{"id":2951,"date":"2013-05-06T01:44:01","date_gmt":"2013-05-05T16:44:01","guid":{"rendered":"http:\/\/macroscope.world.coocan.jp\/yukukawa\/?p=2951"},"modified":"2013-05-06T01:44:01","modified_gmt":"2013-05-05T16:44:01","slug":"q-ethan-mccallum-2013-bad-data-handbook","status":"publish","type":"post","link":"http:\/\/macroscope.world.coocan.jp\/yukukawa\/?p=2951","title":{"rendered":"Q. Ethan McCallum (2013) Bad Data Handbook"},"content":{"rendered":"<ul>\n<li>Q. Ethan McCallum [\u7de8], 2013: <em>Bad Data Handbook<\/em>. Sebastopol CA USA: O&#8217;Reilly Media, 245 pp. ISBN 978-4-449-32188-8.<\/li>\n<\/ul>\n<p>\u3010\u3053\u306e\u672c\u306e\u5b58\u5728\u306f\u3001\u305f\u3076\u3093\u5965\u6751\u6674\u5f66\u3055\u3093\u306etweet\u3067\u77e5\u3063\u305f\u3068\u601d\u3046\u3002\u30c7\u30fc\u30bf\u5c4b\u3068\u3057\u3066\u306f\u8aad\u3080\u3079\u304d\u672c\u304b\u3068\u3082\u601d\u3063\u305f\u304c\u3001\u5b9f\u7269\u3092\u898b\u3066\u304b\u3089\u6c7a\u3081\u3088\u3046\u3068\u601d\u3063\u305f\u3002\u3068\u3053\u308d\u304c5\u67083\u65e5\u306b\u307e\u305f\u5965\u6751\u3055\u3093\u306etweet\u3067\u3001O&#8217;Reilly\u793e\u304c\u96fb\u5b50\u66f8\u7c4d\u30921\u65e5\u3060\u3051\u534a\u984d(\u5408\u8a08\u984d\u306b\u3088\u3063\u3066\u306f6\u5272\u5f15\u304d)\u306b\u3059\u308b\u3068\u3044\u3046\u30cb\u30e5\u30fc\u30b9\u304c\u306f\u3044\u3063\u305f\u3002\u96fb\u5b50\u66f8\u7c4d\u306b\u30b3\u30d4\u30fc\u9632\u6b62\u306e\u3057\u304b\u3051\u3092\u3057\u306a\u3044\u3088\u3046\u306b\u3057\u3088\u3046\u3068\u3044\u3046\u30ad\u30e3\u30f3\u30da\u30fc\u30f3\u306a\u306e\u3060\u305d\u3046\u3060\u3002\u305d\u308c\u3067\u3001\u3053\u306e\u672c\u3092\u542b\u3081\u3066\u8ff7\u3063\u3066\u3044\u305f\u6570\u518a\u3092\u96fb\u5b50\u7248\u3067\u8cb7\u3063\u3066\u3057\u307e\u3046\u3053\u3068\u306b\u3057\u305f\u3002\u96fb\u5b50\u66f8\u7c4d\u306e\u5f62\u5f0f\u306fePub\u304c\u672c\u547d\u3060\u3068\u601d\u3063\u3066\u3044\u308b\u306e\u3060\u304c\u81ea\u5206\u306e\u6e96\u5099\u304c\u3067\u304d\u3066\u3044\u306a\u3044\u306e\u3067PDF\u306b\u3057\u305f\u3002\u3011<\/p>\n<p>\u696d\u52d9\u30c7\u30fc\u30bf\u3092\u6d3b\u7528\u3057\u3088\u3046\u3068\u3057\u3066\u3044\u308b\u4f01\u696d\u3084\u3001\u305d\u306e\u305f\u3081\u306b\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3092\u958b\u767a\u3057\u3066\u3044\u308b\u4eba\u305f\u3061\u3092\u8aad\u8005\u3068\u3057\u3066\u60f3\u5b9a\u3057\u305f\u672c\u3060\u3002Handbook\u3068\u3044\u3046\u984c\u540d\u304b\u3089\u306f\u4f53\u7cfb\u7684\u306a\u6559\u6750\u3092\u60f3\u50cf\u3059\u308b\u3002\u521d\u3081\u306e\u307b\u3046\u306e2-5\u7ae0\u3068\u7d42\u308f\u308a\u306e19\u7ae0\u306e\u69cb\u6210\u306f\u305d\u306e\u671f\u5f85\u306b\u5408\u3063\u3066\u3044\u308b\u3068\u601d\u3046\u304c\u3001\u4e2d\u9593\u306f\u3001\u500b\u5225\u306e\u7d4c\u9a13\u306e\u8a71\u984c\u3068\u3001\u7dcf\u8ad6\u3068\u304c\u5165\u308a\u307e\u3058\u3063\u3066\u3044\u308b\u3002<\/p>\n<p>\u4ee5\u4e0b\u3001\u7ae0\u3054\u3068\u306e\u899a\u3048\u66f8\u304d\u3002\u5927\u90e8\u5206\u306f\u308f\u305f\u3057\u306a\u308a\u306e\u8981\u7d04\u3067\u3001\u5c11\u3057\u81ea\u5206\u306e\u611f\u60f3\u3002<\/p>\n<p><strong>1. Setting the Pace: What Is Bad Data?<\/strong> \/\u8457\u8005\u540d\u306a\u3057\u3002\u304a\u305d\u3089\u304f\u7de8\u8005\u3002<br \/>\n\u308f\u308c\u308f\u308c(\u8457\u8005)\u306e\u76ee\u7684\u306f\u30c7\u30fc\u30bf\u3067\u306f\u306a\u304f\u3001\u30c7\u30fc\u30bf\u304b\u3089insight\u3092\u5f97\u308b\u3053\u3068\u3060\u3002<br \/>\n\u3053\u3053\u3067\u3044\u3046bad data\u306b\u306f\u6280\u8853\u7684\u306a\u3082\u306e(\u5024\u306e\u6b20\u640d\u3001\u5f62\u5f0f\u306e\u6b63\u3057\u304f\u306a\u3044\u8a18\u9332\u3001\u5909\u306a\u5f62\u5f0f)\u3082\u3042\u308b\u304c\u3001\u305d\u308c\u306b\u9650\u3089\u305a\u3001\u4ed5\u4e8b\u3092\u3084\u3084\u3053\u3057\u304f\u3059\u308b\u8981\u56e0\u3068\u306a\u308b\u30c7\u30fc\u30bf\u3092\u3044\u3046\u3002<br \/>\n\u7d9a\u3044\u3066\u5404\u7ae0\u306e\u7d39\u4ecb\u304c\u3042\u308b\u3002\u3053\u3053\u3067\u306f\u7ae0\u306e\u30b0\u30eb\u30fc\u30d7\u3092\u7279\u5fb4\u3065\u3051\u308b\u3053\u3068\u3070\u3092\u305d\u306e\u307e\u307e\u7d39\u4ecb\u3057\u3066\u304a\u304f\u3002<br \/>\nGuidance for grubby, hands-on work (2-5\u7ae0)<br \/>\nData that does the unexpected (6,9\u7ae0)<br \/>\nApproach (8,7,10,11\u7ae0)<br \/>\nData storage and infrastructure (13,14,12\u7ae0)<br \/>\nThe business side of data (16,15\u7ae0)<br \/>\nData policy (17-19\u7ae0)<\/p>\n<p><strong>2. Is It Just Me, or Does This Data Smell Funny?<\/strong> \/Kevin Fink<br \/>\n\u30c7\u30fc\u30bf\u51e6\u7406\u306e\u624b\u9806\u3092\u8ffd\u3063\u3066\u3001\u3069\u3046\u3044\u3046\u56f0\u308a\u3054\u3068\u304c\u8d77\u304d\u3046\u308b\u304b\u3001\u3069\u3046\u5bfe\u7b56\u3059\u308b\u304b\u3092\u8ff0\u3079\u308b\u3002<br \/>\n-\u30c7\u30fc\u30bf\u5a92\u4f53\u304c\u7269\u7406\u7684\u306b\u8aad\u3081\u306a\u3044\u3068\u3044\u3046\u554f\u984c\u3082\u3042\u308b\u304c\u3001\u3053\u3053\u3067\u306f\u6df1\u5165\u308a\u3057\u306a\u3044\u3002<br \/>\n-\u30c7\u30fc\u30bf\u306e\u69cb\u9020\u3092\u77e5\u308b\u3002\u7e26\u6a2a\u8868\u578btxt (csv\u3092\u542b\u3080)\u3001XML, JSON, Excel\u304c\u591a\u3044\u3002\u8457\u8005\u306fExcel\u306e\u30d5\u30a1\u30a4\u30eb\u306f\u30bf\u30d6\u533a\u5207\u308a\u30c6\u30ad\u30b9\u30c8\u306b\u5909\u63db\u3057\u3066\u4f7f\u3063\u3066\u3044\u308b\u3002<br \/>\n-\u5fc5\u8981\u306a\u30d5\u30a3\u30fc\u30eb\u30c9\u3092\u62bd\u51fa\u3059\u308b\u3002Perl\u306b\u306fCSV, XML, JSON\u305d\u308c\u305e\u308c\u3092\u8aad\u3080\u30e9\u30a4\u30d6\u30e9\u30ea\u304c\u3042\u308b\u306e\u3067\u3001\u305d\u308c\u3092\u4f7f\u3063\u3066\u5207\u308a\u51fa\u3059\u4f8b\u3092\u793a\u3057\u3066\u3044\u308b\u3002<br \/>\n-\u5404\u30d5\u30a3\u30fc\u30eb\u30c9\u306e\u5024\u306f\u30d5\u30a3\u30fc\u30eb\u30c9\u306e\u5b9a\u7fa9\u306b\u3066\u3089\u3057\u3066\u6709\u52b9\u306a\u3082\u306e\u304b?