{"id":2696,"date":"2016-09-06T07:06:32","date_gmt":"2016-09-06T07:06:32","guid":{"rendered":"https:\/\/mm-lab.jp\/?p=2696"},"modified":"2019-12-23T14:57:22","modified_gmt":"2019-12-23T14:57:22","slug":"%e3%83%9d%e3%82%b1%e3%83%a2%e3%83%b3go%e3%82%92%e3%81%84%e3%82%8d%e3%81%84%e3%82%8d%e3%83%93%e3%82%b8%e3%83%a5%e3%82%a2%e3%83%a9%e3%82%a4%e3%82%ba%e3%81%97%e3%81%a6%e3%81%bf%e3%82%8b","status":"publish","type":"post","link":"https:\/\/mm-lab.jp\/statistical\/try_to_visualize_the_pokemon_go\/","title":{"rendered":"\u30dd\u30b1\u30e2\u30f3GO\u3092\u3044\u308d\u3044\u308d\u30d3\u30b8\u30e5\u30a2\u30e9\u30a4\u30ba\u3057\u3066\u307f\u308b"},"content":{"rendered":"
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\u30dd\u30b1\u30e2\u30f3\u306e\u30bf\u30a4\u30d7\u3092\u53ef\u8996\u5316\u3059\u308b<\/h4>\n

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\"\"<\/p>\n

\u30bf\u30a4\u30d7\u5225\u96c6\u8a08<\/figcaption><\/figure>\n

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\"\"<\/p>\n

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data <- read.csv(\"data.csv\")\r\nhead(data)\r\n     pokemon attack defense hp special_attack special_defense speed\r\n1  bulbasaur     49      49 45             65              65    45\r\n2    ivysaur     62      63 60             80              80    60\r\n3   venusaur     82      83 80            100             100    80\r\n4 charmander     52      43 39             60              50    65\r\n5 charmeleon     64      58 58             80              65    80\r\n6  charizard     84      78 78            109              85   100\r\nrownames(data) <- data[,1]\r\ndata.s <- scale(data[,2:7])\r\ndata.pc <- prcomp(data.s)\r\nbiplot(data.pc)\r\n<\/pre>\n
\"\"<\/p>\n
\u4e3b\u6210\u5206\u5206\u6790\u306e\u7d50\u679c<\/figcaption><\/figure>\n
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\"\"<\/p>\n
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 <\/p>\n
\u30ab\u30d3\u30b4\u30f3\u306e\u51fa\u73fe\u5834\u6240\u3092Twitter\u306e\u30c7\u30fc\u30bf\u304b\u3089\u63a2\u308b<\/h4>\n
\u30dd\u30b1\u30e2\u30f3GO\u3067\u306fTwitter\u3068\u9023\u52d5\u3057\u3066\u3001\u30dd\u30b1\u30e2\u30f3\u3092\u898b\u3064\u3051\u308b\u3068\u300c\u30ab\u30d3\u30b4\u30f3\u307f\u3064\u3051\u305f\uff20\u6771\u4eac\u90fd\u3000\u3007\u3007\u516c\u5712\u301c\u300d\u3068\u3044\u3063\u305f\u51fa\u73fe\u5834\u6240\u3092\u6295\u7a3f\u3059\u308b\u6a5f\u80fd\u304c\u3042\u308a\u307e\u3059\u3002\u4eca\u56de\u306f\u3053\u306e\u6295\u7a3f\u3092\u304b\u304d\u96c6\u3081\u3066\u30ab\u30d3\u30b4\u30f3\u306e\u751f\u606f\u5730\u3092\u63a2\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n
\u3061\u306a\u307f\u306b\u3001\u30dd\u30b1\u30e2\u30f3\u306e\u51fa\u73fe\u7387\u306f\u5f37\u3055\u3084\u30ec\u30a2\u5ea6\u306b\u6bd4\u4f8b\u3057\u3066\u7570\u306a\u308a\u307e\u3059\u3002\u30ab\u30d3\u30b4\u30f3\u306e\u51fa\u73fe\u7387\u3082\u305d\u308c\u307b\u3069\u9ad8\u304f\u306a\u3044\u3088\u3046\u3067\u3059\u3002<\/p>\n
