{"id":2650,"date":"2016-05-11T17:15:45","date_gmt":"2016-05-11T17:15:45","guid":{"rendered":"https:\/\/mm-lab.jp\/?p=2650"},"modified":"2019-10-29T10:06:00","modified_gmt":"2019-10-29T10:06:00","slug":"%e3%81%bf%e3%82%93%e3%81%aa%e5%a4%a7%e5%a5%bd%e3%81%8d%e3%83%91%e3%82%a4%e3%83%b3%e3%82%a2%e3%83%a1%e3%81%ae%e5%85%ac%e5%bc%8f%e3%82%a2%e3%82%ab%e3%81%ae%e3%83%84%e3%82%a4%e3%83%bc%e3%83%88%e3%82%92tw","status":"publish","type":"post","link":"https:\/\/mm-lab.jp\/statistical\/pain_ame_twiiter\/","title":{"rendered":"\u307f\u3093\u306a\u5927\u597d\u304d\u30d1\u30a4\u30f3\u30a2\u30e1\u306e\u516c\u5f0f\u30a2\u30ab\u306e\u30c4\u30a4\u30fc\u30c8\u3092twitteR\u3067\u5206\u6790\u3059\u308b"},"content":{"rendered":"

\u307f\u306a\u3055\u3093\u521d\u3081\u307e\u3057\u3066\u3002\u30de\u30e1\u30a2\u30ab\uff08\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u30e1\u30c8\u30ea\u30c3\u30af\u30b9\u30a2\u30ab\u30c7\u30df\u30fc<\/u>\uff09\u751f\u306e\u5185\u85e4\u52c7\u4e4b\u52a9\u3068\u7533\u3057\u307e\u3059\u3002<\/p>\n

\u4eca\u56de\u306f\u3001Twitter\u306e\u30c7\u30fc\u30bf\u3092\u7528\u3044\u3066\u30cd\u30ac\u30dd\u30b8\u5224\u5b9a\uff08\u30c6\u30ad\u30b9\u30c8\u30de\u30a4\u30cb\u30f3\u30b0\u306e\uff11\u3064\uff09\u306b\u6311\u6226\u3057\u3066\u307f\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n

\u6240\u9577\u304b\u3089\u300c\u305b\u3063\u304b\u304f\u306a\u306e\u3067\u5927\u962a\u306b\u307e\u3064\u308f\u308b\u3082\u306e\u300d\u3068\u3044\u3046\u3053\u3068\u3067\u3042\u3063\u305f\u306e\u3067\u3001\u30d1\u30a4\u30f3\u30a2\u30e1<\/u>\u3067\u304a\u306a\u3058\u307f\u3001\u516c\u5f0f\u30a2\u30ab\u30a6\u30f3\u30c8\u306e\u4e2d\u3067\u3082\u300c\u653b\u3081\u3059\u304e\u3066\u3044\u308b\u300d\u3068\u8a71\u984c\u306e\u30d1\u30a4\u30f3\u682a\u5f0f\u4f1a\u793e\u3055\u3093\u516c\u5f0f\u30a2\u30ab\u30a6\u30f3\u30c8<\/u>\u3068\u3057\u307e\u3057\u305f\uff01<\/p>\n

\u3086\u308b\u3075\u308f\uff5e\u306a\u611f\u3058\u304c\u3068\u3063\u3066\u3082\u597d\u304d\u306a\u3093\u3067( \u00b4\u25ce\uff40)\uff7d\uff70\u3002<\/p>\n

 <\/p>\n

\u30cd\u30ac\u30dd\u30b8\u5224\u5b9a\u3068\u306f\uff1f<\/h4>\n

\u30cd\u30ac\u30dd\u30b8\u5224\u5b9a\u3068\u306f\u3001\u7c21\u5358\u306b\u8a00\u3046\u3068\u4eba\u306e\u767a\u8a00\u306a\u3069\u304c\u524d\u5411\u304d\uff08\u30dd\u30b8\u30c6\u30a3\u30d6\uff09\u304b\u5f8c\u5411\u304d\uff08\u30cd\u30ac\u30c6\u30a3\u30d6\uff09\u306a\u306e\u304b\u3092\u5224\u5b9a\u3059\u308b\u3053\u3068<\/u><\/strong>\u3067\u3059\u3002<\/p>\n

