\u968e\u5c64\u578b Tidy data\u3068\u6b63\u898f\u5316\u3057\u305f\u8907\u6570\u306e\u8868\u3068\u306e\u9055\u3044<\/h1>\n\n\u76ee\u6b21<\/div>\n\n- \u307e\u3068\u3081<\/a><\/li>\n
- \u4ed5\u8a33\u60c5\u5831\u691c\u7d22\u5c02\u7528\u30d6\u30e9\u30a6\u30b6<\/a><\/li>\n
- \u6307\u5c0e1<\/a><\/li>\n
- \u6307\u5c0e2<\/a><\/li>\n
- \u6307\u5c0e3<\/a><\/li>\n
- \u6307\u5c0e4<\/a><\/li>\n
- \u78ba\u8a8d<\/a><\/li>\n
- ChatGPT\u304c\u7406\u89e3\u3067\u304d\u3066\u3044\u308b\u304b\u78ba\u8a8d<\/a><\/li>\n
- \u8ffd\u52a0\u8cea\u554f<\/a><\/li>\n
- \u8aa4\u308a\u3092\u6307\u6458<\/a><\/li>\n
- Marmaid<\/a><\/li>\n<\/ul>\n<\/div>\n<\/div>\n\n\n\n\n
Nobuyuki SAMBUICHI
\nISO\/TC295 Audit data services<\/a>\/SG1 Semantic model Convener<\/p>\n<\/div>\n\n\u5148\u65e5\u306e\u8a18\u4e8b
\n\u300cChatGPT\u306bTidy data\u3092\u6307\u5c0e\u300d<\/a>
\n\u306e\u7d9a\u304d\u3067\u3001\u3069\u3053\u307e\u3067\u7406\u89e3\u3057\u3066\u3044\u308b\u304b\u518d\u8cea\u554f\u3057\u305f\u3068\u3053\u308d\u3001\u6b63\u898f\u5316\u3055\u308c\u305f\u8907\u6570\u306e\u8868\u3092\u7528\u3044\u305f\u56de\u7b54\u3092\u7e70\u308a\u8fd4\u3059\u306e\u3067\u3001\u5b9a\u7fa9\u306e\u8aac\u660e\u304b\u3089\u554f\u3044\u304b\u3051\u306a\u304a\u3057\u305f\u3068\u3053\u308d\u3088\u3046\u3084\u304f\u7406\u89e3\u3057\u3066\u304f\u308c\u305f\u3088\u3046\u3067\u3059\u3002
\n\u3053\u308c\u3082\u524d\u56de\u540c\u69d8\u306b\u4ed5\u8a33\u65e5\u8a18\u5e33\u306e\u8a18\u5165\u4f8b\u3067\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n\n\u307e\u3068\u3081<\/h2>\n\n\n\u8ad6\u7406\u7684\u306a\u6574\u5408\u6027\u306f\u5224\u65ad\u3067\u304d\u308b\u3088\u3046\u306b\u898b\u3048\u3066\u3082\u5b9f\u969b\u306b\u7406\u89e3\u3057\u3066\u3044\u308b\u308f\u3051\u3067\u306f\u306a\u3044\u306e\u3067\u3001\u65b0\u3057\u3044\u767a\u60f3\u306b\u57fa\u3065\u3044\u305f\u8aac\u660e\u306f\u3067\u304d\u307e\u305b\u3093\u3002
\nChatGPT\u306e\u6559\u80b2\u306b\u4f7f\u7528\u3055\u308c\u305f\u81a8\u5927\u306a\u8a00\u8a9e\u30c7\u30fc\u30bf\u306b\u306f\u65e7\u6765\u306e\u601d\u8003\u30d1\u30bf\u30fc\u30f3\u304c\u5237\u308a\u8fbc\u307e\u308c\u3066\u3044\u307e\u3059\u3002
\n\u4eca\u5f8c\u307e\u3059\u307e\u3059\u67d4\u8edf\u306a\u601d\u8003\u65b9\u6cd5\u3084\u767a\u60f3\u304c\u6c42\u3081\u3089\u308c\u308b\u6642\u4ee3\u306b\u306a\u3063\u3066\u304d\u307e\u3059\u304c\u3001ChatGPT\u306b\u306f\u305d\u3046\u3057\u305f\u767a\u60f3\u3092\u6c42\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u306a\u3044\u305f\u3081\u3001\u65e7\u5f0a\u3092\u56fa\u5b9a\u5316\u3057\u304b\u306d\u307e\u305b\u3093\u3002
\n\u307e\u305f\u3001\u60aa\u610f\u3092\u6301\u3063\u3066\u60c5\u5831\u767a\u4fe1\u3055\u308c\u308b\u3068\u3001\u305d\u308c\u3089\u3057\u3044\u89e3\u8aac\u3092\u3059\u308b\u306e\u3067\u3001\u81ea\u3089\u8003\u3048\u308b\u3053\u3068\u3092\u305b\u305a\u9d5c\u5451\u307f\u306b\u3059\u308b\u4eba\u304c\u5897\u3048\u308b\u72b6\u6cc1\u3060\u3068\u304b\u306a\u308a\u5371\u967a\u3067\u3059\u3002<\/p>\n<\/div>\n
\n\u5b66\u751f\u304cChatGPT\u3067\u8ab2\u984c\u30ec\u30dd\u30fc\u30c8\u3092\u4f5c\u6210\u3057\u63d0\u51fa\u3057\u305f\u3068\u3057\u3066\u3082\u3001\u8ad6\u7406\u5c55\u958b\u3084\u8ab2\u984c\u306e\u3068\u3089\u3048\u65b9\u306a\u3069\u306e\u672c\u8cea\u7406\u89e3\u3092\u8a55\u4fa1\u3067\u304d\u308b\u3088\u3046\u306a\u8ab2\u984c\u8a2d\u5b9a\u3067\u3042\u308c\u3070\u554f\u984c\u306b\u306a\u3089\u306a\u3044\u3068\u601d\u3044\u307e\u3059\u3002\u305f\u3060\u3057\u3001\u5b66\u751f\u81ea\u8eab\u304c\u305d\u3053\u307e\u3067ChatGPT\u3092\u4f7f\u3044\u3053\u306a\u305b\u306a\u3051\u308c\u3070\u3001\u601d\u8003\u3092\u6df1\u3081\u308b\u3053\u3068\u306b\u3064\u306a\u304c\u308a\u307e\u305b\u3093\u3002\u3053\u308c\u306f\u3001\u5f93\u6765\u306e\u30cd\u30c3\u30c8\u60c5\u5831\u306e\u5207\u308a\u8cbc\u308a\u30ec\u30dd\u30fc\u30c8\u3068\u540c\u69d8\u3002\u4f7f\u3044\u3053\u306a\u305b\u308c\u3070\u3001\u7d4c\u9a13\u4e0d\u8db3\u306b\u3088\u308b\u914d\u616e\u4e0d\u8db3\u3092\u88dc\u3046\u3053\u3068\u304c\u3067\u304d\u3001\u6839\u62e0\u8cc7\u6599\u306e\u8abf\u67fb\u30ec\u30d9\u30eb\u3092\u52b9\u7387\u3088\u304f\u6df1\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/div>\n
\n\uff11\uff19\uff18\uff10\u5e74\u4ee3\u307e\u3067\u306f\u3001\u6d77\u5916\u306e\u6587\u732e\u306f\u5927\u898f\u6a21\u306a\u56f3\u66f8\u9928\u306e\u8535\u66f8\u304b\u3089\u56f3\u66f8\u7d22\u5f15\u30ab\u30fc\u30c9\u3092\u99c6\u4f7f\u3057\u3066\u63a2\u3057\u3001\u5fc5\u8981\u306a\u5834\u5408\u306f\u51fa\u7248\u5143\u306b\u822a\u7a7a\u4fbf\u3067\u90f5\u9001\u3092\u4f9d\u983c\u3059\u308b\u3002\u3068\u3044\u3063\u305f\u5927\u5909\u9762\u5012\u306a\u624b\u9593\u3068\u6642\u9593\u304c\u304b\u304b\u3063\u3066\u3044\u307e\u3057\u305f\u3002\u305d\u306e\u6642\u4ee3\u306b\u623b\u308b\u3053\u3068\u306f\u3042\u308a\u3048\u306a\u3044\u3068\u540c\u69d8\u306bChatGPT\u306a\u3069\u306eAI\u30c4\u30fc\u30eb\u306e\u6b63\u3057\u3044\u4f7f\u3044\u65b9\u306e\u6307\u5c0e\u304c\u91cd\u8981\u3067\u3059\u3002ChatGPT\u306e\u306a\u3044\u6642\u4ee3\u306b\u306f\u623b\u308c\u307e\u305b\u3093\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n