<br \/>\n-\u6570\u5024\u30d5\u30a3\u30fc\u30eb\u30c9\u306e\u6700\u5c0f\u5024\u30fb\u6700\u5927\u5024\u306a\u3069\u306f\u73fe\u5b9f\u7684\u304b? (\u3053\u306e\u30c1\u30a7\u30c3\u30af\u306f\u81ea\u52d5\u5316\u53ef\u80fd\u3002\u305f\u3060\u3057\u6570\u91cf\u306e\u5358\u4f4d\u306b\u6ce8\u610f\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3002)<br \/>\n-\u6587\u5b57\u30d5\u30a3\u30fc\u30eb\u30c9\u306e\u5024\u306e\u7d71\u8a08\u7684\u8981\u7d04\u3002\u983b\u5ea6\u3054\u3068\u306e\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0\u3002sort, uniq, awk\u3092\u5229\u7528\u3059\u308b\u4f8b\u3002<br \/>\n-\u6570\u5024\u306e\u983b\u5ea6\u306e\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0\u3092\u898b\u308b\u3002\u6570\u5024\u3092\u5f97\u305f\u3082\u3068\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306b\u7591\u554f\u304c\u751f\u3058\u308b\u3053\u3068\u3082\u3042\u308b\u3002<br \/>\n-\u6570\u5024\u306e\u6642\u7cfb\u5217\u30b0\u30e9\u30d5\u3092\u898b\u308b\u3002\u4f8b\u3068\u3057\u3066Wikipedia\u306epage view\u306e\u30c7\u30fc\u30bf\u306e\u5834\u5408\u3002\u660e\u3089\u304b\u306a\u307e\u3061\u304c\u3044\u3001\u73fe\u5b9f\u306e\u66dc\u65e5\u4f9d\u5b58\u6027\u3001\u30c7\u30fc\u30bf\u306e\u91cd\u8907\u3001\u73fe\u5b9f\u3068\u601d\u308f\u308c\u308b\u30d4\u30fc\u30af\u3001\u73fe\u5b9f\u304b\u30c7\u30fc\u30bf\u90e8\u5206\u6b20\u640d\u304b\u4e0d\u660e\u306e\u8c37\u304c\u898b\u3048\u308b\u3002<\/p>\n<p><strong>3. Data Intended for Human Consumption, Not Machine Consumption<\/strong> \/Paul Murrell<br \/>\n\u30c7\u30fc\u30bf\u304cExcel\u306e\u30ef\u30fc\u30af\u30b7\u30fc\u30c8\u30d5\u30a1\u30a4\u30eb\u3067\u63d0\u4f9b\u3055\u308c\u308b\u5834\u5408\u3001\u305d\u308c\u306f\u4eba\u304c\u898b\u3066\u308f\u304b\u308a\u3084\u3059\u3044\u3088\u3046\u306b\u4f5c\u3089\u308c\u305f\u8868\u3067\u3042\u308b\u3053\u3068\u304c\u591a\u3044\u3002\u6a5f\u68b0\u51e6\u7406\u306e\u305f\u3081\u306b\u306f\u3001relational database\u3067\u3044\u3046\u6b63\u898f\u5316\u3055\u308c\u305f\u8868\u306b\u3059\u308b\u3079\u304d\u3060\u3002<br \/>\n\u307e\u305f\u3001\u8907\u6570\u306e\u30ef\u30fc\u30af\u30b7\u30fc\u30c8\u30d5\u30a1\u30a4\u30eb\u306b\u5206\u304b\u308c\u3066\u3044\u308b\u30c7\u30fc\u30bf\u3092\u6271\u3046\u306e\u306f\u3066\u307e\u304c\u304b\u304b\u308b\u3002<br \/>\n\u8457\u8005\u306fR\u3067\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u66f8\u3044\u3066\u5909\u63db\u51e6\u7406\u3057\u305f\u3002<br \/>\n\u306a\u304a\u3001\u65e5\u672c\u3067\u306f\u3001Excel\u304c\u7f6b\u7dda\u5165\u308a\u306e\u6587\u66f8\u3092\u4f5c\u308b\u305f\u3081\u306e\u9053\u5177\u3068\u3057\u3066\u4f7f\u308f\u308c\u308b\u306e\u3067\u3001\u672c\u66f8\u306e\u4f8b\u3088\u308a\u3082\u3082\u3063\u3068\u6271\u3044\u306b\u304f\u3044\u3082\u306e\u304c\u305f\u304f\u3055\u3093\u3042\u308b\u3002<\/p>\n<p><strong>4. Bad Data Lurking in Plain Text<\/strong> \/Josh Levy<br \/>\n\u30c6\u30ad\u30b9\u30c8\u30d5\u30a1\u30a4\u30eb\u3067\u3042\u3063\u3066\u3082\u3001\u6587\u5b57\u30b3\u30fc\u30c9\u306e\u554f\u984c\u304c\u3042\u308b\u3002\u307e\u305f\u3001URL encoding, HTML encoding, SQL escaping\u306a\u3069\u304c\u6df7\u3056\u308b\u3053\u3068\u304c\u3042\u308b\u3002\u8457\u8005\u306f\u5bfe\u7b56\u306e\u30d7\u30ed\u30b0\u30e9\u30e0\u4f8b\u3092Python\u3067\u66f8\u3044\u3066\u3044\u308b\u3002<\/p>\n<p><strong>5. (Re)Organizing the Web\u2019s Data<\/strong> \/Adam Laiacano<br \/>\n\u30a6\u30a7\u30d6\u4e0a\u306e\u30c7\u30fc\u30bf\u3092\u3069\u3046\u4f7f\u3046\u304b\u3002<br \/>\n\u30c7\u30fc\u30bf\u306f\u30b5\u30fc\u30d0\u30fc\u4e0a\u3067\u306frelational database\u306b\u3042\u308b\u304c\u305d\u308c\u306f\u5916\u304b\u3089\u30a2\u30af\u30bb\u30b9\u3067\u304d\u306a\u3044\u306e\u304c\u3075\u3064\u3046\u3067\u3001\u983c\u3081\u3070\u63d0\u4f9b\u3057\u3066\u3082\u3089\u3048\u308b\u5834\u5408\u3082\u3042\u308b\u3002\u3059\u3067\u306b\u6574\u7406\u3055\u308c\u3066\u516c\u958b\u3055\u308c\u305f\u308a\u58f2\u3089\u308c\u305f\u308a\u3057\u3066\u3044\u308b\u3053\u3068\u3082\u3042\u308b\u3002\u307e\u305fAPI\u3067\u63d0\u4f9b\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u3082\u3042\u308b\u3002\u305d\u306e\u51fa\u529b\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u306fJSON\u304bXML\u304c\u591a\u3044\u3002<br \/>\n\u3057\u304b\u3057\u3001\u30a6\u30a7\u30d6\u30da\u30fc\u30b8\u306b\u4eba\u304c\u8aad\u3080\u305f\u3081\u306b\u8868\u793a\u3055\u308c\u305f\u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u3057\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u3044\u3053\u3068\u3082\u591a\u3044\u3002\u305d\u306e\u5834\u5408\u3001URL\u3092\u69cb\u6210\u3057\u3001\u30a6\u30a7\u30d6\u30da\u30fc\u30b8\u3092\u53d6\u5f97\u3057(\u30ed\u30fc\u30ab\u30eb\u30b3\u30d4\u30fc\u3092\u4f5c\u308a)\u3001\u89e3\u8aad(parse)\u3057\u3001\u524d\u304b\u3089\u306e\u30d5\u30a1\u30a4\u30eb\u306b\u8ffd\u52a0\u3059\u308b\u3001\u3068\u3044\u3046\u4ed5\u4e8b\u304c\u3042\u308b\u3002\u3053\u306e4\u3064\u306e\u30b9\u30c6\u30c3\u30d7\u306f\u533a\u5225\u3057\u3066\u5b9f\u884c\u3059\u308b\u3079\u304d\u3067\u3042\u308b\u3002\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u306e\u69cb\u6210\u304c\u5909\u308f\u308b\u3068\u53d6\u5f97\u307e\u305f\u306f\u89e3\u8aad\u304c\u5931\u6557\u3059\u308b\u3053\u3068\u304c\u3042\u308b\u3002<br \/>\n\u30c7\u30fc\u30bf\u53d6\u5f97\u306e\u6bb5\u968e\u306f\u6b21\u306e\u3088\u3046\u306a\u5834\u5408\u304c\u3042\u308b\u3002<br \/>\n-\u5358\u306b\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3059\u308c\u3070\u3088\u3044\u5834\u5408\u306f\u7c21\u5358\u3060\u304c\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u4e0d\u6b63\u5229\u7528\u3068\u601d\u308f\u308c\u306a\u3044\u3088\u3046\u306b\u6ce8\u610f\u304c\u5fc5\u8981\u306a\u3053\u3068\u3082\u3042\u308b\u3002<br \/>\n-\u30d5\u30a9\u30fc\u30e0\u3092\u57cb\u3081\u3066\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3092\u6307\u793a\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u5834\u5408\u3082\u3042\u308b\u3002\u8457\u8005\u306f\u30d6\u30e9\u30a6\u30b6\u306e\u30d7\u30e9\u30b0\u30a4\u30f3\u3092\u4f7f\u3063\u3066\u81ea\u52d5\u5316\u3057\u305f\u3002<br \/>\n-\u3084\u3063\u304b\u3044\u306a\u306e\u306fFlash\u3067\u30b0\u30e9\u30d5\u304c\u793a\u3055\u308c\u3066\u3044\u308b\u30b5\u30a4\u30c8\u3002\u8457\u8005\u306fAppleScript\u3067Safari\u30d6\u30e9\u30a6\u30b6\u3092\u5236\u5fa1\u3057\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8\u753b\u50cf\u3092\u3068\u308a\u3042\u3068\u3067\u8272\u5224\u5225\u89e3\u6790\u3057\u305f\u305d\u3046\u3060\u3002<\/p>\n<p><strong>6. Detecting Liars and the Confused in Contradictory Online Reviews<\/strong> \/Jacob Perkins<br \/>\n\u5e97\u306a\u3069\u306e\u7d39\u4ecb\u3092\u3059\u308b\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u3092\u3084\u3063\u3066\u3044\u308b\u3002\u30e6\u30fc\u30b6\u30fc\u304b\u3089\u306e\u6295\u7a3f\u304c\u672c\u6c17\u304b\u3001\u3046\u305d\u304b\u3001\u6df7\u4e71\u3057\u305f\u3082\u306e\u304b\u306e\u5224\u65ad\u3092\u3057\u305f\u3044\u3002\u7528\u8a9e\u304b\u3089\u3001\u3088\u3044\u611f\u60c5\u3092\u3042\u3089\u308f\u3059\u3082\u306e\u3068\u3001\u60aa\u3044\u611f\u60c5\u3092\u3042\u3089\u308f\u3059\u3082\u306e\u3092\u5b9a\u91cf\u7684\u306b\u53d6\u308a\u51fa\u3057\u3001\u8ad6\u65e8\u3068\u3066\u3089\u3057\u3042\u308f\u305b\u308b\u3053\u3068\u304c\u3001\u52a9\u3051\u306b\u306a\u308b\u3002<br \/>\n\u66f8\u8a55\u306e\u5834\u5408\u3092\u8003\u3048\u3066\u307f\u308b\u3068\u3001\u672c\u306b\u5bfe\u3059\u308b\u53cd\u767a\u3068\u3001\u672c\u3067\u66f8\u304b\u308c\u3066\u3044\u308b\u5bfe\u8c61\u306b\u5bfe\u3059\u308b\u53cd\u767a\u3092\u8a9e\u5f59\u51e6\u7406\u3060\u3051\u3067\u533a\u5225\u3059\u308b\u3053\u3068\u306f\u3067\u304d\u306a\u3044\u3068\u601d\u3046\u304c\u3001\u8457\u8005\u306f\u672c\u3092\u6271\u3063\u3066\u3044\u306a\u3044\u3089\u3057\u3044\u3002<\/p>\n<p><strong>7. Will the Bad Data Please Stand Up?<\/strong> \/Philipp K. Janert<br \/>\n\u3053\u306e\u8457\u8005\u306f\u300c\u30c7\u30fc\u30bf\u304c\u60aa\u3044\u306e\u3067\u306f\u306a\u304f\u3001\u305d\u308c\u3092\u6271\u3046\u65b9\u6cd5\u304c\u4e0d\u9069\u5207\u306a\u306e\u3060\u300d\u3068\u3044\u3046\u4e3b\u5f35\u3092\u6301\u3063\u3066\u3044\u308b\u3002<br \/>\n\u6700\u521d\u306e\u4f8b\u306f\u3001\u54c1\u8cea\u7ba1\u7406\u306e\u554f\u984c\u3002\u307e\u308c\u306a\u7570\u5e38\u5024\u3092\u691c\u51fa\u3059\u308b\u306e\u306b\u78ba\u7387\u30d7\u30ed\u30c3\u30c8\u3092\u4f7f\u3046\u3002\u78ba\u7387\u5206\u5e03\u306f\u3072\u3068\u307e\u305aGaussian\u3092\u4eee\u5b9a\u3057\u305f\u3089\u3001\u306f\u305a\u308c\u3068\u5224\u5b9a\u3055\u308c\u308b\u3053\u3068\u304c\u671f\u5f85\u306b\u6bd4\u3079\u3066\u591a\u3059\u304e\u305f\u3002\u305d\u3053\u3067\u5de5\u5834\u3092\u898b\u306b\u884c\u3063\u305f\u3089\u3001\u88fd\u9020\u4e0a\u306e\u54c1\u8cea\u554f\u984c\u3068\u5225\u306b\u3001\u6e2c\u5b9a\u3092\u3057\u3088\u3046\u3068\u3057\u3066\u88fd\u54c1\u3092\u3053\u308f\u3059\u4e8b\u6545\u304c\u3068\u304d\u3069\u304d\u304a\u304d\u3066\u3044\u305f\u3002\u5b89\u4e0a\u304c\u308a\u306a\u81ea\u52d5\u30c1\u30a7\u30c3\u30af\u306f\u56f0\u96e3\u3067\u3042\u308b\u3053\u3068\u304c\u308f\u304b\u3063\u305f\u3002<br \/>\n2\u756a\u3081\u306e\u4f8b\u306f\u96fb\u8a71\u7740\u4fe1\u56de\u6570\u306e\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0\u3002Poisson\u5206\u5e03\u306b\u3042\u3066\u306f\u307e\u308b\u304b\u3092\u8abf\u3079\u305f\u3002 \u4e00\u9023\u306e\u3084\u308a\u3068\u308a\u304c\u3042\u3063\u305f\u3068\u304d\u6700\u521d\u306e\u3082\u306e\u3060\u3051\u3092\u6570\u3048\u308c\u3070\u3042\u3066\u306f\u307e\u308b\u3002\u3064\u307e\u308a\u6700\u521d\u306e\u3082\u306e\u3068\u7d9a\u304d\u306e\u3082\u306e\u306f\u5225\u306e\u6bcd\u96c6\u56e3\u306b\u5c5e\u3059\u308b\u3068\u898b\u3089\u308c\u308b\u3002<br \/>\n3\u756a\u3081\u306e\u8a71\u984c\u306f\u3001\u5229\u7528\u983b\u5ea6\u306e\u7d71\u8a08\u3067\u3001\u5e73\u5747\u5024\u306b\u5bfe\u5fdc\u3059\u308b\u5178\u578b\u7684\u5229\u7528\u8005\u306f\u3044\u306a\u3044\u3053\u3068\u304c\u591a\u3044\u3068\u3044\u3046\u3053\u3068\u3002\u5229\u7528\u983b\u5ea6\u304c\u3079\u304d\u5206\u5e03\u306e\u3068\u304d\u306a\u3069\u3002<br \/>\n\u554f\u984c\u70b9\u304c\u898b\u843d\u3068\u3055\u308c\u3066\u3057\u307e\u3046\u539f\u56e0\u306b\u306f\u3001\u9858\u671b\u601d\u8003\u3001\u3058\u307f\u306a\u4ed5\u4e8b\u3092\u5acc\u3046\u3053\u3068\u3001\u7d71\u8a08\u7684\u30fb\u8a08\u7b97\u7684\u65b9\u6cd5\u306e\u524d\u63d0\u3092\u610f\u8b58\u3057\u306a\u3044\u3053\u3068\u3001\u304c\u3042\u308b\u3002<br \/>\n\u30c7\u30fc\u30bf\u306f\u76ee\u7684\u3067\u306f\u306a\u3044\u306e\u3067\u3001\u30c7\u30fc\u30bf\u81ea\u4f53\u3088\u308a\u3082\u305d\u308c\u3092\u3082\u305f\u3089\u3057\u305f\u30b7\u30b9\u30c6\u30e0\u306b\u3064\u3044\u3066\u8003\u3048\u308b\u3079\u304d\u3060\u3002<\/p>\n<p><strong>8. Blood, Sweat, and Urine<\/strong> \/Richard Cotton<br \/>\n\u540c\u3058\u7d44\u7e54\u306e\u4e2d\u3067\u3082\u5316\u5b66\u5b9f\u9a13\u5ba4\u306e\u6587\u5316\u306f\u60c5\u5831\u51e6\u7406\u6280\u8853\u8005\u306e\u6587\u5316\u3068\u9055\u3046\u3053\u3068\u304c\u30011\u9031\u9593\u6ede\u5728\u3057\u3066\u307f\u3066\u308f\u304b\u3063\u305f\u3002<br \/>\n\u5316\u5b66\u5b9f\u9a13\u5ba4\u3067\u306f\u30c7\u30fc\u30bf\u3092\u4eba\u304c\u30c1\u30a7\u30c3\u30af\u3057\u3066\u3044\u305f\u30022\u4eba\u3067\u30c1\u30a7\u30c3\u30af\u3057\u306a\u3044\u30c7\u30fc\u30bf\u306f\u7121\u52b9\u3068\u3059\u308b\u3068\u3044\u3046\u54c1\u8cea\u7ba1\u7406\u3092\u3057\u3066\u3044\u305f\u3002\u3068\u3053\u308d\u304c\u305d\u306e\u624b\u9806\u3068\u3057\u3066\u3001\u307e\u305aExcel\u306b\u5165\u529b\u3057\u3001\u3042\u3089\u305f\u3081\u3066\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u624b\u5165\u529b\u3057\u3066\u3044\u305f\u3002(\u60c5\u5831\u51e6\u7406\u6280\u8853\u8005\u304b\u3089\u898b\u308c\u3070\u3001\u81ea\u52d5\u5316\u3057\u305f\u307b\u3046\u304c\u307e\u3061\u304c\u3044\u304c\u6e1b\u3089\u305b\u308b\u3053\u3068\u306f\u660e\u3089\u304b\u3060\u3002)<br \/>\n\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306f\u5316\u5b66\u7814\u7a76\u8005\u81ea\u8eab\u304c\u7ba1\u7406\u3057\u3066\u3044\u305f\u3002(\u30c7\u30fc\u30bf\u3092\u652f\u914d\u3057\u305f\u3044\u3068\u3044\u3046\u601d\u3044\u304c\u3042\u308b\u3088\u3046\u3060\u304c\u3001\u30c7\u30fc\u30bf\u7ba1\u7406\u306e\u90e8\u7f72\u306b\u307e\u304b\u305b\u305f\u307b\u3046\u304c\u3088\u3044\u3002)  \u305d\u306e\u305b\u3044\u3067\u3001\u53e4\u3044\u8a2d\u8a08\u306e\u307e\u307e\u3001\u30c7\u30fc\u30bf\u91cf\u304c\u5927\u304d\u304f\u306a\u3063\u3066\u3044\u305f\u3002<br \/>\n\u53e4\u3044\u8a2d\u8a08\u306e\u554f\u984c\u70b9\u306e\u3072\u3068\u3064\u3060\u304c\u3001\u6570\u5024\u3068\u6307\u5b9a\u3055\u308c\u305f\u30d5\u30a3\u30fc\u30eb\u30c9\u306b\u300c\u6b20\u640d\u300d\u3084\u300c\u691c\u51fa\u9650\u754c\u672a\u6e80\u300d\u3092\u5165\u308c\u3088\u3046\u3068\u3057\u3066\u3001\u540c\u3058\u72b6\u6cc1\u304c\u4f5c\u696d\u8005\u306b\u3088\u3063\u3066\u9055\u3063\u305f\u5024\u3067\u5165\u529b\u3055\u308c\u3066\u3044\u305f\u3002\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u30c7\u30b6\u30a4\u30f3\u6642\u306b\u3001\u8ad6\u7406\u5909\u6570\u306e\u30d5\u30a3\u30fc\u30eb\u30c9\u3092\u5225\u306b\u4f5c\u308a\u3001\u6570\u5024\u30d5\u30a3\u30fc\u30eb\u30c9\u3067\u306f0\u3092\u7981\u6b62\u3059\u308b\u306e\u304c\u9069\u5207\u3060\u3002\u3057\u304b\u3057\u3001\u3059\u3067\u306b0\u304c\u5165\u529b\u3055\u308c\u305f\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u30670\u3092\u7121\u52b9\u306b\u3059\u308b\u3068\u691c\u51fa\u9650\u754c\u672a\u6e80\u306e\u6e2c\u5b9a\u5024\u304c\u9664\u304b\u308c\u3066\u504f\u3063\u305f\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u306b\u306a\u3063\u3066\u3057\u307e\u3046\u3002<br \/>\n\u5b9f\u9a13\u6761\u4ef6\u306f\u6587\u5b57\u5217\u3092\u5404\u81ea\u304c\u81ea\u7531\u306b\u5165\u529b\u3057\u305f\u306e\u3067\u540c\u3058\u610f\u5473\u306e\u8868\u73fe\u304c\u8907\u6570\u3067\u304d\u3066\u3057\u307e\u3063\u3066\u308f\u304b\u308a\u306b\u304f\u304f\u306a\u3063\u3066\u3044\u305f\u3002\u30d5\u30a3\u30fc\u30eb\u30c9\u306b\u5165\u308c\u308b\u3053\u3068\u306e\u3067\u304d\u308b\u5024\u3092\u9650\u5b9a\u3059\u3079\u304d\u3060\u3002<br \/>\n\u30c7\u30fc\u30bf\u306e\u30c1\u30a7\u30c3\u30af\u306f\u3001\u30c7\u30fc\u30bf\u53d6\u5f97\u6642\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u5165\u529b\u6642\u3001\u89e3\u6790\u6642\u306b\u304f\u308a\u304b\u3048\u3057\u3059\u3079\u304d\u3060\u3002<br \/>\n\u5909\u6570\u306e\u578b\u306e\u30c1\u30a7\u30c3\u30af\u304c\u81ea\u52d5\u3067\u306a\u3055\u308c\u308b\u306e\u304c\u3088\u3044\u304c\u3001\u305d\u3046\u3067\u306a\u3051\u308c\u3070\u610f\u8b58\u3057\u3066\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3002<br \/>\n\u6570\u91cf\u306e\u5358\u4f4d\u306e\u30c1\u30a7\u30c3\u30af\u3082\u5fc5\u8981\u3002\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u5909\u6570\u540d\u306b\u5358\u4f4d\u3092\u7d44\u307f\u3053\u3093\u3067\u3057\u307e\u3046\u3068\u3001\u4f5c\u696d\u3059\u308b\u4eba\u306e\u304b\u3093\u3061\u304c\u3044\u304c\u6e1b\u3089\u305b\u308b\u3002<br \/>\n\u30d7\u30ed\u30b0\u30e9\u30e0\u306f\u4e00\u5b9a\u306e\u30b9\u30bf\u30a4\u30eb\u3067\u66f8\u304f\u3053\u3068\u3002\u5185\u5bb9\u3092\u8868\u308f\u3059\u540d\u524d\u3092\u3064\u3051\u3088\u3046\u3002<br \/>\n\u8868\u8a08\u7b97\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u306b\u306f\u6b21\u306e\u3088\u3046\u306a\u6b20\u70b9\u304c\u3042\u308b\u306e\u3067\u983c\u308a\u3059\u304e\u306a\u3044\u3053\u3068\u3002\u6570\u5024\u8a08\u7b97\u306e\u7cbe\u5ea6\u3002\u5f0f\u304b\u6570\u5024\u304b\u533a\u5225\u304c\u3064\u304d\u306b\u304f\u3044\u3053\u3068\u3002\u4fee\u6b63\u5f8c\u306e\u518d\u89e3\u6790\u306e\u624b\u9593\u3002<\/p>\n<p><strong>9. When Data and Reality Don\u2019t Match<\/strong> \/Spencer Burns<br \/>\n\u73fe\u5b9f\u306e\u5bfe\u8c61\u3092identify\u3059\u308b\u3053\u3068\u306e\u3080\u305a\u304b\u3057\u3055\u306e\u4f8b\u3002\u30cb\u30e5\u30fc\u30e8\u30fc\u30af\u8a3c\u5238\u53d6\u5f15\u6240\u306e\u4f1a\u793e\u30b3\u30fc\u30c9\u306f\u3001\u73fe\u5728\u306eidentity\u3060\u3051\u3092\u8003\u3048\u305f\u3082\u306e\u3067\u3001\u6642\u7cfb\u5217\u7684\u306b\u4f7f\u3048\u306a\u3044\u3002\u904e\u53bb\u306b\u4f7f\u308f\u308c\u305f\u30b3\u30fc\u30c9\u304c\u5225\u306e\u4f1a\u793e\u306b\u518d\u5229\u7528\u3055\u308c\u308b\u3053\u3068\u304c\u3042\u308b\u3002\u307e\u305f\u3001\u5408\u4f75\u3084\u7834\u7dbb\u518d\u5efa\u3067\u30b3\u30fc\u30c9\u304c\u5909\u308f\u308b\u969b\u306b\u3001\u6cd5\u7684\u7d99\u627f\u8005\u306f\u8ffd\u8de1\u3067\u304d\u308b\u304c\u3001\u305d\u308c\u304c\u5b9f\u8cea\u7684\u696d\u52d9\u3084\u30d6\u30e9\u30f3\u30c9\u306e\u7d99\u627f\u95a2\u4fc2\u3068\u9055\u3046\u3053\u3068\u304c\u3088\u304f\u3042\u308b\u3002<br \/>\n\u682a\u4fa1\u306e\u6570\u5024\u3092\u4e0d\u9023\u7d9a\u306b\u3059\u308b\u8981\u56e0\u3068\u3057\u3066\u306f\u5408\u4f75\u306e\u307b\u304b\u682a\u5206\u5272\u3082\u3042\u308b\u3002\u3057\u304b\u3057\u682a\u4fa1\u306f\u73fe\u5b9f\u306b\u5947\u5999\u306a\u5909\u52d5\u3092\u3059\u308b\u3053\u3068\u3082\u3042\u308b\u3002<\/p>\n<p><strong>10. Subtle Sources of Bias and Error<\/strong> \/Jonathan A. Schwabish<br \/>\n\u8457\u8005\u306f\u884c\u653f\u30c7\u30fc\u30bf\u3001\u3068\u304f\u306b\u793e\u4f1a\u4fdd\u967a\u306b\u95a2\u3059\u308b\u53f0\u5e33\u30c7\u30fc\u30bf\u3092\u4f7f\u3063\u305f\u3053\u3068\u304c\u3042\u308b\u3002\u3053\u306e\u884c\u653f\u30c7\u30fc\u30bf\u306b\u306f\u3001\u500b\u4eba\u60c5\u5831\u4fdd\u8b77\u306e\u305f\u3081\u89e3\u6790\u306b\u63d0\u4f9b\u3055\u308c\u306a\u3044\u9805\u76ee\u304c\u3042\u308b\u3001\u6240\u5f97\u306e\u60c5\u5831\u304c\u5831\u544a\u30fb\u540d\u5bc4\u305b\u3055\u308c\u305f\u3082\u306e\u306b\u504f\u308b\u3001\u3068\u3044\u3046\u6b20\u70b9\u304c\u3042\u308b\u3002\u3057\u304b\u3057\u3001\u793e\u4f1a\u8abf\u67fb(\u30a2\u30f3\u30b1\u30fc\u30c8)\u306e\u30c7\u30fc\u30bf\u306b\u306f\u3001\u300c\u601d\u3044\u51fa\u305b\u306a\u3044\u300d\u306a\u3069\u306e\u7406\u7531\u306b\u3088\u308b\u6b20\u640d\u306b\u7531\u6765\u3059\u308b\u30c7\u30fc\u30bf\u306e\u8cea\u306e\u554f\u984c\u3001\u30b5\u30f3\u30d7\u30eb\u306e\u504f\u308a(\u305f\u3068\u3048\u3070\u8abf\u67fb\u6d3b\u52d5\u306b\u95a2\u5fc3\u306e\u3042\u308b\u4eba\u306e\u307b\u3046\u304c\u56de\u7b54\u7387\u304c\u9ad8\u3044)\u306e\u554f\u984c\u304c\u3042\u308b\u3002<\/p>\n<p><strong>11. Don\u2019t Let the Perfect Be the Enemy of the Good: Is Bad Data Really Bad?<\/strong> \/Brett Goldstein<br \/>\n\u73fe\u5b9f\u306e\u30c7\u30fc\u30bf\u306f\u3044\u3064\u3082\u5b8c\u5168\u3067\u306f\u306a\u3044\u3002\u30e9\u30f3\u30c0\u30e0\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u304c\u3067\u304d\u306a\u3044\u3053\u3068\u304c\u591a\u3044\u3002<br \/>\n\u4f8b\u3068\u3057\u3066\u3001\u8b66\u5bdf\u304c\u53d7\u3051\u305f\u901a\u5831\u306e\u8a18\u9332\u3002\u884c\u3063\u3066\u307f\u3066\u3060\u308c\u3082\u3044\u306a\u304b\u3063\u305f\u5834\u5408\u3001\u72af\u7f6a\u306b\u306a\u308b\u4e8b\u4ef6\u304c\u307b\u3093\u3068\u3046\u306b\u3042\u3063\u305f\u306e\u304b\u4e0d\u78ba\u5b9f\u3060\u3002\u3057\u304b\u3057\u305d\u3046\u3044\u3046\u30c7\u30fc\u30bf\u3092\u307f\u306a\u7121\u52b9\u6271\u3044\u3057\u3066\u3044\u305f\u306e\u3067\u306f\u59cb\u307e\u3089\u306a\u3044\u3002\u4e0d\u5b8c\u5168\u3067\u3042\u308b\u3053\u3068\u3092\u610f\u8b58\u3057\u306a\u304c\u3089\u4f7f\u3046\u3002<\/p>\n<p><strong>12. When Databases Attack: A Guide for When to Stick to Files<\/strong> \/Tim McNamara<br \/>\n(\u8457\u8005\u306f\u4fee\u58eb\u8ad6\u6587\u306e\u305f\u3081\u306b\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u304b\u3089\u30c7\u30fc\u30bf\u3092\u96c6\u3081\u306670GB\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u4f5c\u3063\u305f\u304c\u3001\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u4f5c\u308b\u306e\u306b\u6642\u9593\u304c\u304b\u304b\u308a\u3059\u304e\u308b\u305f\u3081\u7d50\u5c40\u4f7f\u3048\u305a\u3001\u4fee\u58eb\u8ad6\u6587\u306f\u5225\u306e\u6750\u6599\u3067\u66f8\u3044\u305f\u3001\u3068\u3044\u3046\u7d4c\u9a13\u304c\u3042\u308b\u305d\u3046\u3060\u3002)<br \/>\n\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3068\u3044\u3046\u3079\u304d\u5185\u5bb9\u3067\u3042\u3063\u3066\u3082\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3092\u4f7f\u308f\u305a\u306b\u30d5\u30a1\u30a4\u30eb\u3067\u6271\u3063\u305f\u307b\u3046\u304c\u5b89\u5168\u306a\u3053\u3068\u3082\u3042\u308b\u3002<br \/>\n\u305d\u3053\u3067\u5229\u7528\u53ef\u80fd\u306a\u3044\u308d\u3044\u308d\u306a\u30c7\u30fc\u30bf\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u3092\u6982\u8aac\u3057\u3066\u3044\u308b\u3002<br \/>\n\u3068\u304f\u306b\u3001\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u4e0a\u306e\u60c5\u5831\u4ea4\u63db\u3067\u306fJSON\u3068\u3044\u3046\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u304c\u4f7f\u308f\u308c\u308b\u3053\u3068\u304c\u591a\u3044\u304c\u3001\u4eba\u304c\u8aad\u307f\u66f8\u304d\u3059\u308b\u306b\u306f\u3001JSON\u306f\u307e\u3061\u304c\u3048\u3084\u3059\u304f\u3001YAML\u306e\u307b\u3046\u304c\u3088\u3044\u305d\u3046\u3060\u3002<\/p>\n<p><strong>13. Crouching Table, Hidden Network<\/strong> \/Bobby Norton<br \/>\n\u8ab2\u984c\u306f\u4f01\u696d\u306e\u30b3\u30b9\u30c8\u914d\u5206\u3002\u652f\u51fa\u3068\u4e88\u7b97\u306e\u4e8b\u696d\u9805\u76ee\u3068\u3092\u95a2\u4fc2\u3065\u3051\u308b\u306e\u3060\u304c\u3001\u95a2\u4fc2\u306f\u76f4\u5217\u3070\u304b\u308a\u3068\u306f\u9650\u3089\u305a\u3001\u300c\u30b0\u30e9\u30d5\u300d\u69cb\u9020\u304c\u3042\u308b\u3002\u3053\u3046\u3044\u3046\u3082\u306e\u3092relational database\u3067\u306f\u6271\u3048\u306a\u304f\u306f\u306a\u3044\u304c\u3084\u3084\u3053\u3057\u304f\u306a\u308b\u3002Graph database\u3068\u3044\u3046\u5f62\u3067\u6271\u3046\u306e\u304c\u3088\u3044\u3002\u305d\u308c\u3092\u64cd\u4f5c\u3059\u308b\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u306b Gremlin\u3068\u3044\u3046\u3082\u306e\u304c\u3042\u308b\u3002<\/p>\n<p><strong>14. Myths of Cloud Computing<\/strong> \/Steve Francia<br \/>\n\u30af\u30e9\u30a6\u30c9\u306f\u6709\u7528\u3060\u304c\u3001\u4e07\u80fd\u3067\u3042\u308b\u304b\u306e\u3088\u3046\u306a\u5ba3\u4f1d\u306f\u307e\u3061\u304c\u3044\u3060\u3002\u5c02\u7528\u30b5\u30fc\u30d0\u30fc\u306e\u307b\u3046\u304c\u5f97\u306a\u3053\u3068\u3082\u3042\u308b\u3002\u8457\u8005\u304c\u7d4c\u9a13\u3057\u305f\u3055\u307e\u3056\u307e\u306a\u4f8b\u3092\u3001\u6025\u6210\u9577\u3059\u308b\u4e00\u3064\u306e\u4f01\u696d\u306b\u305f\u3068\u3048\u3066\u8ad6\u3058\u3066\u3044\u308b\u3002<br \/>\n\u30c7\u30fc\u30bf\u91cf\u304c\u591a\u304f\u306a\u308b\u3068\u5165\u51fa\u529b\u304c\u30cd\u30c3\u30c8\u8d8a\u3057\u3067\u306f\u9045\u304f\u306a\u308b\u3002\u505c\u96fb\u306a\u3069\u306b\u3088\u308b\u30b7\u30b9\u30c6\u30e0\u6545\u969c\u304b\u3089\u306e\u5fa9\u5e30\u306bvirtual machine\u518d\u69cb\u7bc9\u304c\u5fc5\u8981\u306a\u3053\u3068\u304c\u3042\u308b\u3002\u5730\u7406\u7684\u5206\u6563\u306f\u3001\u505c\u96fb\u306a\u3069\u306e\u5bfe\u7b56\u3068\u3057\u3066\u306f\u671b\u307e\u3057\u3044\u304c\u3001\u60c5\u5831\u4f1d\u9054\u6642\u9593\u306e\u554f\u984c\u304c\u3042\u308b\u3002stateless\u306e\u30b5\u30fc\u30d3\u30b9\u306f\u5206\u6563\u3057\u3084\u3059\u3044\u304cstateful\u306a\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306f\u5206\u6563\u3057\u306b\u304f\u3044\u3002\u6642\u9593\u3042\u305f\u308a\u306e\u30b5\u30fc\u30d3\u30b9\u4ef6\u6570\u304c\u3075\u3048\u308b\u3068\u30c7\u30fc\u30bf\u306e\u30b3\u30d4\u30fc\u3092\u6301\u3063\u3066\u5206\u6563\u51e6\u7406\u3092\u3059\u308b\u5fc5\u8981\u304c\u751f\u3058\u308b\u304c\u3001\u30c7\u30fc\u30bf\u5185\u5bb9\u306e\u6574\u5408\u3092\u3068\u308b\u8ca0\u62c5\u304c\u3075\u3048\u308b\u3002\u3053\u306e\u898f\u6a21\u306b\u306a\u308b\u3068\u3001\u540c\u3058performance\u3092\u5f97\u308b\u306e\u306b\u5c02\u7528\u30b5\u30fc\u30d0\u30fc\u3088\u308a\u3082\u30af\u30e9\u30a6\u30c9\u306e\u307b\u3046\u304c\u8cbb\u7528\u304c\u304b\u304b\u308b\u3002(\u8a2d\u5099\u8cbb\u7528\u304b\u3089\u904b\u8ee2\u8cbb\u7528\u306b\u79fb\u308b\u306e\u304c\u4f01\u696d\u3068\u3057\u3066\u306f\u3046\u308c\u3057\u3044\u5834\u5408\u3082\u3042\u308b\u304c\u3002) \u4eca\u5f8c\u306e\u6280\u8853\u306e\u767a\u9054\u3067\u4e8b\u60c5\u304c\u5909\u308f\u308b\u53ef\u80fd\u6027\u306f\u3042\u308b\u3002<\/p>\n<p><strong>15. The Dark Side of Data Science<\/strong> \/Marck Vaisman<br \/>\n\u30c7\u30fc\u30bf\u3092\u6271\u3046\u6280\u8853\u3084\u4f53\u5236\u306b\u95a2\u3059\u308b\u3079\u304b\u3089\u305a\u96c6\u3002\u539f\u6587\u3067\u306f\u898b\u51fa\u3057\u304c\u300c\u3079\u3057\u300d\u306e\u5f62\u3067\u66f8\u3044\u3066\u3042\u308b\u304c\u3001\u8457\u8005\u304c\u8a00\u3044\u305f\u3044\u306e\u306f\u305d\u306e\u5426\u5b9a\u3060\u3002\u3053\u3053\u3067\u306f\u8457\u8005\u304c\u671b\u307e\u3057\u3044\u3068\u8003\u3048\u3066\u3044\u308b\u3053\u3068\u3092\u300c\u3079\u3057\u300d\u306e\u5f62\u3067\u7d39\u4ecb\u3059\u308b\u3002<br \/>\n-\u30c7\u30fc\u30bf\u53d6\u308a\u3053\u307f\u306e\u969b\u306b\u4e00\u8cab\u3057\u305f\u51e6\u7406\u3092\u3059\u308b\u3053\u3068\u3002\u767a\u898b\u3057\u306b\u304f\u3044\u4f8b\u3068\u3057\u3066\u3001\u30b9\u30da\u30fc\u30b9\u3068\u30bf\u30d6\u306e\u6df7\u5728\u304c\u3042\u3052\u3089\u308c\u3066\u3044\u308b\u3002<br \/>\n-\u30c7\u30fc\u30bf\u306e\u6b20\u640d\u306f\u306a\u3044\u3082\u306e\u3068\u4eee\u5b9a\u305b\u305a\u521d\u3081\u304b\u3089\u8003\u3048\u3066\u304a\u304f\u3053\u3068\u3002<br \/>\n-\u30c7\u30fc\u30bf\u304c\u65e5\u4ed8\u3054\u3068\u306b\u5206\u985e\u3055\u308c\u3066\u3044\u308b\u3088\u3046\u306b\u898b\u3048\u3066\u3082\u3001\u524d\u5f8c\u306e\u65e5\u306e\u30c7\u30fc\u30bf\u304c\u542b\u307e\u308c\u308b\u3053\u3068\u304c\u3088\u304f\u3042\u308b\u3002<br \/>\n-\u5b9f\u904b\u7528\u3068\u7814\u7a76\u958b\u767a\u306f\u671f\u5f85\u3055\u308c\u308b\u78ba\u5b9f\u6027\u304c\u9055\u3046\u306e\u3067\u8a08\u7b97\u6a5f\u30b7\u30b9\u30c6\u30e0\u3092\u5206\u3051\u305f\u307b\u3046\u304c\u3088\u3044\u3002\u7814\u7a76\u958b\u767a\u7528\u306e\u30b7\u30b9\u30c6\u30e0\u3067\u306f\u7814\u7a76\u8005\u306b\u30c4\u30fc\u30eb\u3092\u8ffd\u52a0\u3067\u304d\u308b\u6a29\u9650\u304c\u5fc5\u8981\u3002<br \/>\n-\u89e3\u6790\u306e\u305f\u3081\u306e\u89e3\u6790\u3067\u306f\u306a\u304f\u3001\u76ee\u7684\u3092\u8003\u3048\u305f\u89e3\u6790\u3092\u3059\u308b\u3002<br \/>\n-\u77e5\u8b58\u3092\u5171\u6709\u3059\u308b\u3002<br \/>\n-\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u306f\u5f37\u529b\u3067\u306f\u3042\u308b\u304c\u4e07\u80fd\u306a\u4eba\u306f\u3044\u306a\u3044\u3002<br \/>\n-\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u304c\u3044\u308b\u5834\u6240\u306f\u307e\u3061\u307e\u3061\u3002\u3068\u3082\u304b\u304f\u4f1a\u793e\u5168\u4f53\u306e\u4e2d\u3067\u306e\u4f4d\u7f6e\u3065\u3051\u304c\u5fc5\u8981\u3002<\/p>\n<p><strong>16. How to Feed and Care for Your Machine-Learning Experts<\/strong>  \/Pete Warden<br \/>\n\u6a5f\u68b0\u5b66\u7fd2\u306e\u30d7\u30ed\u30b0\u30e9\u30e0\u958b\u767a\u3092\u5c02\u9580\u5bb6\u306b\u30a2\u30a6\u30c8\u30bd\u30fc\u30b7\u30f3\u30b0\u3057\u305f\u4e8b\u4f8b\u3060\u3068\u3044\u3046\u306e\u3060\u304c\u3001\u61f8\u8cde\u306e\u5f62\u3092\u3068\u3063\u3066\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u767a\u6ce8\u3088\u308a\u5b89\u304f\u3059\u307e\u305b\u3066\u3044\u308b\u3002\u3053\u308c\u306f\u540c\u3058\u3053\u3068\u3092\u307e\u306d\u3059\u308b\u3068\u3053\u308d\u304c\u3075\u3048\u308b\u3068\u3067\u304d\u306a\u304f\u306a\u308b\u3060\u308d\u3046\u3068\u601d\u3046\u3002\u306a\u304a\u3001\u6a5f\u68b0\u5b66\u7fd2\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30bb\u30c3\u30c8\u3068\u30c6\u30b9\u30c8\u30bb\u30c3\u30c8\u3092\u4f5c\u308b\u6bb5\u968e\u306f\u4f5c\u696d\u8005\u3092\u96c7\u3063\u3066\u624b\u9593\u3092\u304b\u3051\u3066\u3044\u308b\u3002<br \/>\n\u4e8b\u4f8b\u306e\u8ab2\u984c\u306f\u5199\u771f\u304c\u65c5\u884c\u96d1\u8a8c\u5411\u3051\u306b\u300c\u3088\u3044\u300d\u304b\u3069\u3046\u304b\u306e\u5224\u65ad\u306a\u306e\u3060\u304c\u3001\u5199\u771f\u3092\u898b\u305f\u8a55\u4fa1\u3068\u5199\u771f\u306e\u8aac\u660e\u6587\u306b\u3042\u308b\u3053\u3068\u3070\u306b\u3088\u308b\u8a55\u4fa1\u3068\u306e\u76f8\u95a2\u304c\u9ad8\u304b\u3063\u305f\u306e\u3067\u3001\u8aac\u660e\u6587\u306e\u7528\u8a9e\u304b\u3089\u300c\u3088\u3055\u300d\u3092\u5224\u65ad\u3059\u308b\u554f\u984c\u306b\u3057\u3066\u3057\u307e\u3063\u3066\u3044\u308b\u3002<\/p>\n<p><strong>17. Data