\u300c\u4eca\u65e5\u306f\u697d\u3057\u3080\u305e\uff01\u300d\u3068\u3044\u3046\u524d\u5411\u304d\u306a\u767a\u8a00\u3067\u3042\u308c\u3070\u30dd\u30b8\u30c6\u30a3\u30d6\u3001\u300c\u4eca\u65e5\u306f\u30c0\u30e1\u3060\u300d\u3068\u3044\u3046\u5f8c\u308d\u5411\u304d\u306a\u767a\u8a00\u3067\u3042\u308c\u3070\u30cd\u30ac\u30c6\u30a3\u30d6\u3068\u3044\u3046\u5224\u5b9a\u304c\u3055\u308c\u307e\u3059\u3002<\/p>\n

Twitter\u3067\u306f\u3001\u30e6\u30fc\u30b6\u304c\u81ea\u5206\u306e\u601d\u3044\u3084\u767a\u8a00\u3092\u81ea\u7531\u306b\u6295\u7a3f\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n

\u3064\u307e\u308a\u3001\u3042\u308b\u7a0b\u5ea6\u3001\u3064\u3076\u3084\u3044\u305f\u4eba\u306e\u300c\u7d20\u300d\u306e\u30cd\u30ac\u30dd\u30b8\u5224\u5b9a\u3092\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n

\u516c\u5f0f\u30a2\u30ab\u30a6\u30f3\u30c8\u3067\u3086\u308b\uff5e\u304f\u3064\u3076\u3084\u3044\u3066\u3044\u308b\u3068\u3055\u308c\u308b\u30de\u30c3\u30ad\u30fc\u3055\u3093\u3001\u3069\u3093\u306a\u4eba\u304b\u306f\u89e3\u3089\u306a\u3044\u306e\u3067\u3059\u304c\u3001\u30dd\u30b8\u30c6\u30a3\u30d6\u767a\u8a00\u304c\u591a\u305d\u3046\u3067\u3059\u3002<\/p>\n

 <\/p>\n

\u30c7\u30fc\u30bf\u306fR\u306e\u300ctwitteR\u300d\u3068\u3044\u3046\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u7528\u3044\u3066\u53d6\u5f97\u3057\u307e\u3057\u305f\u30023\u670815\u65e5\u301c4\u67085\u65e5\u307e\u3067\u306e850\u7a0b\u5ea6\u306e\u30c4\u30a4\u30fc\u30c8\u30c7\u30fc\u30bf\u3067\u3059\u3002<\/p>\n

\u30c4\u30a4\u30fc\u30c8\u5185\u306b\u542b\u307e\u308c\u308b\u753b\u50cf\u306e\u30ea\u30f3\u30af\u3084\u30cf\u30c3\u30b7\u30e5\u30bf\u30b0\u3001\u30a2\u30ab\u30a6\u30f3\u30c8\u540d\u306a\u3069\u306f\u9664\u5916\u3057\u3066\u5206\u6790\u3059\u308b\u3053\u3068\u306b\u3057\u307e\u3057\u305f\u3002<\/p>\n

 <\/p>\n

\u57fa\u672c\u7684\u306a\u96c6\u8a08<\/h4>\n

\u307e\u305a\u306f\u57fa\u672c\u7684\u306a\u96c6\u8a08\u3092\u3057\u3066\u3001\u30d1\u30a4\u30f3\u30a2\u30e1\u306e\u30a2\u30ab\u30a6\u30f3\u30c8\u3092\u5206\u6790\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n