\n\u4ed5\u8a33\u60c5\u5831\u691c\u7d22\u5c02\u7528\u30d6\u30e9\u30a6\u30b6<\/h2>\n\n\n\u3053\u306e\u5f62\u5f0f\u306e\u6a19\u6e96CSV\u3092\u5e02\u8ca9\u30bd\u30d5\u30c8\u304c\u63d0\u4f9b\u3057\u3066\u3044\u308bCSV\u30a4\u30f3\u30bf\u30d5\u30a7\u30fc\u30b9\u3068\u7d44\u307f\u5408\u308f\u305b\u3066\u5229\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u4ed5\u8a33\u60c5\u5831\u691c\u7d22\u5c02\u7528\u30d6\u30e9\u30a6\u30b6<\/a> \u3092\u4f5c\u6210\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<\/div>\n\n\u3053\u3053\u3067\u306f\u3001
\n\u300c\u65e5\u672c\u7248\u30b3\u30a2\u30a4\u30f3\u30dc\u30a4\u30b9\u5909\u63db\u30b5\u30fc\u30d3\u30b9\u300d<\/a>
\n\u3067\u4f7f\u7528\u3057\u3066\u3044\u308b\u69cb\u6587\u30d0\u30a4\u30f3\u30c7\u30a3\u30f3\u30b0\u306e\u5b9a\u7fa9\u8868\u306eXPath\u5b9a\u7fa9\u306b\u4ee3\u3048\u3066\u3001\u5e02\u8ca9\u30bd\u30d5\u30c8\u306eCSV\u30a4\u30f3\u30bf\u30d5\u30a7\u30fc\u30b9\u30d5\u30a1\u30a4\u30eb\u306e\u6b04\u540d\u3068\u968e\u5c64\u578bTidy data\u306e\u5909\u6570\u306e\u5bfe\u5fdc\u5b9a\u7fa9\u3092\u6b21\u306e\u8868\u3092\u7528\u3044\u3066\u5b9a\u7fa9\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<\/div>\n\n\u8ad6\u7406\u30e2\u30c7\u30eb\u30d0\u30a4\u30f3\u30c7\u30a3\u30f3\u30b0CSV<\/a><\/p>\n<\/div>\n\n\u3053\u306e\u5b9a\u7fa9\u8868\u3092\u5909\u66f4\u3059\u308b\u3053\u3068\u3067\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\uff08csv2tidy.py\uff09\u3092\u5909\u66f4\u3057\u306a\u304f\u3066\u3082\u3001\u5225\u306e\u5e02\u8ca9\u30bd\u30d5\u30c8\u306eCSV\u30a4\u30f3\u30bf\u30d5\u30a7\u30fc\u30b9\u30d5\u30a1\u30a4\u30eb\u306b\u5bfe\u5fdc\u53ef\u80fd\u3067\u3059\u3002<\/p>\n<\/div>\n
\n\n![\"csv2tidy.py](\"https:\/\/kroki.io\/mermaid\/svg\/eNpLzkksLnbJTEwvSszlUgCCZJCAgmtAsL9ffFJmXkpmXrpC9YvV055PaHvcvOhxc_vj5tWPmyc8blryuHkziNu0GMRo2uAcHFbLhWREcnGZUUlmSqVCdUBlSUZ-3uPm6Y-b1wIVPm5e-bh5AYpad594l9SSxMycYoXql7P6nm5c8nRedwhQs0tiSSLYYITapz3Tn23d_rJx8vMpi58tXatQDXbr8-41L9pXPd276OmefnSXZOQXZVbl55Uk5sTnpKakpxbhdBJCT3pqXmoRYQ34bAE6Q6EazfEhRZmJOU6JOYl5yakYku4QO32gViK8ge5lXd0aO3j4glWgxhemPDwywFKI4IaYjxT8YHkMr4BVYQYjdsVAd3Nh1wAKEbAe1NAFK0YLcLAy5NDCqQgl1ABDChzb\")
\n<\/div>\nFigure 1. csv2tidy.py & horizontal_ledger.py & general_ledger.py<\/div>\n<\/div>\n\n\u305d\u308c\u305e\u308c\u306b\u5bfe\u5fdc\u3057\u305f\u753b\u9762\u306f\u3001\u4e0b\u8a18\u30ea\u30f3\u30af\u304b\u3089\u3054\u78ba\u8a8d\u3044\u305f\u3060\u3051\u307e\u3059\u3002<\/p>\n<\/div>\n
\n\u5317\u6d77\u9053\u7523\u696d EPSON\u8ca1\u52d9\u4f1a\u8a08R4\u306eCSV<\/a>
\nGL_Details(\u968e\u5c64\u578bTidy data)<\/a>
\nhorizontal_ledger \u4ed5\u8a33\u65e5\u8a18\u5e33<\/a>
\nGeneralLedger \u7dcf\u52d8\u5b9a\u5143\u5e33<\/a>
\nTrialBalance \u6b8b\u9ad8\u8a66\u7b97\u8868<\/a><\/p>\n<\/div>\n\n\u30d7\u30ed\u30b0\u30e9\u30e0\u306b\u8208\u5473\u304c\u3042\u308b\u65b9\u306f\u3001\u4e0a\u8a18\u306e\u30da\u30fc\u30b8\u3092\u958b\u3044\u305f\u3068\u304d\u306b\u8868\u793a\u3055\u308c\u308b\u753b\u9762\u4e0b\u90e8\u306eGitHub\u30a2\u30a4\u30b3\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3059\u308b\u3068\u3001\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3084\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\u3092\u78ba\u8a8d\u3044\u305f\u3060\u3051\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n
\n\u6307\u5c0e1<\/h2>\n\n\nUser<\/div>\n\u968e\u5c64\u578bTidy data\u306f\u3001\u5404\u884c\u304c\u4ed5\u8a33\u660e\u7d30\u3092\u8868\u3057\u3001\u305d\u306e\u30a8\u30f3\u30c8\u30ea\u306b\u5c5e\u3059\u308b\u884c\u3054\u3068\u306b\u30a8\u30f3\u30c8\u30ea \u30ec\u30d9\u30eb\u306e\u30c7\u30fc\u30bf\u304c\u7e70\u308a\u8fd4\u3055\u308c\u307e\u3059\u3002 \u3053\u306e\u5f62\u5f0f\u306f\u30011 \u3064\u306e\u884c\u5185\u306b\u30c7\u30fc\u30bf\u306e\u91cd\u8907\u304c\u306a\u304f\u3001\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u30c7\u30fc\u30bf\u3092\u7c21\u5358\u306b\u96c6\u8a08\u307e\u305f\u306f\u30d5\u30a3\u30eb\u30bf\u30fc\u51e6\u7406\u3067\u304d\u308b\u305f\u3081\u3001\u6574\u7406\u3055\u308c\u3066\u3044\u308b\u3068\u898b\u306a\u3055\u308c\u307e\u3059\u3002
\n\u89b3\u6e2c\u306f\u3001\u5fc5\u305a\u3057\u3082\u540c\u3058\u6027\u8cea\u3067\u3042\u308b\u5fc5\u8981\u306f\u306a\u304f\u3001\u4ed5\u8a33\u5165\u529b\u5358\u4f4d\u306e\u89b3\u6e2c\u3068\u4ed5\u8a33\u660e\u7d30\u306e\u89b3\u6e2c\u3092\u5408\u308f\u305b\u3066\u542b\u3080\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/div>\n
