8ddd\u96e2\u304c\u8fd1\u3044\u304b\u9060\u3044\u304b\u3092\u4f7f\u3063\u3066\u3001\u584a\uff08\u30af\u30e9\u30b9\u30bf\u30fc\uff09\u3092\u4f5c\u3063\u3066\u3001\u5927\u307e\u304b\u306a\u72b6\u6cc1\u3092\u628a\u63e1\u3059\u308b\u65b9\u6cd5\u3002<\/p>\n\n\n\n
\u30c7\u30fc\u30bf\u306e\u5927\u307e\u304b\u306a\u628a\u63e1\u3084\u4eee\u8aac\u69cb\u7bc9\u306b\u6709\u7528\u306a\u624b\u6cd5\u3060\u3002<\/p>\n\n\n\n
\u305c\u3072\u304a\u8a66\u3057\u3042\u308c\u3002<\/p>\n\n\n\n
\u53c2\u8003\u30b5\u30a4\u30c8<\/h2>\n\n\n\n
\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0<\/a><\/p>\n\n\n\n
\u300c\u968e\u5c64\u7684\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u300d\u306e\u300c\u5b8c\u5168\u9023\u7d50\u6cd5\uff08Complete Linkage Method\uff09\u300d\u3068\u306f\uff1f\u521d\u5b66\u8005\u306e\u65b9\u3067\u3082\u3001\u308f\u304b\u308a\u3084\u3059\u3044\u3088\u3046\u306b\u307e\u3068\u3081\u307e\u3057\u305f | \u5fd9\u3057\u3044\u3042\u306a\u305f\u306e\u4ee3\u308f\u308a\u306b\u3001\u53f2\u4e0a\u6700\u5f37\u306e\u826f\u3044\u672c\u30fb\u826f\u3044\u66ae\u3089\u3057\u306e\u3054\u63d0\u6848<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"
R \u3067\u968e\u5c64\u7684\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u3092\u884c\u3046\u65b9\u6cd5\u3002<\/p>\n","protected":false},"author":2,"featured_media":2619,"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":[5,107],"tags":[],"class_list":["post-436","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-r","category-107"],"jetpack_publicize_connections":[],"jetpack_featured_media_url":"https:\/\/best-biostatistics.com\/toukei-er\/wp-content\/uploads\/2019\/07\/20190708205503.png","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/posts\/436","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=436"}],"version-history":[{"count":3,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/posts\/436\/revisions"}],"predecessor-version":[{"id":2621,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/posts\/436\/revisions\/2621"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/media\/2619"}],"wp:attachment":[{"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/media?parent=436"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/categories?post=436"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/best-biostatistics.com\/toukei-er\/wp-json\/wp\/v2\/tags?post=436"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}