 <\/p>\n

# \u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\r\ninstall.packages(c(\"twitteR\", \"ROAuth\"))\r\nlibrary(twitteR)\r\nlibrary(ROAuth)\r\n\r\n\uff08\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u95a2\u9023\u306f\u9664\u304f\uff09\r\n\r\n# \u30e6\u30fc\u30b6\u306e\u30bf\u30a4\u30e0\u30e9\u30a4\u30f3\u53d6\u5f97\r\ntweets<-twListToDF(userTimeline(user=\"pain_ame\",n=3200))tweets<-within(tweets,{\r\n\r\n # JST\u306b\u5909\u63db\r\n attr(created,\"tzone\")<-\"Asia\/Tokyo\"\r\n\r\n # HTML\u30bf\u30b0\u524a\u9664\r\n statusSource<-factor(gsub(\"(.*?)<\/a>\",\"\\\\1\",statusSource))\r\n date<-factor(format(created,\"%Y-%m-%d\"))#\u65e5\u306b\u3061\r\n hour<-NULL; month<-NULL; year<-NULL; wday<-NULL\r\n with(as.POSIXlt(created),{\r\n  hour<<-factor(hour)\r\n  month<<-factor(mon + 1)\r\n  year<<-factor(year + 1900)\r\n  wday<<-factor((wday + 6) %% 5,labels = wday.abb)\r\n })\r\n\r\n # \u30c4\u30a4\u30fc\u30c8\u306e\u6587\u5b57\u6570\r\n textLength<-nchar(text)\r\n\r\n # \u30e6\u30fc\u30b6\u540d,URL,\u30cf\u30c3\u30b7\u30e5\u30bf\u30b0\u3092\u524a\u9664\r\n cleanText<-removeSpecialStr(text)\r\n cleanTextLength<-nchar(cleanText)\r\n})\r\n<\/pre>\n
 <\/p>\n
\u30c4\u30a4\u30fc\u30c8\u6570\u306e\u63a8\u79fb\u3092\u898b\u3066\u307f\u307e\u3059\u3002<\/p>\n
 <\/p>\n
\u65e5\u6bce\u306e\u30c4\u30a4\u30fc\u30c8\u6570<\/figcaption><\/figure>\n
 <\/p>\n
\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3057\u305f\u6642\u671f\u304b\u3089\u5f90\u3005\u306b\u30c4\u30a4\u30fc\u30c8\u6570\u304c\u5897\u3048\u3066\u304d\u3066\u3044\u307e\u3057\u305f\u3002<\/p>\n
\u306a\u305c\u5897\u3048\u3066\u3044\u308b\u306e\u304b\uff1f\u76ee\u8996\u3067\u78ba\u8a8d\u3057\u3066\u307f\u305f\u3068\u3053\u308d\u3001\u30d5\u30a9\u30ed\u30ef\u30fc\u3068\u306e\u3084\u308a\u3068\u308a\u304c\u5897\u3048\u3066\u3044\u308b\u305f\u3081\u3060\u3068\u8003\u3048\u3089\u308c\u307e\u3057\u305f\u3002<\/p>\n
\u30d5\u30a1\u30f3\u3068\u7dca\u5bc6\u306b\u3084\u308a\u53d6\u308a\u3055\u308c\u3066\u3044\u308b\u3093\u3060\u306a\u3041\u30fc\u3068\u601d\u3044\u307e\u3057\u305f\u3002<\/p>\n
\u305d\u3057\u30664\u67081\u65e5\u306b\u30c4\u30a4\u30fc\u30c8\u306e\u4ef6\u6570\u304c\u5897\u3048\u3066\u3044\u307e\u3059\u3002\u305d\u3046\u3001\u3053\u306e\u65e5\u306f\u30a8\u30a4\u30d7\u30ea\u30eb\u30d5\u30fc\u30eb\u3067\u3059\u3002\u304d\u3063\u3068\u76db\u308a\u4e0a\u304c\u3063\u3066\u3044\u305f\u3093\u3067\u3057\u3087\u3046\u306d\u3002<\/p>\n
 <\/p>\n
\u6b21\u306f\u6642\u9593\u5225\u3067\u306e\u30c4\u30a4\u30fc\u30c8\u6570\u3092\u898b\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n
 <\/p>\n
\u66dc\u65e5\u30fb\u6642\u9593\u5358\u4f4d\u3067\u30c4\u30a4\u30fc\u30c8\u6570\u3002<\/figcaption><\/figure>\n
 <\/p>\n