\nChatGPT<\/div>\n\u3054\u6307\u6458\u306e\u901a\u308a\u3001\u968e\u5c64\u578b\u306eTidy data\u3067\u306f\u3001\u5404\u884c\u304c\u4ed5\u8a33\u660e\u7d30\u3092\u8868\u3057\u3001\u305d\u306e\u30a8\u30f3\u30c8\u30ea\u306b\u5c5e\u3059\u308b\u884c\u3054\u3068\u306b\u30a8\u30f3\u30c8\u30ea\u30ec\u30d9\u30eb\u306e\u30c7\u30fc\u30bf\u304c\u7e70\u308a\u8fd4\u3055\u308c\u307e\u3059\u3002\u3053\u306e\u5f62\u5f0f\u3067\u306f\u3001\u30c7\u30fc\u30bf\u306e\u91cd\u8907\u304c\u306a\u304f\u3001\u30c7\u30fc\u30bf\u306e\u96c6\u8a08\u3084\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u304c\u5bb9\u6613\u306b\u884c\u3048\u308b\u305f\u3081\u3001\u6574\u7406\u3055\u308c\u305f\u5f62\u5f0f\u3068\u3057\u3066\u6271\u308f\u308c\u307e\u3059\u3002\u89b3\u6e2c\u306f\u3001\u5fc5\u305a\u3057\u3082\u540c\u3058\u6027\u8cea\u3092\u6301\u3064\u5fc5\u8981\u306f\u306a\u304f\u3001\u4ed5\u8a33\u5165\u529b\u306e\u89b3\u6e2c\u3068\u4ed5\u8a33\u660e\u7d30\u306e\u89b3\u6e2c\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u542b\u3080\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/div>\n
\nTidy data\u306e\u539f\u5247\u306b\u5f93\u3044\u3001\u5404\u5909\u6570\u304c\u5217\u3092\u5f62\u6210\u3057\u3001\u5404\u89b3\u6e2c\u5024\u304c\u884c\u3092\u5f62\u6210\u3059\u308b\u3053\u3068\u306b\u3088\u3063\u3066\u3001\u30c7\u30fc\u30bf\u3092\u6574\u7406\u3057\u3001\u5206\u6790\u3084\u53ef\u8996\u5316\u306b\u9069\u3057\u305f\u5f62\u5f0f\u306b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u968e\u5c64\u578b\u306eTidy data\u306f\u3001\u3053\u306e\u3088\u3046\u306a\u30c7\u30fc\u30bf\u306e\u5f62\u5f0f\u306e\u4e00\u3064\u3067\u3042\u308a\u3001\u8907\u6570\u306e\u89b3\u6e2c\u306e\u7570\u306a\u308b\u6027\u8cea\u3092\u542b\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/div>\n
\n\u3054\u8aac\u660e\u304c\u660e\u78ba\u3067\u3042\u308b\u304b\u3054\u78ba\u8a8d\u3044\u305f\u3060\u3051\u308c\u3070\u5e78\u3044\u3067\u3059\u3002\u3082\u3057\u4ed6\u306b\u4f55\u304b\u304a\u56f0\u308a\u306e\u70b9\u304c\u3054\u3056\u3044\u307e\u3057\u305f\u3089\u3001\u304a\u77e5\u3089\u305b\u304f\u3060\u3055\u3044\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n
\n\u6307\u5c0e2<\/h2>\n\n\nUser<\/div>\n\u3053\u306e\u968e\u5c64\u578bTidy data\u3092\u7528\u3044\u3066\u4ed5\u8a33\u65e5\u8a18\u5e33\u306e\u8a18\u5165\u4f8b\u3092\u63d0\u793a\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<\/div>\n
\nChatGPT<\/div>\n\u4ee5\u4e0b\u306b\u3001\u968e\u5c64\u578bTidy data\u3092\u7528\u3044\u305f\u4ed5\u8a33\u65e5\u8a18\u5e33\u306e\u8a18\u5165\u4f8b\u3092\u793a\u3057\u307e\u3059\u3002<\/p>\n<\/div>\n
\n\n \n\n\u4ed5\u8a33ID<\/th>\n \u4ed5\u8a33\u30b3\u30e1\u30f3\u30c8<\/th>\n \u5165\u529b\u65e5\u4ed8<\/th>\n \u4ed5\u8a33\u884cID<\/th>\n \u501f\u65b9\u79d1\u76ee<\/th>\n \u501f\u65b9\u91d1\u984d<\/th>\n \u8cb8\u65b9\u79d1\u76ee<\/th>\n \u8cb8\u65b9\u91d1\u984d<\/th>\n \u501f\u65b9\u88dc\u52a9\u79d1\u76ee\u540d<\/th>\n \u501f\u65b9\u88dc\u52a9\u79d1\u76ee\u5024<\/th>\n \u8cb8\u65b9\u88dc\u52a9\u79d1\u76ee\u540d<\/th>\n \u8cb8\u65b9\u88dc\u52a9\u79d1\u76ee\u5024<\/th>\n <\/th>\n<\/tr>\n<\/thead>\n \n\n\n1<\/p>\n<\/td>\n
\n\u6255\u3044\u623b\u3057<\/p>\n<\/td>\n
\n2022-09-02<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n \n\u5317\u4fe1\u7523\u696d \u682a\u5f0f\u4f1a\u793e<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n<\/tr>\n \n\n1<\/p>\n<\/td>\n
<\/td>\n <\/td>\n \n1<\/p>\n<\/td>\n
\n\u73fe\u91d1<\/p>\n<\/td>\n
\n15000<\/p>\n<\/td>\n
\n\u57ce\u5317\u9280\u884c\u666e\u901a\u9810\u91d1<\/p>\n<\/td>\n
\n15000<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n<\/tr>\n \n\n1<\/p>\n<\/td>\n
<\/td>\n <\/td>\n \n2<\/p>\n<\/td>\n
\n\u652f\u6255\u624b\u6570\u6599<\/p>\n<\/td>\n
\n500<\/p>\n<\/td>\n
\n\u57ce\u5317\u9280\u884c\u666e\u901a\u9810\u91d1<\/p>\n<\/td>\n
\n500<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n<\/tr>\n \n\n2<\/p>\n<\/td>\n
\n\u7d66\u6599\u652f\u6255\u3044<\/p>\n<\/td>\n
\n2022-09-03<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n \n\u5317\u4fe1\u7523\u696d \u682a\u5f0f\u4f1a\u793e<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n<\/tr>\n \n\n2<\/p>\n<\/td>\n
<\/td>\n <\/td>\n \n1<\/p>\n<\/td>\n
\n\u5831\u916c\u7d4c\u8cbb<\/p>\n<\/td>\n
\n30000<\/p>\n<\/td>\n
\n\u73fe\u91d1<\/p>\n<\/td>\n
\n30000<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n<\/tr>\n \n\n2<\/p>\n<\/td>\n
<\/td>\n <\/td>\n \n2<\/p>\n<\/td>\n
\n\u7d66\u4e0e\u624b\u5f53<\/p>\n<\/td>\n
\n5000<\/p>\n<\/td>\n
\n\u73fe\u91d1<\/p>\n<\/td>\n
\n5000<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n\n\u4e0a\u8a18\u306e\u4f8b\u3067\u306f\u3001\u4ed5\u8a33ID\u3001\u4ed5\u8a33\u30b3\u30e1\u30f3\u30c8\u3001\u5165\u529b\u65e5\u4ed8\u3001\u4ed5\u8a33\u884cID\u3001\u501f\u65b9\u79d1\u76ee\u3001\u501f\u65b9\u91d1\u984d\u3001\u8cb8\u65b9\u79d1\u76ee\u3001\u8cb8\u65b9\u91d1\u984d\u3001\u501f\u65b9\u88dc\u52a9\u79d1\u76ee\u540d\u3001\u501f\u65b9\u88dc\u52a9\u79d1\u76ee\u5024\u3001\u8cb8\u65b9\u88dc\u52a9\u79d1\u76ee\u540d\u3001\u8cb8\u65b9\u88dc\u52a9\u79d1\u76ee\u5024\u306e\u9805\u76ee\u304c\u542b\u307e\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<\/div>\n