R\u3067\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3059\u308b\u969b\u306f\u300ctwitteR\u300d\u3068\u3044\u3046\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u4f7f\u3044\u307e\u3059\u3002\r\n#twitterAPI\u306b\u63a5\u7d9a\r\nlibrary(twitteR)\r\nconsumerKey <- \"XXXXXXXXXXXXXXXXXXXXXXX\"\r\nconsumerSecret <- \"XXXXXXXXXXXXXXXXXXXXXXX\"\r\naccessToken <- \"XXXXXXXXXXXXXXXXXXXXXXX\"\r\naccessSecret <- \"XXXXXXXXXXXXXXXXXXXXXXX\"\r\noptions(httr_oauth_cache = TRUE)\r\nsetup_twitter_oauth(consumerKey,consumerSecret,accessToken,accessSecret)\r\n\r\n#\u30c7\u30fc\u30bf\u53d6\u5f97\r\nSearchWords <- c(\"\u30ab\u30d3\u30b4\u30f3+\u51fa\u73fe\u5834\u6240\")\r\ntweet <- twListToDF(searchTwitter(searchString = SearchWords,\r\n           n = 10000,\r\n           lang = NULL,\r\n           retryOnRateLimit=120))\r\n<\/pre>\n
\u3053\u3093\u306a\u30c7\u30fc\u30bf\u30a4\u30e1\u30fc\u30b8\u3067\u3059\u3002<\/p>\n
\"\"<\/p>\n
\u30c7\u30fc\u30bf\u30a4\u30e1\u30fc\u30b8\u3002<\/figcaption><\/figure>\n
TwitterAPI\u306f10\u65e5\u524d\u307e\u3067\u306e\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u53ef\u80fd\u3067\u3001\u4eca\u56de\u306f8\u670815\u65e5\u304b\u30898\u670825\u65e5\u307e\u3067\u306e\u5408\u8a083099\u4ef6\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3067\u304d\u307e\u3057\u305f\u3002<\/p>\n
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\"\"
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\"\"
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 <\/p>\n
\u307e\u3068\u3081<\/h4>\n
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\u4ee5\u4e0a\u3067\u3059\u3002<\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"
7\u670822\u65e5\u3088\u308a\u30ea\u30ea\u30fc\u30b9\u3055\u308c\u305f\u30dd\u30b1\u30e2\u30f3GO\u306f\u77ac\u304f\u9593\u306b\u4eba\u6c17\u3092\u62e1\u5927\u3057\u307e\u3057\u305f\u3002Twitter\u3067\u3082\u8a71\u984c\u3068\u306a\u3063\u3066\u304a\u308a\u3001\u30dd\u30b1\u30e2\u30f3GO\u306b\u95a2\u3059\u308b\u30c4\u30a4\u30fc\u30c8\u306f\u30ea\u30ea\u30fc\u30b9\u5f8c\u306e\u305f\u3063\u305f3\u6642\u9593\u3067135\u4e07\u3092\u8d85\u3048\u305f\u305d\u3046\u3067\u3059\u3002 \u4eca\u5e74\u306e1\u6708\u306bSMAP\u89e3\u6563\u3068\u4f1d\u3048\u3089\u308c\u305f\u6642\u306eSMAP\u306b\u95a2\u3059\u308b\u30c4\u30a4\u30fc\u30c8\u306f\uff11\u65e5\u3067\u7d04110\u4e07\u3060\u3063\u305f\u305d\u3046\u3067\u3059\u3002\u56fd\u6c11\u7684\u30a2\u30a4\u30c9\u30eb\u3067\u3042\u308bSMAP\u3092\u30dd\u30b1\u30e2\u30f3GO\u306f3\u6642\u9593\u3067\u629c\u3044\u305f\u3093\u3067\u3059\u306d\u2026\u3002   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\u30bf\u30a4\u30d7\u3068\u306f\u300c\u307f\u305a\u300d\u3084\u300c\u307b\u306e\u304a\u300d\u306a\u3069\u304c\u3042\u308a\u3001\u305d\u308c\u305e\u308c\u306e\u30bf\u30a4\u30d7\u540c\u58eb\u306b\u76f8\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u300c\u307f\u305a\u30bf\u30a4\u30d7\u306e\u30dd\u30b1\u30e2\u30f3\u306f\u307b\u306e\u304a\u30bf\u30a4\u30d7\u306e\u30dd\u30b1\u30e2\u30f3\u306b\u5f37\u3044\u300d\u300c\u307b\u306e\u304a\u30bf\u30a4\u30d7\u306e\u30dd\u30b1\u30e2\u30f3\u306f\u304f\u3055\u30bf\u30a4\u30d7\u306e\u30dd\u30b1\u30e2\u30f3\u306b\u5f37\u3044\u300d\u306a\u3069\u30b2\u30fc\u30e0\u306e\u4e16\u754c\u3067\u306f\u3088\u304f\u3042\u308a\u307e\u3059\u306d\u3002\u305d\u3057\u3066\u3053\u306e\u30bf\u30a4\u30d7\u306f\uff11\uff18\u7a2e\u985e\u7a0b\u5ea6\u3042\u308b\u3088\u3046\u3067\u3059\u3002 \u307e\u305a\u3001\u4eca\u56de\u767b\u5834\u3059\u308b\u30bf\u30a4\u30d7\u3092\u96c6\u8a08\u3057\u3066\u307f\u307e\u3057\u305f\u3002 \u30bf\u30a4\u30d7\u5225\u96c6\u8a08 \u96c6\u8a08\u3057\u3066\u307f\u305f\u3068\u3053\u308d\u300c\u307f\u305a\u30bf\u30a4\u30d7\u300d\u3068\u300c\u30ce\u30fc\u30de\u30eb\u30bf\u30a4\u30d7\u300d\u304c\u30e1\u30a4\u30f3\u30bf\u30a4\u30d7\u3068\u3057\u3066\u591a\u3044\u3088\u3046\u3067\u3059\u3002\u4e00\u756a\u5c11\u30e1\u30a4\u30f3\u30bf\u30a4\u30d7\u304c\u300c\u3053\u304a\u308a\u30bf\u30a4\u30d7\u300d\u3067\u3001\u521d\u4ee3\u306e\u30dd\u30b1\u30e2\u30f3\u3067\u306f\u78ba\u304b\u306b\u3053\u304a\u308a\u30bf\u30a4\u30d7\u306f\u3042\u307e\u308a\u3044\u306a\u304b\u3063\u305f\u6c17\u304c\u3057\u307e\u3059\u3002 \u30e1\u30a4\u30f3\u30bf\u30a4\u30d7\u3060\u3051\u3067\u306f\u306a\u304f\u30b5\u30d6\u30bf\u30a4\u30d7\u3082\u542b\u3081\u3066\u96c6\u8a08\u3059\u308b\u3068\u3001\u3053\u3093\u306a\u611f\u3058\u3067\u3059\u3002   \u4e3b\u6210\u5206\u5206\u6790\u3067\u304a\u597d\u307f\u306e\u30dd\u30b1\u30e2\u30f3\u3092\u63a2\u3059   \u6b21\u306f\u4e3b\u6210\u5206\u5206\u6790\u3067\u304a\u597d\u307f\u306e\u30dd\u30b1\u30e2\u30f3\u3092\u63a2\u3057\u3066\u307f\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002 \u30dd\u30b1\u30e2\u30f3\u306e\u30b9\u30c6\u30fc\u30bf\u30b9\u306b\u306f\u300c\u653b\u6483\u529b\u300d\u300c\u9632\u5fa1\u529b\u300d\u300c\u4f53\u529b\u300d\u300c\u30b9\u30d4\u30fc\u30c9\u300d\u300c\u7279\u6b8a\u653b\u6483\u529b\u300d\u300c\u7279\u6b8a\u9632\u5fa1\u529b\u300d\u306a\u3069\u306e\u6307\u6a19\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u3060\u3051\u306e\u6307\u6a19\u304c\u3042\u308b\u3068\u306a\u304b\u306a\u304b\u9078\u3073\u3065\u3089\u3044\u2026.\u3002 \u305d\u3053\u3067\u3053\u308c\u3089\u306e\u6307\u6a19\u3092\u7d50\u5408\u3057\u3066\u65b0\u3057\u3044\u6307\u6a19\u3092\u4f5c\u308a\u51fa\u3057\u304a\u597d\u307f\u306e\u30dd\u30b1\u30e2\u30f3\u3092\u63a2\u3057\u51fa\u3057\u3066\u307f\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002 data <- read.csv(“data.csv”) head(data) pokemon attack defense hp special_attack special_defense speed 1 bulbasaur 49 49 45 65 65 45 2 ivysaur 62 63 60 80 80 60 3 […]<\/p>\n","protected":false},"author":2,"featured_media":3485,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[157],"tags":[],"yoast_head":"\n\u30dd\u30b1\u30e2\u30f3GO\u3092\u3044\u308d\u3044\u308d\u30d3\u30b8\u30e5\u30a2\u30e9\u30a4\u30ba\u3057\u3066\u307f\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\" 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\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\" \/>\n<meta property=\"article:published_time\" content=\"2016-09-06T07:06:32+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2019-12-23T14:57:22+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/mm-lab.jp\/wp-content\/uploads\/2016\/09\/thum_3.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1000\" \/>\n\t<meta property=\"og:image:height\" content=\"571\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"mm lab\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"mm lab\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" 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