\u3053\u306e\u30b0\u30e9\u30d5\u304b\u3089\u3001\u30de\u30c3\u30ad\u30fc\u3055\u3093\u306e\u6d3b\u767a\u306a\u6642\u9593\u306f9\uff5e11\u6642\u3068\u8a00\u3048\u307e\u3059\u3002\u307b\u3068\u3093\u3069\u306e\u30c4\u30a4\u30fc\u30c8\u306f\u5348\u524d\u4e2d\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u306d\u3002<\/p>\n
\u305d\u3057\u3066\u66dc\u65e5\u306b\u3088\u3063\u3066\u6d3b\u767a\u306a\u6642\u9593\u5e2f\u304c\u7570\u306a\u308b\u3068\u3044\u3046\u3053\u3068\u3082\u898b\u53d7\u3051\u3089\u308c\u307e\u3059\u3002<\/p>\n
19\u6642\u4ee5\u964d\u306e\u30c4\u30a4\u30fc\u30c8\u306f\u91d1\u66dc\u65e5\u306e\u307f\u306a\u3069\u4f55\u304b\u3057\u3089\u306e\u7406\u7531\u304c\u3042\u308b\u306e\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002\uff08\u305b\u3063\u304b\u304f\u306e\u83ef\u91d1\u306a\u306e\u306b\u2026\uff09<\/p>\n
 <\/p>\n
\u30cd\u30ac\u30dd\u30b8\u5224\u5b9a<\/h4>\n
\u7c21\u5358\u306a\u96c6\u8a08\u306f\u3053\u306e\u8fba\u306b\u3057\u3066\u3001\u30cd\u30ac\u30dd\u30b8\u5224\u5b9a\u3092\u884c\u3063\u3066\u307f\u307e\u3057\u3087\u3046\uff01<\/p>\n
\u30cd\u30ac\u30dd\u30b8\u5224\u5b9a\u306fR\u306b\u3066\u5f62\u614b\u7d20\u89e3\u6790\u3092\u884c\u3063\u3066\u304b\u3089\u3001\u300c\u5358\u8a9e\u611f\u60c5\u6975\u6027\u5bfe\u5fdc\u8868\u300d\u306b\u3042\u308b\u5358\u8a9e\u306e\u307f\u62bd\u51fa\u3057\u5358\u8a9e\u611f\u60c5\u6975\u6027\u5bfe\u5fdc\u8868\u3092\u3082\u3068\u306b\u30b9\u30b3\u30a2\u3092\u7b97\u51fa\u3057\u307e\u3059\u3002\u305d\u306e\u7d50\u679c\u300c\u6b63\u306e\u5024\u3067\u3042\u308c\u3070\u30dd\u30b8\u30c6\u30a3\u30d6\u30c4\u30a4\u30fc\u30c8\u300d\u300c\u8ca0\u306e\u5024\u3067\u3042\u308c\u3070\u30cd\u30ac\u30c6\u30a3\u30d6\u30c4\u30a4\u30fc\u30c8\u300d<\/u><\/strong>\u3068\u3057\u307e\u3059\u3002<\/p>\n
\u5358\u8a9e\u611f\u60c5\u6975\u6027\u5bfe\u5fdc\u8868\u3068\u306f\u300c\u5358\u8a9e\u300d\u300c\u54c1\u8a5e\u300d\u306e\u7d44\u306b\u5bfe\u3057\u3066\u611f\u60c5\u6975\u6027\u30921\uff5e-1\u306e\u5024\u3067\u8868\u73fe\u3055\u308c\u3066\u3044\u308b\u3082\u306e\u3067\u3059\u3002\u524d\u5411\u304d\u306a\u5358\u8a9e\u307b\u30691\u306b\u8fd1\u3065\u304d\u3001\u5f8c\u308d\u5411\u304d\u306a\u5358\u8a9e\u307b\u3069-1\u306b\u8fd1\u3065\u304d\u307e\u3059\u3002<\/p>\n
 <\/p>\n
\u8868\u4e00\u89a7\u306e\u4e00\u90e8\u3002<\/figcaption><\/figure>\n
 <\/p>\n
\u3053\u306e\u8868\u3092\u3082\u3068\u306b\u30b9\u30b3\u30a2\u3092\u7b97\u51fa\u3059\u308b\u3053\u3068\u3067\u30cd\u30ac\u30dd\u30b8\u5224\u5b9a\u304c\u3067\u304d\u308b\u306e\u3067\u3059\u304c\u3001\u5c11\u3057\u843d\u3068\u3057\u7a74\u304c\u3042\u308a\u307e\u3059\u3002\u305d\u308c\u306f\u3001\u3053\u306e\u5358\u8a9e\u611f\u60c5\u6975\u6027\u5bfe\u5fdc\u8868\u306b\u306f\u30cd\u30ac\u30c6\u30a3\u30d6\u30ef\u30fc\u30c9\u304c\u591a\u3044\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002<\/p>\n
