{"id":15854,"date":"2024-03-16T02:28:32","date_gmt":"2024-03-15T17:28:32","guid":{"rendered":"https:\/\/www.silicloud.com\/ja\/blog\/r%e8%a8%80%e8%aa%9e%e3%82%92%e4%bd%bf%e7%94%a8%e3%81%97%e3%81%9f%e3%83%87%e3%83%bc%e3%82%bf%e3%82%af%e3%83%aa%e3%83%bc%e3%83%8b%e3%83%b3%e3%82%b0%e3%81%ae%e5%9f%ba%e6%9c%ac%e7%9a%84%e3%81%aa%e6%89%8b\/"},"modified":"2025-08-06T04:29:15","modified_gmt":"2025-08-05T19:29:15","slug":"r%e8%a8%80%e8%aa%9e%e3%82%92%e4%bd%bf%e7%94%a8%e3%81%97%e3%81%9f%e3%83%87%e3%83%bc%e3%82%bf%e3%82%af%e3%83%aa%e3%83%bc%e3%83%8b%e3%83%b3%e3%82%b0%e3%81%ae%e5%9f%ba%e6%9c%ac%e7%9a%84%e3%81%aa%e6%89%8b","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/ja\/blog\/r%e8%a8%80%e8%aa%9e%e3%82%92%e4%bd%bf%e7%94%a8%e3%81%97%e3%81%9f%e3%83%87%e3%83%bc%e3%82%bf%e3%82%af%e3%83%aa%e3%83%bc%e3%83%8b%e3%83%b3%e3%82%b0%e3%81%ae%e5%9f%ba%e6%9c%ac%e7%9a%84%e3%81%aa%e6%89%8b\/","title":{"rendered":"r\u8a00\u8a9e\u3092\u4f7f\u7528\u3057\u305f\u30c7\u30fc\u30bf\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u306e\u57fa\u672c\u7684\u306a\u624b\u9806\u306f\u4f55\u3067\u3059\u304b\u3002"},"content":{"rendered":"

R\u8a00\u8a9e\u306b\u3088\u308b\u30c7\u30fc\u30bf\u306e\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u306e\u57fa\u672c\u7684\u306a\u624b\u9806\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u5206\u3051\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\uff1a<\/p>\n

    \n
  1. \u30c7\u30fc\u30bf\u306e\u30a4\u30f3\u30dd\u30fc\u30c8\uff1aR\u8a00\u8a9e\u306eread.csv()\u3084read.table()\u306a\u3069\u306e\u30c7\u30fc\u30bf\u8aad\u307f\u8fbc\u307f\u95a2\u6570\u3092\u4f7f\u7528\u3057\u3066\u3001\u30c7\u30fc\u30bf\u3092R\u74b0\u5883\u306b\u30a4\u30f3\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002<\/li>\n
  2. R\u8a00\u8a9e\u306e\u95a2\u6570\u3067\u3042\u308bhead()\u3001summary()\u3001str()\u306a\u3069\u3092\u4f7f\u7528\u3057\u3066\u30c7\u30fc\u30bf\u69cb\u9020\u3001\u5185\u5bb9\u3001\u8981\u7d04\u7d71\u8a08\u60c5\u5831\u3092\u89b3\u5bdf\u3057\u3001\u30c7\u30fc\u30bf\u306e\u7279\u5fb4\u3084\u554f\u984c\u3092\u7406\u89e3\u3059\u308b\u3002<\/li>\n
  3. \u6b20\u640d\u5024\u306e\u51e6\u7406\uff1aR\u8a00\u8a9e\u306e\u95a2\u6570\u3067\u3042\u308bis.na()\u3084complete.cases()\u306a\u3069\u3092\u4f7f\u7528\u3057\u3066\u3001\u30c7\u30fc\u30bf\u306e\u4e2d\u306e\u6b20\u640d\u5024\u3092\u691c\u51fa\u3057\u51e6\u7406\u3057\u307e\u3059\u3002\u6b20\u640d\u5024\u3092\u524a\u9664\u3059\u308b\u3001\u5e73\u5747\u5024\u3084\u4e2d\u592e\u5024\u3067\u57cb\u3081\u308b\u3001\u307e\u305f\u306f\u88dc\u9593\u6cd5\u3092\u4f7f\u3063\u3066\u57cb\u3081\u308b\u306a\u3069\u306e\u65b9\u6cd5\u3092\u9078\u629e\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n