Traceability<\/strong> \/Reid Draper<br \/>\n\u3042\u3061\u3053\u3061\u304b\u3089\u96c6\u3081\u305f\u60c5\u5831\u3067\u69cb\u7bc9\u3057\u305f\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u8cea\u3092\u3088\u304f\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u30c7\u30fc\u30bf\u3092\u60c5\u5831\u6e90\u306b\u3055\u304b\u306e\u307c\u308c\u308b\u5f62\u3067\u6301\u3064\u3079\u304d\u3060\u3002\u97f3\u697d\u306e\u8cfc\u5165\u3092\u52e7\u3081\u308b\u305f\u3081\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u3064\u3044\u3066\u306e\u7d4c\u9a13\u306b\u57fa\u3065\u3044\u3066\u3001\u6ce8\u610f\u3059\u3079\u304d\u70b9\u3092\u8ff0\u3079\u3066\u3044\u308b\u3002<br \/>\n-\u60c5\u5831\u6e90\u306e\u30b5\u30a4\u30c8\u306e\u5185\u5bb9\u304c\u5909\u5316\u3059\u308b\u3002\u624b\u3082\u3068\u306b\u5909\u5316\u3057\u306a\u3044\u30b3\u30d4\u30fc\u3092\u6301\u3064\u3053\u3068\u306b\u3059\u308b\u3002\u53d6\u5f97\u3057\u305f\u65e5\u4ed8\u3092\u3064\u3051\u3066\u533a\u5225\u3057\u3066\u7ba1\u7406\u3059\u308b\u3002<br \/>\n-\u52a0\u5de5\u7d50\u679c\u30c7\u30fc\u30bf\u306b\u6750\u6599\u30c7\u30fc\u30bf\u306esource\u60c5\u5831\u3092\u5f15\u304d\u7d99\u3050\u3002<br \/>\n-\u60c5\u5831\u6e90\u306b\u4fe1\u983c\u5ea6\u306a\u3069\u306b\u3088\u308b\u91cd\u307f\u3065\u3051\u3092\u3059\u308b\u3002<br \/>\n-\u307e\u3061\u304c\u3063\u3066\u3044\u308b\u6750\u6599\u30c7\u30fc\u30bf\u3092\u9664\u3044\u3066\u52a0\u5de5\u3057\u306a\u304a\u3059\u3002<br \/>\n-\u554f\u984c\u304c\u8d77\u304d\u305f\u3089\u539f\u56e0\u304c\u60c5\u5831\u6e90\u306b\u3042\u308b\u306e\u304b\u52a0\u5de5\u306b\u3042\u308b\u306e\u304b\u3092\u306f\u3063\u304d\u308a\u3055\u305b\u308b\u3002<br \/>\n-\u30c7\u30fc\u30bf\u51e6\u7406\u306e\u554f\u984c\u70b9\u3092\u898b\u3064\u3051\u308b\u3002<\/p>\n<p><strong>18. Social Media: Erasable Ink?<\/strong> \/Jud Valeski<br \/>\nFacebook\u3084Twitter\u306a\u3069\u306esocial media\u306f\u3001\u66f8\u304d\u3053\u3093\u3060\u5229\u7528\u8005\u304c\u66f8\u304d\u3053\u307f\u3092\u53d6\u308a\u6d88\u3059\u6a5f\u80fd\u3092\u6301\u3064\u3088\u3046\u306b\u306a\u3063\u305f\u3002\u3057\u304b\u3057\u3001\u305d\u306e\u30c7\u30fc\u30bf\u306f\u518d\u5229\u7528\u3055\u308c\u3066\u3044\u308b\u3002\u3082\u3068\u304c\u6d88\u3048\u3066\u3044\u308b\u306e\u306b\u5148\u304c\u6b8b\u3063\u3066\u3044\u308bbad data\u304c\u3067\u304d\u308b\u3002<br \/>\n\u66f8\u304d\u3053\u3093\u3060\u30c7\u30fc\u30bf\u306f\u3060\u308c\u306e\u3082\u306e\u304b\u3068\u3044\u3046\u6a29\u5229\u554f\u984c\u3082\u3042\u308b\u304c\u3001\u30b5\u30fc\u30d3\u30b9\u30d7\u30ed\u30d0\u30a4\u30c0\u306b\u306f\u5229\u7528\u8005\u306e\u5e0c\u671b\u306b\u305d\u3044\u305f\u3044\u3068\u3044\u3046\u52d5\u6a5f\u306f\u3042\u308b\u3002\u3057\u304b\u3057\u3001\u4e0a\u6d41\u304b\u3089\u5909\u66f4\u901a\u77e5\u3092\u3057\u305f\u3060\u3051\u3067\u306f\u3001\u4e0b\u6d41\u3067\u53d7\u3051\u3066\u5bfe\u5fdc\u3059\u308b\u304b\u3069\u3046\u304b\u304c\u4e0d\u78ba\u5b9f\u3060\u3002\u4e0b\u6d41\u306e\u5fdc\u7528\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u4e0a\u6d41\u306b\u8a18\u9332\u306e\u5b58\u5728\u3092\u554f\u3044\u5408\u308f\u305b\u3066\u304b\u3089\u30c7\u30fc\u30bf\u3092\u4f7f\u3046\u3088\u3046\u306b\u4f5c\u3063\u3066\u304f\u308c\u308c\u3070\u3088\u3044\u304c\u3001\u5e38\u306b\u305d\u3046\u3067\u304d\u308b\u3068\u306f\u9650\u3089\u306a\u3044\u3002\u5229\u7528\u8005\u306f\u53d6\u308a\u6d88\u3057\u304c\u5b8c\u5168\u306b\u306f\u3067\u304d\u306a\u3044\u3053\u3068\u3092\u899a\u609f\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u305d\u3046\u3060\u3002<\/p>\n<p><strong>19. Data Quality Analysis Demystified: Knowing When Your Data Is Good Enough<\/strong> \/Ken Gleason and Q. Ethan McCallum<br \/>\nBad data\u3092\u6368\u3066\u308b\u306e\u304b\u3001\u53d7\u3051\u5165\u308c\u308b\u306e\u304b\u306e\u6c7a\u65ad\u304c\u5fc5\u8981\u306b\u306a\u308b\u3002<br \/>\n\u76f4\u89b3\u306b\u983c\u3063\u305f\u306e\u3067\u306f\u3001\u5fae\u5999\u306a\u554f\u984c\u3092\u3068\u3089\u3048\u304d\u308c\u306a\u3044\u3002\u307e\u3061\u304c\u3046\u3053\u3068\u3082\u3042\u308b\u3002\u904e\u53bb\u306e\u7d4c\u9a13\u306b\u4f9d\u5b58\u3059\u308b\u3002<br \/>\n\u300cdata quality\u300d\u306e\u308f\u304f\u3050\u307f\u3067\u8003\u3048\u3088\u3046\u3002<br \/>\n&#8220;Complete&#8221; &#8230; \u554f\u3044\u306b\u5bfe\u3057\u3066\u5fc5\u8981\u306a\u3082\u306e\u304c\u305d\u308d\u3063\u3066\u3044\u308b\u3053\u3068\u3002\u3053\u308c\u304b\u3089\u554f\u3044\u305d\u3046\u306a\u3053\u3068\u3092\u542b\u3080\u3002<br \/>\n-\u7dcf\u6570\u304c\u308f\u304b\u3063\u3066\u3044\u308b\u5834\u5408\u3068\u305d\u3046\u3067\u306a\u3044\u5834\u5408<br \/>\n-\u6570\u91cf\u306e\u5b8c\u5168\u3055\u3068\u69cb\u9020\u60c5\u5831\u306e\u5b8c\u5168\u3055<br \/>\n-\u5b8c\u5168\u306a\u30c1\u30a7\u30c3\u30af\u304c\u73fe\u5b9f\u7684\u306b\u3067\u304d\u306a\u3044\u3053\u3068\u3082\u3042\u308b\u3002\u305d\u306e\u5834\u5408\u306f\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u306b\u3088\u308b\u30c1\u30a7\u30c3\u30af\u306b\u306a\u308b\u3002<br \/>\n-\u4e0d\u5b8c\u5168\u306a\u30c7\u30fc\u30bf\u3092\u3069\u3046\u4f7f\u3046\u304b\u306e\u9078\u629e\u3092\u305b\u307e\u3089\u308c\u308b\u3053\u3068\u304c\u3042\u308b\u3002<br \/>\n&#8220;Coherent&#8221;<br \/>\n-Relational database\u3067\u306freferential integrity check\u304c\u53ef\u80fd\u3060\u304c\u3001\u30c7\u30fc\u30bf\u5165\u529b\u6642\u306b\u306f\u306f\u305a\u3059\u3053\u3068\u3082\u3042\u308b\u3002<br \/>\n-\u5024\u306eintegrity\u306e\u554f\u984c\u3002\u5177\u4f53\u7684\u306b\u6e80\u305f\u3059\u3079\u304d\u6761\u4ef6\u306f\u5bfe\u8c61\u4f9d\u5b58\u3002<br \/>\n&#8220;Correct&#8221;<br \/>\n-\u6570\u5024\u306e\u78ba\u8a8d\u306f\u5b9f\u5229\u7528\u6bb5\u968e\u304b\u3082\u3057\u308c\u306a\u3044\u304c\u3001<br \/>\n-\u305f\u3068\u3048\u3070\u6642\u523b\u306e\u9806\u5e8f\u304c\u6b63\u3057\u3044\u304b\u306e\u78ba\u8a8d\u306f\u5148\u306b\u3084\u3063\u3066\u304a\u3044\u305f\u307b\u3046\u304c\u3088\u3044\u3002(\u6642\u8a08\u4fee\u6b63\u304c\u5fc5\u8981\u306a\u3053\u3068\u3082\u3002)<br \/>\n&#8220;aCcountable&#8221; &#8230; \u30c7\u30fc\u30bf\u306e\u8cac\u4efb\u8005\u306f\u3060\u308c\u304b?