\n1\u3064\u306e\u4ed5\u8a33\u306b\u8907\u6570\u306e\u660e\u7d30\u884c\u304c\u5b58\u5728\u3059\u308b\u5834\u5408\u3001\u540c\u3058\u4ed5\u8a33ID\u3068\u4ed5\u8a33\u30b3\u30e1\u30f3\u30c8\u304c\u7e70\u308a\u8fd4\u3055\u308c\u3001\u501f\u65b9\u79d1\u76ee\u30fb\u501f\u65b9\u91d1\u984d\u30fb\u8cb8\u65b9\u79d1\u76ee\u30fb\u8cb8\u65b9\u91d1\u984d\u306e\u60c5\u5831\u304c\u660e\u7d30\u884c\u3054\u3068\u306b\u8a18\u8f09\u3055\u308c\u307e\u3059\u3002\u307e\u305f\u3001\u501f\u65b9\u88dc\u52a9\u79d1\u76ee\u540d\u3001\u501f\u65b9\u88dc\u52a9\u79d1\u76ee\u5024\u3001\u8cb8\u65b9\u88dc\u52a9\u79d1\u76ee\u540d\u3001\u8cb8\u65b9\u88dc\u52a9\u79d1\u76ee\u5024\u306e\u9805\u76ee\u304c\u8ffd\u52a0\u3055\u308c\u3001\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u88dc\u52a9\u79d1\u76ee\u60c5\u5831\u3092\u8a18\u9332\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/div>\n
\n\u968e\u5c64\u578bTidy data\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u4ed5\u8a33\u65e5\u8a18\u5e33\u306e\u30c7\u30fc\u30bf\u3092\u6574\u7406\u3057\u3001\u500b\u3005\u306e\u4ed5\u8a33\u3068\u660e\u7d30\u884c\u306e\u60c5\u5831\u3092\u52b9\u679c\u7684\u306b\u7ba1\u7406\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/div>\n
\n\u3054\u53c2\u8003\u307e\u3067\u306b\u3001\u4ed5\u8a33\u65e5\u8a18\u5e33\u306e\u8a18\u5165\u4f8b\u3092\u63d0\u4f9b\u3044\u305f\u3057\u307e\u3057\u305f\u304c\u3001\u5b9f\u969b\u306e\u696d\u52d9\u3084\u8981\u4ef6\u306b\u5fdc\u3058\u3066\u3001\u3055\u3089\u306a\u308b\u9805\u76ee\u306e\u8ffd\u52a0\u3084\u5909\u66f4\u304c\u5fc5\u8981\u306b\u306a\u308b\u5834\u5408\u3082\u3042\u308b\u304b\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n
\n\u6307\u5c0e3<\/h2>\n\n\nUser<\/div>\n\u4ed5\u8a33\u5165\u529b\u5358\u4f4d\u306e\u89b3\u6e2c\u306e\u884c\u306e\u300c\u5317\u4fe1\u7523\u696d \u682a\u5f0f\u4f1a\u793e\u300d\u306f\u3001\u8cb8\u65b9\u79d1\u76ee\u3067\u306f\u306a\u304f\u4ed5\u8a33\u30b3\u30e1\u30f3\u30c8 \u300c\u5317\u4fe1\u7523\u696d \u682a\u5f0f\u4f1a\u793e\u6255\u3044\u623b\u3057\u300d\u3067\u3059\u3002<\/p>\n<\/div>\n
\nChatGPT<\/div>\n\u304a\u3063\u3057\u3083\u308b\u901a\u308a\u3001\u6307\u6458\u3044\u305f\u3060\u3044\u305f\u90e8\u5206\u306b\u8aa4\u308a\u304c\u3042\u308a\u307e\u3057\u305f\u3002\u8a02\u6b63\u3092\u52a0\u3048\u305f\u4f8b\u3092\u4ee5\u4e0b\u306b\u793a\u3057\u307e\u3059\u3002<\/p>\n<\/div>\n
\n\n \n\n\u4ed5\u8a33ID<\/th>\n \u4ed5\u8a33\u30b3\u30e1\u30f3\u30c8<\/th>\n \u5165\u529b\u65e5\u4ed8<\/th>\n \u4ed5\u8a33\u884cID<\/th>\n \u501f\u65b9\u79d1\u76ee<\/th>\n \u501f\u65b9\u91d1\u984d<\/th>\n \u8cb8\u65b9\u79d1\u76ee<\/th>\n \u8cb8\u65b9\u91d1\u984d<\/th>\n \u501f\u65b9\u88dc\u52a9\u79d1\u76ee\u540d<\/th>\n \u501f\u65b9\u88dc\u52a9\u79d1\u76ee\u5024<\/th>\n \u8cb8\u65b9\u88dc\u52a9\u79d1\u76ee\u540d<\/th>\n \u8cb8\u65b9\u88dc\u52a9\u79d1\u76ee\u5024<\/th>\n <\/th>\n<\/tr>\n<\/thead>\n \n\n\n1<\/p>\n<\/td>\n
\n\u5317\u4fe1\u7523\u696d \u682a\u5f0f\u4f1a\u793e\u6255\u3044\u623b\u3057<\/p>\n<\/td>\n
\n2022-09-02<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n<\/tr>\n \n\n1<\/p>\n<\/td>\n
<\/td>\n <\/td>\n \n1<\/p>\n<\/td>\n
\n\u73fe\u91d1<\/p>\n<\/td>\n
\n15000<\/p>\n<\/td>\n
\n\u5317\u4fe1\u7523\u696d \u682a\u5f0f\u4f1a\u793e<\/p>\n<\/td>\n
\n15000<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n<\/tr>\n \n\n1<\/p>\n<\/td>\n
<\/td>\n <\/td>\n \n2<\/p>\n<\/td>\n
\n\u652f\u6255\u624b\u6570\u6599<\/p>\n<\/td>\n
\n500<\/p>\n<\/td>\n
\n\u5317\u4fe1\u7523\u696d \u682a\u5f0f\u4f1a\u793e<\/p>\n<\/td>\n
\n500<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n<\/tr>\n \n\n2<\/p>\n<\/td>\n
\n\u7d66\u6599\u652f\u6255\u3044<\/p>\n<\/td>\n
\n2022-09-03<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n \n\u5317\u4fe1\u7523\u696d \u682a\u5f0f\u4f1a\u793e<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n<\/tr>\n \n\n2<\/p>\n<\/td>\n
<\/td>\n <\/td>\n \n1<\/p>\n<\/td>\n
\n\u5831\u916c\u7d4c\u8cbb<\/p>\n<\/td>\n
\n30000<\/p>\n<\/td>\n
\n\u73fe\u91d1<\/p>\n<\/td>\n
\n30000<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n<\/tr>\n \n\n2<\/p>\n<\/td>\n
<\/td>\n <\/td>\n \n2<\/p>\n<\/td>\n
\n\u7d66\u4e0e\u624b\u5f53<\/p>\n<\/td>\n
\n5000<\/p>\n<\/td>\n
\n\u73fe\u91d1<\/p>\n<\/td>\n
\n5000<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n\n\u4fee\u6b63\u4f8b\u3067\u306f\u3001\u4ed5\u8a33\u30b3\u30e1\u30f3\u30c8\u306b\u300c\u5317\u4fe1\u7523\u696d \u682a\u5f0f\u4f1a\u793e\u6255\u3044\u623b\u3057\u300d\u3068\u8a18\u8f09\u3057\u3001\u8cb8\u65b9\u79d1\u76ee\u306e\u6b04\u3092\u7a7a\u6b04\u306b\u3057\u307e\u3057\u305f\u3002\u307e\u305f\u30012\u884c\u76ee\u30683\u884c\u76ee\u306e\u8cb8\u65b9\u79d1\u76ee\u306f\u300c\u5317\u4fe1\u7523\u696d \u682a\u5f0f\u4f1a\u793e\u300d\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<\/div>\n