  4. \u7570\u5e38\u5024\u306e\u51e6\u7406\uff1aR\u8a00\u8a9e\u306e\u95a2\u6570\u3001\u4f8b\u3048\u3070boxplot()\u3084quantile()\u3092\u4f7f\u7528\u3057\u3066\u3001\u30c7\u30fc\u30bf\u4e2d\u306e\u7570\u5e38\u5024\u3092\u691c\u51fa\u3057\u51e6\u7406\u3057\u307e\u3059\u3002\u7570\u5e38\u5024\u3092\u524a\u9664\u3057\u305f\u308a\u3001\u9069\u5207\u306a\u5024\u306b\u7f6e\u304d\u63db\u3048\u305f\u308a\u3001\u88dc\u9593\u6cd5\u3092\u4f7f\u7528\u3057\u3066\u51e6\u7406\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n
  5. R\u8a00\u8a9e\u306e\u95a2\u6570\u3001subset()\u3001transform()\u3001reshape()\u306a\u3069\u3092\u4f7f\u7528\u3057\u3066\u3001\u30c7\u30fc\u30bf\u306e\u5909\u63db\u3084\u518d\u69cb\u7bc9\u3092\u884c\u3044\u307e\u3059\u3002\u5909\u6570\u306e\u9078\u629e\u3001\u65b0\u3057\u3044\u5909\u6570\u306e\u4f5c\u6210\u3001\u5909\u6570\u306e\u540d\u524d\u5909\u66f4\u3001\u5909\u6570\u306e\u578b\u5909\u63db\u306a\u3069\u3092\u9078\u629e\u3067\u304d\u307e\u3059\u3002<\/li>\n
  6. \u30c7\u30fc\u30bf\u306e\u7d71\u5408\u3068\u5206\u5272\uff1aR\u8a00\u8a9e\u306e\u95a2\u6570\u3067\u3042\u308bmerge()\u3001rbind()\u3001cbind()\u306a\u3069\u3092\u4f7f\u7528\u3057\u3066\u3001\u30c7\u30fc\u30bf\u3092\u7d71\u5408\u304a\u3088\u3073\u5206\u5272\u3057\u307e\u3059\u3002\u30c7\u30fc\u30bf\u306e\u95a2\u9023\u6027\u306b\u57fa\u3065\u3044\u3066\u7d71\u5408\u3059\u308b\u3053\u3068\u3082\u3001\u7279\u5b9a\u306e\u6761\u4ef6\u306b\u57fa\u3065\u3044\u3066\u5206\u5272\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<\/li>\n
  7. R\u8a00\u8a9e\u306e\u95a2\u6570\u3001\u4f8b\u3048\u3070order()\u3084sort()\u306a\u3069\u3092\u4f7f\u7528\u3057\u3066\u30c7\u30fc\u30bf\u3092\u4e26\u3079\u66ff\u3048\u305f\u308a\u6574\u5217\u3057\u305f\u308a\u3059\u308b\u3002\u5909\u6570\u306e\u5024\u306b\u57fa\u3065\u3044\u3066\u4e26\u3079\u66ff\u3048\u308b\u3053\u3068\u3084\u3001\u30c7\u30fc\u30bf\u306e\u884c\u3084\u5217\u3092\u6574\u5217\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/li>\n
  8. \u30c7\u30fc\u30bf\u306e\u91cd\u8907\u3084\u30e6\u30cb\u30fc\u30af\u6027\u306e\u51e6\u7406\uff1aR\u8a00\u8a9e\u306e\u95a2\u6570\u3092\u4f7f\u7528\u3057\u3066\u3001\u30c7\u30fc\u30bf\u306e\u91cd\u8907\u3084\u30e6\u30cb\u30fc\u30af\u6027\u3092\u51e6\u7406\u3057\u307e\u3059\u3002duplicated()\u3001unique()\u306a\u3069\u306e\u95a2\u6570\u3092\u4f7f\u3063\u3066\u3001\u91cd\u8907\u30c7\u30fc\u30bf\u884c\u3092\u691c\u51fa\u3057\u305f\u308a\u524a\u9664\u3057\u305f\u308a\u3001\u30e6\u30cb\u30fc\u30af\u306a\u30c7\u30fc\u30bf\u884c\u3092\u62bd\u51fa\u3057\u305f\u308a\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n
  9. \u30c7\u30fc\u30bf\u306e\u6a19\u6e96\u5316\u3068\u6b63\u898f\u5316\uff1aR\u8a00\u8a9e\u306e\u95a2\u6570\u3001\u4f8b\u3048\u3070scale()\u3084normalize()\u3092\u4f7f\u7528\u3057\u3066\u3001\u30c7\u30fc\u30bf\u3092\u6a19\u6e96\u5316\u304a\u3088\u3073\u6b63\u898f\u5316\u3067\u304d\u307e\u3059\u3002\u30c7\u30fc\u30bf\u3092\u7279\u5b9a\u306e\u30eb\u30fc\u30eb\u306b\u5f93\u3063\u3066\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u3059\u308b\u3053\u3068\u3067\u3001\u7570\u306a\u308b\u5909\u6570\u9593\u3067\u6bd4\u8f03\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/li>\n