\u3069\u306e\u304f\u3089\u3044\u306a\u306e\u304b\u3068\u3044\u3046\u3068\u300155,125\u8a9e\u306e\u3046\u306149,983\u8a9e\u304c\u30cd\u30ac\u30c6\u30a3\u30d6\u30ef\u30fc\u30c9<\/u><\/strong>\u306a\u306e\u3067\u3059\u3002\u3053\u306e\u307e\u307e\u3060\u3068\u307b\u3068\u3093\u3069\u306e\u30c4\u30a4\u30fc\u30c8\u304c\u30cd\u30ac\u30c6\u30a3\u30d6\u5224\u5b9a\u3055\u308c\u3066\u3057\u307e\u3046\u306e\u3067\u3001\u76f8\u5bfe\u7684\u306b\u898b\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n
 <\/p>\n
\u307e\u305a\u767a\u8a00\u5168\u4f53\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002<\/p>\n
 <\/p>\n
#\u30cd\u30ac\u30dd\u30b8\r\n#\u5358\u8a9e\u611f\u60c5\u6975\u6027\u5bfe\u5fdc\u8868\u306e\u53d6\u5f97\r\npndic <- read.table(\"http:\/\/www.lr.pi.titech.ac.jp\/~takamura\/pubs\/pn_ja.dic\",\r\n                    sep=\":\",\r\n                    col.names = c(\"term\",\"kana\",\"pos\",\"value\"),\r\n                    colClasses=c(\"character\",\"character\",\"factor\",\"numeric\"),\r\n                    fileEncoding = \"SJIS\")\r\n\r\n#\u540d\u8a5e\uff0b\u54c1\u8a5e\u3067\u8907\u6570\u306e\u5019\u88dc\u304c\u3042\u308b\u5834\u5408\u306f\u5e73\u5747\u5024\u3092\u63a1\u7528\r\npndic2 <- aggregate(value ~ term + pos,pndic,mean)\r\n\r\n#pndic\u306b\u767b\u9332\u3055\u308c\u3066\u3044\u308b\u5358\u8a9e\u306e\u307f\u62bd\u51fa\r\ntweetDF<-subset(tweetDF,TERM %in% pndic2$term)\r\n\r\n#\u5358\u8a9e\u611f\u60c5\u6975\u6027\u30b9\u30b3\u30a2\u4ed8\u4e0e\r\ntweetDF<-merge(tweetDF, pndic2,by.x = c(\"TERM\",\"POS1\"),by.y=c(\"term\",\"pos\"))\r\n\r\n#\u5358\u8a9e\u306e\u51fa\u73fe\u56de\u6570\u306b\u30b9\u30b3\u30a2\u3092\u304b\u3051\u3066\u7dcf\u548c\u3092\u3068\u308b\r\nscore<-colSums(tweetDF[4:(ncol(tweetDF) - 1)]*tweetDF$value)\r\n\r\n#\u76f8\u5bfe\u7684\u306b\u30cd\u30ac\u30dd\u30b8\u5224\u5b9a\r\nm<-mean(score)\r\ntweetType <- factor(ifelse(score > m,\"positive\",\r\n                    ifelse(score == m,\"neutral\",\"negative\")),\r\n                    levels = c(\"positive\",\"neutral\",\"negative\"))\r\n<\/pre>\n
 <\/p>\n
\u7d50\u679c\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002<\/p>\n
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 <\/p>\n
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 <\/p>\n
\u975e\u5358\u4f4d\u306e\u5272\u5408\u3002<\/figcaption><\/figure>\n
 <\/p>\n
3\u670822\u65e5\u3060\u3051\u30cd\u30ac\u30c6\u30a3\u30d6\u30c4\u30a4\u30fc\u30c8\u306e\u5272\u5408\u304c\u534a\u5206\u3092\u8d85\u3048\u3066\u3044\u307e\u3059\u3002<\/p>\n
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 <\/p>\n
tweet\u4f8b\u3002<\/figcaption><\/figure>\n
 <\/p>\n
\u3069\u3046\u3084\u3089\u3053\u306e\u6642\u671f\u306f\u30a2\u30e1\u304c\u8ca9\u58f2\u3057\u3066\u3044\u308b\u5730\u57df\u3084\u3001\u30b3\u30e9\u30dc\u5546\u54c1\u3092\u95a2\u6771\u3067\u3082\u8cb7\u3044\u305f\u3044\uff01\u306a\u3069\u30e6\u30fc\u30b6\u30fc\u306e\u30ea\u30af\u30a8\u30b9\u30c8\u306b\u300c\u3059\u3044\u307e\u305b\u3093\u300d\u3068\u30c4\u30a4\u30fc\u30c8\u3057\u3066\u3044\u305f\u3088\u3046\u3067\u3059\u3002<\/p>\n