<br \/>\n-\u53d6\u5f97-\u52a0\u5de5-\u5229\u7528\u306e\u9396\u304c\u30c8\u30ec\u30fc\u30b5\u30d6\u30eb\u306b\u306a\u3063\u3066\u3044\u308b\u3053\u3068\u3002<br \/>\n-\u610f\u601d\u6c7a\u5b9a\u306b\u4f7f\u3046\u4eba\u304b\u3089\u3001\u3042\u308b\u3044\u306f\u76e3\u67fb\u8005\u304b\u3089\u3001\u554f\u308f\u308c\u308b\u3002<br \/>\n-\u500b\u4eba\u60c5\u5831\u306e\u30d3\u30b8\u30cd\u30b9\u5229\u7528\u306b\u3064\u3044\u3066\u306f\u3001\u305f\u3068\u3048\u3070\u30ab\u30ea\u30d5\u30a9\u30eb\u30cb\u30a2\u5dde\u3067\u306f\u5dde\u6cd5\u306b\u3088\u3063\u3066\u8ffd\u8de1\u53ef\u80fd\u306b\u3059\u308b\u7fa9\u52d9\u304c\u3042\u308b\u3002<br \/>\n-\u554f\u3044\u306b\u7b54\u3048\u308b\u969b\u306b\u4eba\u304c\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u306b\u306a\u3089\u306a\u3044\u3088\u3046\u306b\u69cb\u9020\u3092\u8a2d\u8a08\u3057\u3066\u304a\u304f\u3079\u304d\u3002<br \/>\n-\u30c7\u30fc\u30bf\u6e90\u3001\u4f7f\u7528\u6761\u4ef6\u3092\u8a18\u9332\u3059\u308b\u3002<br \/>\n-\u30aa\u30ea\u30b8\u30ca\u30eb\u30c7\u30fc\u30bf\u3068\u5909\u66f4\u8a18\u9332\u3092\u4fdd\u5b58\u3059\u308b\u3002<br \/>\n-\u81ea\u5206\u304c\u3069\u3093\u306a\u5909\u66f4\u3092\u3057\u305f\u304b\u78ba\u8a8d\u3059\u308b\u3002<br \/>\n-\u76e3\u67fb\u8cc7\u6599\u3092\u63d0\u4f9b\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u3066\u304a\u304f\u3002<br \/>\n-Supply chain\u3092\u8a8d\u8b58\u3057\u3001\u3082\u3068\u30c7\u30fc\u30bf\u304c\u5909\u66f4\u3055\u308c\u305f\u3089\u6d3e\u751f\u7269\u3082\u5909\u66f4\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u3002<br \/>\n-\u3060\u308c\u304c\u3069\u306e\u3088\u3046\u306a\u30a2\u30af\u30bb\u30b9\u304c\u3067\u304d\u308b\u304b\u7406\u89e3\u3059\u308b\u3002\u7406\u60f3\u7684\u306b\u306f\u3001\u30a2\u30af\u30bb\u30b9\u65b9\u6cd5\u3092\u9650\u5b9a\u3057\u76e3\u67fb\u53ef\u80fd\u306b\u3059\u308b\u3002\u5c11\u306a\u304f\u3068\u3082\u3060\u308c\u304c\u66f8\u3044\u305f\u304b\u8a18\u9332\u3059\u308b\u3002<br \/>\n\u672c\u6765\u306e\u4ed5\u4e8b\u3068\u306f\u533a\u5225\u3057\u3066\u3001\u30c7\u30fc\u30bf\u306e\u8cea\u306e\u30c1\u30a7\u30c3\u30af\u3092\u8003\u3048\u3088\u3046\u3002<br \/>\n\u307e\u3060\u30c1\u30a7\u30c3\u30af\u3055\u308c\u3066\u3044\u306a\u3044(\u76ee\u6a19\u304c\u6c7a\u307e\u3063\u3066\u3044\u306a\u3044\u306e\u3067\u3067\u304d\u306a\u3044)\u30c7\u30fc\u30bf\u3092\u3001\u305d\u308c\u3068\u610f\u8b58\u3057\u3088\u3046\u3002<\/p>\n<p>\u81ea\u5206\u306e\u4ed5\u4e8b\u3092\u3075\u308a\u304b\u3048\u3063\u3066\u307f\u308b\u3068\u3001\u30c7\u30fc\u30bf\u306e\u554f\u984c\u70b9\u306b\u306f\u3044\u3064\u3082\u6ce8\u610f\u3057\u3066\u3044\u308b\u3064\u3082\u308a\u3060\u304c\u3001\u7cfb\u7d71\u7684\u306a\u5bfe\u7b56\u306f\u307b\u3068\u3093\u3069\u5b9f\u8df5\u3067\u304d\u3066\u3044\u306a\u3044\u3002\u76ee\u6a19\u304c\u6c7a\u307e\u3063\u3066\u3044\u306a\u3044\u8a66\u884c\u932f\u8aa4\u7684\u306a\u30c7\u30fc\u30bf\u89b3\u5bdf\u304c\u591a\u3044\u306e\u3067\u3057\u304b\u305f\u304c\u306a\u3044\u9762\u3082\u3042\u308b\u3068\u601d\u3046\u3002\u30c7\u30fc\u30bf\u3092\u767a\u4fe1\u3059\u308b\u5834\u5408\u3084\u3001\u4f5c\u696d\u3092\u307b\u304b\u306e\u4eba\u306b\u5f15\u304d\u7d99\u3044\u3067\u3082\u3089\u3046\u5834\u5408\u306b\u306f\u3001\u30c8\u30ec\u30fc\u30b5\u30d6\u30eb\u306a\u4f53\u5236\u3092\u7d44\u3080\u3079\u304d\u306a\u306e\u3060\u304c\u3001\u305d\u306e\u9053\u306e\u30d7\u30ed\u306b\u983c\u3093\u3067\u7d44\u3093\u3067\u3082\u3089\u3046\u3057\u304b\u306a\u3044\u304b\u3082\u3057\u308c\u306a\u3044\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Q. Ethan McCallum [\u7de8], 2013: Bad Data Handbook. Sebastopol CA USA: O&#8217;Reilly Media, 245 pp. ISBN 978-4-44 [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[],"class_list":["post-2951","post","type-post","status-publish","format-standard","hentry","category-dokusyo-memo-"],"_links":{"self":[{"href":"http:\/\/macroscope.world.coocan.jp\/yukukawa\/index.php?rest_route=\/wp\/v2\/posts\/2951","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/macroscope.world.coocan.jp\/yukukawa\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/macroscope.world.coocan.jp\/yukukawa\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/macroscope.world.coocan.jp\/yukukawa\/index.php?rest_route=\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"http:\/\/macroscope.world.coocan.jp\/yukukawa\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=2951"}],"version-history":[{"count":0,"href":"http:\/\/macroscope.world.coocan.jp\/yukukawa\/index.php?rest_route=\/wp\/v2\/posts\/2951\/revisions"}],"wp:attachment":[{"href":"http:\/\/macroscope.world.coocan.jp\/yukukawa\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=2951"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/macroscope.world.coocan.jp\/yukukawa\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=2951"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/macroscope.world.coocan.jp\/yukukawa\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=2951"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}