\n\u518d\u5ea6\u3001\u4fee\u6b63\u4f8b\u3092\u3054\u78ba\u8a8d\u3044\u305f\u3060\u3051\u308c\u3070\u5e78\u3044\u3067\u3059\u3002\u304a\u624b\u6570\u3092\u304a\u304b\u3051\u3057\u307e\u3057\u305f\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n
\n\u6307\u5c0e4<\/h2>\n\n\n\u554f\u984c\u500b\u6240<\/div>\n\u4ed5\u8a33ID 1 \u306e\u3000\u4ed5\u8a33\u884cID 1,2\u306e\u8cb8\u65b9\u79d1\u76ee\u304c\u3001\u300c\u57ce\u5317\u9280\u884c\u666e\u901a\u9810\u91d1\u300d\u304b\u3089\u300c\u5317\u4fe1\u7523\u696d \u682a\u5f0f\u4f1a\u793e\u300d\u306b\u8aa4\u3063\u3066\u5909\u66f4\u3055\u308c\u3066\u3044\u308b\u304c\u3001\u69cb\u9020\u306e\u4fee\u6b63\u3092\u307e\u305a\u6307\u6458\u3059\u308b\u3002<\/p>\n<\/div>\n
\nUser<\/div>\n\u4ed5\u8a33ID 2\u3082\u540c\u69d8<\/p>\n<\/div>\n
\nChatGPT<\/div>\n\u304a\u3063\u3057\u3083\u308b\u901a\u308a\u3001\u4ed5\u8a33ID 2\u306e\u90e8\u5206\u3082\u4fee\u6b63\u304c\u5fc5\u8981\u3067\u3059\u3002\u8a02\u6b63\u3092\u52a0\u3048\u305f\u4f8b\u3092\u4ee5\u4e0b\u306b\u793a\u3057\u307e\u3059\u3002<\/p>\n<\/div>\n
\n\n \n\n\u4ed5\u8a33ID<\/th>\n \u4ed5\u8a33\u30b3\u30e1\u30f3\u30c8<\/th>\n \u5165\u529b\u65e5\u4ed8<\/th>\n \u4ed5\u8a33\u884cID<\/th>\n \u501f\u65b9\u79d1\u76ee<\/th>\n \u501f\u65b9\u91d1\u984d<\/th>\n \u8cb8\u65b9\u79d1\u76ee<\/th>\n \u8cb8\u65b9\u91d1\u984d<\/th>\n \u501f\u65b9\u88dc\u52a9\u79d1\u76ee\u540d<\/th>\n \u501f\u65b9\u88dc\u52a9\u79d1\u76ee\u5024<\/th>\n \u8cb8\u65b9\u88dc\u52a9\u79d1\u76ee\u540d<\/th>\n \u8cb8\u65b9\u88dc\u52a9\u79d1\u76ee\u5024<\/th>\n <\/th>\n<\/tr>\n<\/thead>\n \n\n\n1<\/p>\n<\/td>\n
\n\u5317\u4fe1\u7523\u696d \u682a\u5f0f\u4f1a\u793e\u6255\u3044\u623b\u3057<\/p>\n<\/td>\n
\n2022-09-02<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n<\/tr>\n \n\n1<\/p>\n<\/td>\n
<\/td>\n <\/td>\n \n1<\/p>\n<\/td>\n
\n\u73fe\u91d1<\/p>\n<\/td>\n
\n15000<\/p>\n<\/td>\n
\n\u5317\u4fe1\u7523\u696d \u682a\u5f0f\u4f1a\u793e<\/p>\n<\/td>\n
\n15000<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n<\/tr>\n \n\n1<\/p>\n<\/td>\n
<\/td>\n <\/td>\n \n2<\/p>\n<\/td>\n
\n\u652f\u6255\u624b\u6570\u6599<\/p>\n<\/td>\n
\n500<\/p>\n<\/td>\n
\n\u5317\u4fe1\u7523\u696d \u682a\u5f0f\u4f1a\u793e<\/p>\n<\/td>\n
\n500<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n<\/tr>\n \n\n2<\/p>\n<\/td>\n
\n\u5317\u4fe1\u7523\u696d \u682a\u5f0f\u4f1a\u793e\u7d66\u6599\u652f\u6255\u3044<\/p>\n<\/td>\n
\n2022-09-03<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n<\/tr>\n \n\n2<\/p>\n<\/td>\n
<\/td>\n <\/td>\n \n1<\/p>\n<\/td>\n
\n\u5831\u916c\u7d4c\u8cbb<\/p>\n<\/td>\n
\n30000<\/p>\n<\/td>\n
\n\u5317\u4fe1\u7523\u696d \u682a\u5f0f\u4f1a\u793e<\/p>\n<\/td>\n
\n30000<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n<\/tr>\n \n\n2<\/p>\n<\/td>\n
<\/td>\n <\/td>\n \n2<\/p>\n<\/td>\n
\n\u7d66\u4e0e\u624b\u5f53<\/p>\n<\/td>\n
\n5000<\/p>\n<\/td>\n
\n\u5317\u4fe1\u7523\u696d \u682a\u5f0f\u4f1a\u793e<\/p>\n<\/td>\n
\n5000<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n\n\u4fee\u6b63\u4f8b\u3067\u306f\u3001\u4ed5\u8a33ID 2\u306e\u4ed5\u8a33\u30b3\u30e1\u30f3\u30c8\u306b\u300c\u5317\u4fe1\u7523\u696d \u682a\u5f0f\u4f1a\u793e\u7d66\u6599\u652f\u6255\u3044\u300d\u3068\u8a18\u8f09\u3057\u3001\u8cb8\u65b9\u79d1\u76ee\u306e\u6b04\u3092\u7a7a\u6b04\u306b\u3057\u307e\u3057\u305f\u3002\u307e\u305f\u30012\u884c\u76ee\u30683\u884c\u76ee\u306e\u8cb8\u65b9\u79d1\u76ee\u3082\u300c\u5317\u4fe1\u7523\u696d \u682a\u5f0f\u4f1a\u793e\u300d\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<\/div>\n
\n\u518d\u5ea6\u3001\u4fee\u6b63\u4f8b\u3092\u3054\u78ba\u8a8d\u3044\u305f\u3060\u3051\u308c\u3070\u5e78\u3044\u3067\u3059\u3002\u304a\u624b\u6570\u3092\u304a\u304b\u3051\u3057\u307e\u3057\u305f\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n
\n\u78ba\u8a8d<\/h2>\n\n\n\u554f\u984c\u500b\u6240<\/div>\n\u4ed5\u8a33\u30b3\u30e1\u30f3\u30c8\u304c\u3001\u300c\u7d66\u6599\u652f\u6255\u3044\u300d\u304b\u3089\u300c\u5317\u4fe1\u7523\u696d \u682a\u5f0f\u4f1a\u793e\u7d66\u6599\u652f\u6255\u3044\u300d\u306b\u8aa4\u3063\u3066\u5909\u66f4\u3055\u308c\u305f\u3002\u30d7\u30ed\u30b0\u30e9\u30e0\u306a\u306e\u3067\u3001\u6b63\u78ba\u306a\u8a02\u6b63\u65b9\u6cd5\u3092\u6307\u793a\u3057\u306a\u3044\u3068\u6b63\u3057\u304f\u76f4\u3055\u306a\u3044\u3002\u500b\u5225\u9805\u76ee\u306e\u8a02\u6b63\u6307\u793a\u306f\u3053\u3053\u3067\u65ad\u5ff5\u3057\u3066\u3001\u968e\u5c64\u578b Tidy data\u3092\u3069\u3053\u307e\u3067\u7406\u89e3\u3057\u3066\u3044\u308b\u304b\u78ba\u8a8d\u3059\u308b\u3053\u3068\u306b\u3059\u308b\u3002<\/p>\n<\/div>\n