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 <\/p>\n
\u307e\u3068\u3081<\/h4>\n
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 <\/p>\n
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 <\/p>\n
\u4eca\u56de\u306e\u5206\u6790\u3092\u901a\u3057\u3066\u3001\u30d1\u30a4\u30f3\u30a2\u30e1\u306b\u6539\u3081\u3066\u611b\u7740\u304c\u308f\u304d\u307e\u3057\u305f\u3002<\/p>\n
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\u4ee5\u4e0a\u3067\u3059\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"
\u307f\u306a\u3055\u3093\u521d\u3081\u307e\u3057\u3066\u3002\u30de\u30e1\u30a2\u30ab\uff08\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u30e1\u30c8\u30ea\u30c3\u30af\u30b9\u30a2\u30ab\u30c7\u30df\u30fc\uff09\u751f\u306e\u5185\u85e4\u52c7\u4e4b\u52a9\u3068\u7533\u3057\u307e\u3059\u3002 \u4eca\u56de\u306f\u3001Twitter\u306e\u30c7\u30fc\u30bf\u3092\u7528\u3044\u3066\u30cd\u30ac\u30dd\u30b8\u5224\u5b9a\uff08\u30c6\u30ad\u30b9\u30c8\u30de\u30a4\u30cb\u30f3\u30b0\u306e\uff11\u3064\uff09\u306b\u6311\u6226\u3057\u3066\u307f\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002 \u6240\u9577\u304b\u3089\u300c\u305b\u3063\u304b\u304f\u306a\u306e\u3067\u5927\u962a\u306b\u307e\u3064\u308f\u308b\u3082\u306e\u300d\u3068\u3044\u3046\u3053\u3068\u3067\u3042\u3063\u305f\u306e\u3067\u3001\u30d1\u30a4\u30f3\u30a2\u30e1\u3067\u304a\u306a\u3058\u307f\u3001\u516c\u5f0f\u30a2\u30ab\u30a6\u30f3\u30c8\u306e\u4e2d\u3067\u3082\u300c\u653b\u3081\u3059\u304e\u3066\u3044\u308b\u300d\u3068\u8a71\u984c\u306e\u30d1\u30a4\u30f3\u682a\u5f0f\u4f1a\u793e\u3055\u3093\u516c\u5f0f\u30a2\u30ab\u30a6\u30f3\u30c8\u3068\u3057\u307e\u3057\u305f\uff01 \u3086\u308b\u3075\u308f\uff5e\u306a\u611f\u3058\u304c\u3068\u3063\u3066\u3082\u597d\u304d\u306a\u3093\u3067( \u00b4\u25ce\uff40)\uff7d\uff70\u3002   \u30cd\u30ac\u30dd\u30b8\u5224\u5b9a\u3068\u306f\uff1f 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\u3064\u307e\u308a\u3001\u3042\u308b\u7a0b\u5ea6\u3001\u3064\u3076\u3084\u3044\u305f\u4eba\u306e\u300c\u7d20\u300d\u306e\u30cd\u30ac\u30dd\u30b8\u5224\u5b9a\u3092\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3068\u601d\u3044\u307e\u3059\u3002 \u516c\u5f0f\u30a2\u30ab\u30a6\u30f3\u30c8\u3067\u3086\u308b\uff5e\u304f\u3064\u3076\u3084\u3044\u3066\u3044\u308b\u3068\u3055\u308c\u308b\u30de\u30c3\u30ad\u30fc\u3055\u3093\u3001\u3069\u3093\u306a\u4eba\u304b\u306f\u89e3\u3089\u306a\u3044\u306e\u3067\u3059\u304c\u3001\u30dd\u30b8\u30c6\u30a3\u30d6\u767a\u8a00\u304c\u591a\u305d\u3046\u3067\u3059\u3002   \u30c7\u30fc\u30bf\u306fR\u306e\u300ctwitteR\u300d\u3068\u3044\u3046\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u7528\u3044\u3066\u53d6\u5f97\u3057\u307e\u3057\u305f\u30023\u670815\u65e5\u301c4\u67085\u65e5\u307e\u3067\u306e850\u7a0b\u5ea6\u306e\u30c4\u30a4\u30fc\u30c8\u30c7\u30fc\u30bf\u3067\u3059\u3002 \u30c4\u30a4\u30fc\u30c8\u5185\u306b\u542b\u307e\u308c\u308b\u753b\u50cf\u306e\u30ea\u30f3\u30af\u3084\u30cf\u30c3\u30b7\u30e5\u30bf\u30b0\u3001\u30a2\u30ab\u30a6\u30f3\u30c8\u540d\u306a\u3069\u306f\u9664\u5916\u3057\u3066\u5206\u6790\u3059\u308b\u3053\u3068\u306b\u3057\u307e\u3057\u305f\u3002   \u57fa\u672c\u7684\u306a\u96c6\u8a08 \u307e\u305a\u306f\u57fa\u672c\u7684\u306a\u96c6\u8a08\u3092\u3057\u3066\u3001\u30d1\u30a4\u30f3\u30a2\u30e1\u306e\u30a2\u30ab\u30a6\u30f3\u30c8\u3092\u5206\u6790\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002   # \u30a4\u30f3\u30b9\u30c8\u30fc\u30eb install.packages(c(“twitteR”, “ROAuth”)) library(twitteR) library(ROAuth) \uff08\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u95a2\u9023\u306f\u9664\u304f\uff09 # \u30e6\u30fc\u30b6\u306e\u30bf\u30a4\u30e0\u30e9\u30a4\u30f3\u53d6\u5f97 tweets<-twListToDF(userTimeline(user=”pain_ame”,n=3200))tweets<-within(tweets,{ # JST\u306b\u5909\u63db attr(created,”tzone”)<-“Asia\/Tokyo” # HTML\u30bf\u30b0\u524a\u9664 statusSource<-factor(gsub(“(.*?)”,”\\\\1″,statusSource)) date<-factor(format(created,”%Y-%m-%d”))#\u65e5\u306b\u3061 hour<-NULL; month<-NULL; year<-NULL; wday<-NULL with(as.POSIXlt(created),{ hour<<-factor(hour) month<<-factor(mon + 1) year<<-factor(year + 1900) wday<<-factor((wday + 6) %% 5,labels = wday.abb) […]<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[157],"tags":[],"yoast_head":"\n\u307f\u3093\u306a\u5927\u597d\u304d\u30d1\u30a4\u30f3\u30a2\u30e1\u306e\u516c\u5f0f\u30a2\u30ab\u306e\u30c4\u30a4\u30fc\u30c8\u3092twitteR\u3067\u5206\u6790\u3059\u308b - \u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u30e1\u30c8\u30ea\u30c3\u30af\u30b9\u7814\u7a76\u6240\/MARKETING METRICS Lab. – \u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u6700\u9069\u5316\u3092\u8003\u3048\u308b\u3002\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u30e1\u30c8\u30ea\u30c3\u30af\u30b9\u7814\u7a76\u6240<\/title>\n<meta name=\"description\" content=\"\u30c4\u30a4\u30fc\u30c8\u767a\u8a00\u3092R\u3067\u53d6\u5f97\u3057\u3066\u3001\u5358\u8a9e\u611f\u60c5\u6975\u6027\u5bfe\u5fdc\u8868\u306b\u7167\u3089\u3057\u3066\u30cd\u30ac\u30dd\u30b8\u5224\u5b9a\u3057\u307e\u3059\u3002\u307f\u3093\u306a\u5927\u597d\u304d\u30d1\u30a4\u30f3\u30a2\u30e1\u3067\u304a\u306a\u3058\u307f\u306e\u30d1\u30a4\u30f3\u682a\u5f0f\u4f1a\u793e\u3055\u3093\u516c\u5f0f\u30a2\u30ab\u30a6\u30f3\u30c8\u3092\u984c\u6750\u306b\u3001\u3086\u308b\u30fc\u304f\u5206\u6790\u3057\u3066\u307f\u307e\u3057\u305f\u3002\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/mm-lab.jp\/statistical\/pain_ame_twiiter\/\" 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