  10. \u30c7\u30fc\u30bf\u306e\u5206\u985e\u3068\u96c6\u8a08\uff1aR\u8a00\u8a9e\u306e\u95a2\u6570\u3067\u3042\u308baggregate()\u3084tapply()\u306a\u3069\u3092\u4f7f\u7528\u3057\u3066\u3001\u30c7\u30fc\u30bf\u3092\u30b0\u30eb\u30fc\u30d7\u5316\u3057\u3066\u96c6\u8a08\u3059\u308b\u3002\u7279\u5b9a\u306e\u5909\u6570\u3067\u30b0\u30eb\u30fc\u30d7\u5316\u3057\u3001\u5404\u30b0\u30eb\u30fc\u30d7\u306b\u5bfe\u3057\u3066\u96c6\u8a08\u7d71\u8a08\u64cd\u4f5c\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/li>\n
  11. R\u8a00\u8a9e\u306e\u95a2\u6570\u3067\u3042\u308bsubset()\u3084filter()\u3092\u4f7f\u3063\u3066\u3001\u30c7\u30fc\u30bf\u306e\u9078\u629e\u3084\u62bd\u51fa\u3092\u884c\u3044\u307e\u3059\u3002\u7279\u5b9a\u306e\u6761\u4ef6\u306b\u57fa\u3065\u3044\u3066\u5fc5\u8981\u306a\u30c7\u30fc\u30bf\u884c\u3084\u5909\u6570\u3092\u9078\u629e\u3067\u304d\u307e\u3059\u3002<\/li>\n
  12. \u30c7\u30fc\u30bf\u5909\u63db\u3068\u8996\u70b9\u306e\u5909\u66f4\uff1aR\u8a00\u8a9e\u306e\u95a2\u6570\u3092\u4f7f\u7528\u3057\u3066\u3001mutate()\u3084dplyr\u30d1\u30c3\u30b1\u30fc\u30b8\u306e\u95a2\u6570\u306a\u3069\u3092\u4f7f\u3044\u3001\u30c7\u30fc\u30bf\u306e\u5909\u63db\u3084\u8996\u70b9\u306e\u5909\u66f4\u3092\u884c\u3044\u307e\u3059\u3002\u5909\u6570\u540c\u58eb\u306e\u6f14\u7b97\u3084\u65b0\u3057\u3044\u6d3e\u751f\u5909\u6570\u306e\u4f5c\u6210\u3001\u30c7\u30fc\u30bf\u306e\u8996\u70b9\u3092\u5909\u3048\u308b\u64cd\u4f5c\u304c\u53ef\u80fd\u3067\u3059\u3002<\/li>\n
  13. \u30c7\u30fc\u30bf\u306e\u8996\u899a\u5316\uff1aR\u8a00\u8a9e\u306e\u95a2\u6570\u3092\u4f7f\u7528\u3057\u3066\u3001ggplot2\u30d1\u30c3\u30b1\u30fc\u30b8\u306a\u3069\u306e\u95a2\u6570\u3092\u4f7f\u3063\u3066\u3001\u30c7\u30fc\u30bf\u3092\u8996\u899a\u7684\u306b\u8868\u73fe\u3057\u307e\u3059\u3002\u7dda\u30b0\u30e9\u30d5\u3001\u68d2\u30b0\u30e9\u30d5\u3001\u6563\u5e03\u56f3\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u30bf\u30a4\u30d7\u306e\u30b0\u30e9\u30d5\u3092\u63cf\u753b\u3067\u304d\u3001\u30c7\u30fc\u30bf\u3092\u3088\u308a\u3088\u304f\u7406\u89e3\u3057\u3001\u5206\u6790\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n
  14. \u30c7\u30fc\u30bf\u306e\u30a8\u30af\u30b9\u30dd\u30fc\u30c8\uff1aR\u8a00\u8a9e\u306e\u95a2\u6570\u3001\u4f8b\u3048\u3070write.csv()\u3084write.table()\u3092\u4f7f\u7528\u3057\u3066\u3001\u30af\u30ea\u30fc\u30f3\u30a2\u30c3\u30d7\u3057\u305f\u30c7\u30fc\u30bf\u3092\u30d5\u30a1\u30a4\u30eb\u3068\u3057\u3066\u4fdd\u5b58\u3057\u3001\u5f8c\u7d9a\u306e\u5206\u6790\u3084\u5fdc\u7528\u306b\u4f7f\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n

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