\nUser<\/div>\n\u6b21\u306e\u3088\u3046\u306a\u4ed5\u8a33\u65e5\u8a18\u5e33\u306e\u4f8b\u3092\u7528\u3044\u3066\u300c\u968e\u5c64\u578b Tidy data\u300d\u306e\u7279\u9577\u3068\u5f93\u6765\u306e\u6b63\u898f\u5316\u3055\u308c\u305f\u8907\u6570\u306e\u8868\u3092\u7528\u3044\u3066\u8a18\u9332\u3059\u308b\u5834\u5408\u3068\u306e\u9055\u3044\u3092\u7c21\u5358\u306b\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<\/div>\n
\n\u3053\u306e\u3088\u3046\u306a\u5f62\u3067\u3059<\/p>\n<\/div>\n
\n\n \n\nGL02<\/th>\n GL02-GL55<\/th>\n GL55-GL60<\/th>\n GL55-GL68<\/th>\n GL02-01<\/th>\n GL02-02<\/th>\n GL02-03<\/th>\n GL64-02<\/th>\n GL64-03<\/th>\n GL64-04<\/th>\n GL57-01<\/th>\n GL57-02<\/th>\n GL55-01<\/th>\n GL55-02<\/th>\n GL55-03<\/th>\n GL55-04<\/th>\n GL55-05<\/th>\n GL55-06<\/th>\n GL55-08<\/th>\n GL63-01<\/th>\n GL63-02<\/th>\n GL56-01<\/th>\n GL60-01<\/th>\n GL60-02<\/th>\n GL60-03<\/th>\n GL68-01<\/th>\n GL68-02<\/th>\n GL68-04<\/th>\n<\/tr>\n<\/thead>\n \n\n\n1<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n \n1<\/p>\n<\/td>\n
\n1<\/p>\n<\/td>\n
<\/td>\n \n\u5317\u4fe1\u7523\u696d \u682a\u5f0f\u4f1a\u793e<\/p>\n<\/td>\n
\n\u8ca1\u52d9\u4f1a\u8a08R4<\/p>\n<\/td>\n
\nPC01<\/p>\n<\/td>\n
\nISOBE-PC01<\/p>\n<\/td>\n
\n2022-09-02<\/p>\n<\/td>\n
\n1<\/p>\n<\/td>\n
\n2022-07-04<\/p>\n<\/td>\n
\n4<\/p>\n<\/td>\n
\n\u9810\u91d1\u5f15\u51fa<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n<\/tr>\n \n\n1<\/p>\n<\/td>\n
\n1<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n \n\u501f\u65b9<\/p>\n<\/td>\n
<\/td>\n <\/td>\n \n100<\/p>\n<\/td>\n
\n\u73fe\u91d1<\/p>\n<\/td>\n
\n150000<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n<\/tr>\n \n\n1<\/p>\n<\/td>\n
\n2<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n \n\u8cb8\u65b9<\/p>\n<\/td>\n
<\/td>\n <\/td>\n \n110<\/p>\n<\/td>\n
\n\u57ce\u5317\u9280\u884c\u666e\u901a\u9810\u91d1<\/p>\n<\/td>\n
\n150000<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n<\/tr>\n \n\n2<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n \n2<\/p>\n<\/td>\n
\n2<\/p>\n<\/td>\n
<\/td>\n \n\u5317\u4fe1\u7523\u696d \u682a\u5f0f\u4f1a\u793e<\/p>\n<\/td>\n
\n\u8ca1\u52d9\u4f1a\u8a08R4<\/p>\n<\/td>\n
\nPC02<\/p>\n<\/td>\n
\nISOBE-PC01<\/p>\n<\/td>\n
\n2023-04-15<\/p>\n<\/td>\n
\n1<\/p>\n<\/td>\n
\n2022-07-04<\/p>\n<\/td>\n
\n4<\/p>\n<\/td>\n
\n\uff21\uff22\uff23\u5de5\u52d9\u5e97\uff64\u770b\u677f\u53d6\u308a\u5916\u3057\u51e6\u5206<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n<\/tr>\n \n\n2<\/p>\n<\/td>\n
\n1<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n \n\u501f\u65b9<\/p>\n<\/td>\n
<\/td>\n <\/td>\n \n529<\/p>\n<\/td>\n
\n\u4fee\u7e55\u8cbb<\/p>\n<\/td>\n
\n50000<\/p>\n<\/td>\n
\n\u8cc7\u91d1\u533a\u5206<\/p>\n<\/td>\n
\n56<\/p>\n<\/td>\n
<\/td>\n \n32<\/p>\n<\/td>\n
\n10<\/p>\n<\/td>\n
\n\u6d88\u8cbb\u7a0e<\/p>\n<\/td>\n<\/tr>\n
\n\n2<\/p>\n<\/td>\n
\n2<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n \n\u8cb8\u65b9<\/p>\n<\/td>\n
<\/td>\n <\/td>\n \n100<\/p>\n<\/td>\n
\n\u73fe\u91d1<\/p>\n<\/td>\n
\n50000<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n<\/tr>\n \n\n3<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n \n3<\/p>\n<\/td>\n
\n3<\/p>\n<\/td>\n
<\/td>\n \n\u5317\u4fe1\u7523\u696d \u682a\u5f0f\u4f1a\u793e<\/p>\n<\/td>\n
\n\u8ca1\u52d9\u4f1a\u8a08R4<\/p>\n<\/td>\n
\nPC01<\/p>\n<\/td>\n
\nISOBE-PC01<\/p>\n<\/td>\n
\n2022-09-02<\/p>\n<\/td>\n
\n1<\/p>\n<\/td>\n
\n2022-07-11<\/p>\n<\/td>\n
\n4<\/p>\n<\/td>\n
\n\u4fe1\u91d1\uff78\uff9a\uff7c\uff9e\uff6f\uff84\u6271ETC\uff64\u6709\u6599\u9053\u8def\u4ee3<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n<\/tr>\n \n\n3<\/p>\n<\/td>\n
\n1<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n \n\u501f\u65b9<\/p>\n<\/td>\n
<\/td>\n <\/td>\n \n204<\/p>\n<\/td>\n
\n\u672a\u6255\u91d1<\/p>\n<\/td>\n
\n7860<\/p>\n<\/td>\n
\n\u8cc7\u91d1\u533a\u5206<\/p>\n<\/td>\n
\n67<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n <\/td>\n<\/tr>\n \n\n3<\/p>\n<\/td>\n
\n2<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n \n\u8cb8\u65b9<\/p>\n<\/td>\n
<\/td>\n <\/td>\n \n110<\/p>\n<\/td>\n
\n\u57ce\u5317\u9280\u884c\u666e\u901a\u9810\u91d1<\/p>\n<\/td>\n
\n7860<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n<\/tr>\n \n\n4<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n \n4<\/p>\n<\/td>\n
\n4<\/p>\n<\/td>\n
<\/td>\n \n\u5317\u4fe1\u7523\u696d \u682a\u5f0f\u4f1a\u793e<\/p>\n<\/td>\n
\n\u8ca1\u52d9\u4f1a\u8a08R4<\/p>\n<\/td>\n
\nPC01<\/p>\n<\/td>\n
\nISOBE-PC01<\/p>\n<\/td>\n
\n2022-09-02<\/p>\n<\/td>\n
\n1<\/p>\n<\/td>\n
\n2022-07-11<\/p>\n<\/td>\n
\n4<\/p>\n<\/td>\n
\n\u57ce\u5317\u4fe1\u91d1\uff64\uff71\uff9d\uff7b\uff70\uff8e\uff9d\u624b\u6570\u6599<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n<\/tr>\n \n\n4<\/p>\n<\/td>\n
\n1<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n \n\u501f\u65b9<\/p>\n<\/td>\n
<\/td>\n <\/td>\n \n512<\/p>\n<\/td>\n
\n\u652f\u6255\u624b\u6570\u6599<\/p>\n<\/td>\n
\n1100<\/p>\n<\/td>\n
\n\u8cc7\u91d1\u533a\u5206<\/p>\n<\/td>\n
\n56<\/p>\n<\/td>\n
<\/td>\n \n32<\/p>\n<\/td>\n
\n10<\/p>\n<\/td>\n
\n\u6d88\u8cbb\u7a0e<\/p>\n<\/td>\n<\/tr>\n
\n\n4<\/p>\n<\/td>\n
\n2<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n \n\u8cb8\u65b9<\/p>\n<\/td>\n
<\/td>\n <\/td>\n \n110<\/p>\n<\/td>\n
\n\u57ce\u5317\u9280\u884c\u666e\u901a\u9810\u91d1<\/p>\n<\/td>\n
\n1100<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n\nChatGPT<\/div>\n\u968e\u5c64\u578b Tidy data\u306e\u7279\u9577\u3068\u5f93\u6765\u306e\u6b63\u898f\u5316\u3055\u308c\u305f\u8907\u6570\u306e\u8868\u3092\u7528\u3044\u3066\u8a18\u9332\u3059\u308b\u5834\u5408\u3068\u306e\u9055\u3044\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n<\/div>\n
\n\u968e\u5c64\u578b Tidy data\u306e\u7279\u9577:<\/strong><\/p>\n<\/div>\n\n\u5358\u4e00\u306e\u8868\u3067\u60c5\u5831\u3092\u8a18\u9332: \u968e\u5c64\u578b Tidy data\u3067\u306f\u3001\u4ed5\u8a33\u306e\u60c5\u5831\u3084\u660e\u7d30\u884c\u306e\u60c5\u5831\u3092\u5358\u4e00\u306e\u8868\u3067\u7ba1\u7406\u3057\u307e\u3059\u3002\u5404\u884c\u304c\u89b3\u6e2c\u5024\u3092\u8868\u3057\u3001\u89b3\u6e2c\u5358\u4f4d\u3054\u3068\u306b\u30c6\u30fc\u30d6\u30eb\u3092\u5f62\u6210\u3057\u307e\u3059\u3002
\n\u91cd\u8907\u306e\u524a\u6e1b: \u968e\u5c64\u578b Tidy data\u3067\u306f\u3001\u60c5\u5831\u306e\u91cd\u8907\u3092\u6700\u5c0f\u9650\u306b\u6291\u3048\u307e\u3059\u3002\u5fc5\u8981\u306a\u60c5\u5831\u306e\u307f\u3092\u9069\u5207\u306a\u884c\u306b\u8a18\u8f09\u3059\u308b\u3053\u3068\u3067\u3001\u30c7\u30fc\u30bf\u306e\u5197\u9577\u6027\u3092\u6e1b\u3089\u3057\u307e\u3059\u3002
\n\u968e\u5c64\u69cb\u9020\u306e\u8868\u73fe: \u968e\u5c64\u578b Tidy data\u3067\u306f\u3001\u968e\u5c64\u7684\u306a\u95a2\u4fc2\u3092\u8868\u73fe\u3067\u304d\u307e\u3059\u3002\u5217\u540d\u3084\u884c\u306e\u914d\u7f6e\u306b\u3088\u3063\u3066\u3001\u89aa\u5b50\u95a2\u4fc2\u3084\u968e\u5c64\u95a2\u4fc2\u3092\u660e\u793a\u7684\u306b\u793a\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/div>\n
\n\u5f93\u6765\u306e\u6b63\u898f\u5316\u3055\u308c\u305f\u8907\u6570\u306e\u8868\u3092\u7528\u3044\u305f\u5834\u5408:<\/strong><\/p>\n<\/div>\n\n\u30c6\u30fc\u30d6\u30eb\u306e\u5206\u5272: \u5f93\u6765\u306e\u65b9\u6cd5\u3067\u306f\u3001\u4ed5\u8a33\u60c5\u5831\u3068\u660e\u7d30\u884c\u60c5\u5831\u3092\u5225\u3005\u306e\u30c6\u30fc\u30d6\u30eb\u306b\u5206\u5272\u3057\u3066\u7ba1\u7406\u3057\u307e\u3059\u3002\u8907\u6570\u306e\u30c6\u30fc\u30d6\u30eb\u304c\u5fc5\u8981\u306b\u306a\u308a\u307e\u3059\u3002
\n\u7d50\u5408\u64cd\u4f5c\u306e\u5fc5\u8981\u6027: \u60c5\u5831\u3092\u53d6\u5f97\u3059\u308b\u969b\u306b\u306f\u3001\u8907\u6570\u306e\u30c6\u30fc\u30d6\u30eb\u3092\u7d50\u5408\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u64cd\u4f5c\u3084\u30af\u30a8\u30ea\u306e\u8907\u96d1\u3055\u304c\u5897\u3057\u307e\u3059\u3002
\n\u5197\u9577\u6027\u306e\u5897\u52a0: \u5404\u30c6\u30fc\u30d6\u30eb\u306b\u306f\u5fc5\u8981\u306a\u60c5\u5831\u306e\u4e00\u90e8\u304c\u91cd\u8907\u3057\u3066\u5b58\u5728\u3059\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002\u30c7\u30fc\u30bf\u306e\u66f4\u65b0\u3084\u5909\u66f4\u304c\u3042\u3063\u305f\u5834\u5408\u3001\u8907\u6570\u306e\u30c6\u30fc\u30d6\u30eb\u3067\u540c\u3058\u60c5\u5831\u3092\u66f4\u65b0\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002
\n\u968e\u5c64\u578b Tidy data\u306f\u3001\u60c5\u5831\u306e\u4e00\u8cab\u6027\u3068\u96c6\u7d04\u6027\u3092\u4fdd\u3061\u306a\u304c\u3089\u3001\u30c7\u30fc\u30bf\u306e\u5197\u9577\u6027\u3092\u6700\u5c0f\u9650\u306b\u6291\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u307e\u305f\u3001\u968e\u5c64\u95a2\u4fc2\u3092\u660e\u793a\u7684\u306b\u8868\u73fe\u3067\u304d\u308b\u305f\u3081\u3001\u30c7\u30fc\u30bf\u306e\u69cb\u9020\u3084\u95a2\u9023\u6027\u304c\u76f4\u611f\u7684\u306b\u7406\u89e3\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002\u3053\u308c\u306b\u5bfe\u3057\u3066\u3001\u5f93\u6765\u306e\u6b63\u898f\u5316\u3055\u308c\u305f\u8907\u6570\u306e\u8868\u3092\u4f7f\u7528\u3059\u308b\u5834\u5408\u306f\u3001\u30c7\u30fc\u30bf\u306e\u7d50\u5408\u3084\u64cd\u4f5c\u306e\u8907\u96d1\u3055\u304c\u5897\u3057\u3001\u5197\u9577\u6027\u306e\u5897\u52a0\u3082\u8d77\u3053\u308a\u5f97\u307e\u3059\u3002<\/p>\n<\/div>\n
\n\u968e\u5c64\u578b Tidy data\u306f\u3001\u30c7\u30fc\u30bf\u306e\u7ba1\u7406\u3084\u89e3\u6790\u3001\u53ef\u8996\u5316\u306a\u3069\u306e\u3055\u307e\u3056\u307e\u306a\u7528\u9014\u3067\u52b9\u679c\u7684\u306b\u6d3b\u7528\u3067\u304d\u308b\u30c7\u30fc\u30bf\u5f62\u5f0f\u3067\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n
\nChatGPT\u304c\u7406\u89e3\u3067\u304d\u3066\u3044\u308b\u304b\u78ba\u8a8d<\/h2>\n\n\nUser<\/div>\n\u968e\u5c64\u578bTidy data\u306e\u89e3\u8aac\u3092\u3001\u4ed5\u8a33\u65e5\u8a18\u5e33\u4ee5\u5916\u306e\u4f8b\u3092\u4f7f\u3063\u3066\u30012000\u5b57\u7a0b\u5ea6\u3067\u63d0\u793a\u3057\u3066\u304f\u3060\u3055\u3044\u3002
\n\u968e\u5c64\u578bTidy data\u306f\u3001\u5404\u884c\u304c\u7570\u306a\u308b\u89b3\u6e2c\u3092\u8868\u3057\u3001\u305d\u306e\u30a8\u30f3\u30c8\u30ea\u306b\u5c5e\u3059\u308b\u884c\u3054\u3068\u306b\u30a8\u30f3\u30c8\u30ea \u30ec\u30d9\u30eb\u306e\u30c7\u30fc\u30bf\u304c\u7e70\u308a\u8fd4\u3055\u308c\u307e\u3059\u3002 \u3053\u306e\u3068\u304d\u3001\u89b3\u6e2c\u306e\u7a2e\u985e\u304c\u7570\u306a\u308b\u3068\u3001\u7570\u306a\u308b\u7d44\u307f\u5408\u308f\u305b\u306e\u6b04\u304c\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002
\n\u3053\u306e\u5f62\u5f0f\u306f\u30011 \u3064\u306e\u884c\u5185\u306b\u30c7\u30fc\u30bf\u306e\u91cd\u8907\u304c\u306a\u304f\u3001\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u30c7\u30fc\u30bf\u3092\u7c21\u5358\u306b\u96c6\u8a08\u307e\u305f\u306f\u30d5\u30a3\u30eb\u30bf\u30fc\u51e6\u7406\u3067\u304d\u308b\u305f\u3081\u3001\u6574\u7406\u3055\u308c\u3066\u3044\u308b\u3068\u898b\u306a\u3055\u308c\u307e\u3059\u3002
\n\u89b3\u6e2c\u306f\u3001\u5fc5\u305a\u3057\u3082\u540c\u3058\u6027\u8cea\u3067\u3042\u308b\u5fc5\u8981\u306f\u306a\u304f\u3001\u4f8b\u3048\u3070\u3001\u4ed5\u8a33\u5165\u529b\u5358\u4f4d\u306e\u89b3\u6e2c\u3068\u4ed5\u8a33\u660e\u7d30\u306e\u89b3\u6e2c\u3092\u5408\u308f\u305b\u3066\u542b\u3080\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/div>\n
\nChatGPT<\/div>\n\u968e\u5c64\u578b Tidy data\u306f\u3001\u30c7\u30fc\u30bf\u306e\u6574\u7406\u3068\u89e3\u6790\u3092\u5bb9\u6613\u306b\u3059\u308b\u305f\u3081\u306e\u5f62\u5f0f\u3067\u3059\u3002\u3053\u306e\u5f62\u5f0f\u3067\u306f\u3001\u5404\u884c\u304c\u7570\u306a\u308b\u89b3\u6e2c\u3092\u8868\u3057\u3001\u305d\u306e\u30a8\u30f3\u30c8\u30ea\u306b\u5c5e\u3059\u308b\u884c\u3054\u3068\u306b\u30a8\u30f3\u30c8\u30ea\u30ec\u30d9\u30eb\u306e\u30c7\u30fc\u30bf\u304c\u7e70\u308a\u8fd4\u3055\u308c\u307e\u3059\u3002\u5404\u884c\u306f\u89b3\u6e2c\u5358\u4f4d\u3068\u3057\u3066\u306e\u610f\u5473\u3092\u6301\u3061\u3001\u7570\u306a\u308b\u7d44\u307f\u5408\u308f\u305b\u306e\u6b04\u304c\u4f7f\u7528\u3055\u308c\u308b\u3053\u3068\u3067\u7570\u306a\u308b\u7a2e\u985e\u306e\u89b3\u6e2c\u3092\u8868\u73fe\u3057\u307e\u3059\u3002<\/p>\n<\/div>\n
\n\u968e\u5c64\u578b Tidy data\u306e\u7279\u9577\u306f\u3001\u30c7\u30fc\u30bf\u306e\u91cd\u8907\u306e\u524a\u6e1b\u3068\u96c6\u7d04\u6027\u306e\u5411\u4e0a\u3067\u3059\u30021\u3064\u306e\u884c\u5185\u306b\u30c7\u30fc\u30bf\u306e\u91cd\u8907\u304c\u306a\u3044\u305f\u3081\u3001\u5fc5\u8981\u306a\u60c5\u5831\u3060\u3051\u304c\u9069\u5207\u306a\u884c\u306b\u8a18\u8f09\u3055\u308c\u307e\u3059\u3002\u3053\u306e\u305f\u3081\u3001\u30c7\u30fc\u30bf\u306e\u5197\u9577\u6027\u304c\u6e1b\u308a\u307e\u3059\u3002\u307e\u305f\u3001\u30c7\u30fc\u30bf\u306e\u96c6\u8a08\u3084\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3082\u5bb9\u6613\u306b\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u540c\u3058\u30a8\u30f3\u30c8\u30ea\u306b\u95a2\u9023\u3059\u308b\u884c\u304c\u307e\u3068\u307e\u3063\u3066\u304a\u308a\u3001\u5fc5\u8981\u306a\u30c7\u30fc\u30bf\u3092\u7c21\u5358\u306b\u62bd\u51fa\u3057\u305f\u308a\u3001\u96c6\u8a08\u3057\u305f\u308a\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/div>\n
\n\u968e\u5c64\u578b Tidy data\u3067\u306f\u3001\u89b3\u6e2c\u306e\u7a2e\u985e\u304c\u7570\u306a\u308b\u5834\u5408\u3067\u3082\u67d4\u8edf\u306b\u30c7\u30fc\u30bf\u3092\u8868\u73fe\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u4ed5\u8a33\u5165\u529b\u5358\u4f4d\u306e\u89b3\u6e2c\u3068\u4ed5\u8a33\u660e\u7d30\u306e\u89b3\u6e2c\u3092\u540c\u3058\u8868\u306b\u542b\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u95a2\u9023\u3059\u308b\u60c5\u5831\u3092\u4e00\u7dd2\u306b\u7ba1\u7406\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3055\u307e\u3056\u307e\u306a\u7a2e\u985e\u306e\u89b3\u6e2c\u30921\u3064\u306e\u8868\u306b\u307e\u3068\u3081\u308b\u3053\u3068\u3067\u3001\u30c7\u30fc\u30bf\u306e\u4e00\u8cab\u6027\u3068\u95a2\u9023\u6027\u3092\u4fdd\u3061\u306a\u304c\u3089\u3001\u8907\u96d1\u306a\u30c7\u30fc\u30bf\u69cb\u9020\u3092\u7c21\u6f54\u306b\u8868\u73fe\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/div>\n
\n\u5f93\u6765\u306e\u6b63\u898f\u5316\u3055\u308c\u305f\u8907\u6570\u306e\u8868\u3092\u4f7f\u7528\u3059\u308b\u5834\u5408\u3068\u6bd4\u8f03\u3057\u3066\u3001\u968e\u5c64\u578b Tidy data\u306e\u5229\u70b9\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u307e\u3068\u3081\u3089\u308c\u307e\u3059\u3002<\/p>\n<\/div>\n
\n\u30c7\u30fc\u30bf\u306e\u7d71\u5408\u6027: \u968e\u5c64\u578b Tidy data\u3067\u306f\u3001\u95a2\u9023\u3059\u308b\u60c5\u5831\u30921\u3064\u306e\u8868\u306b\u307e\u3068\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u30c7\u30fc\u30bf\u306e\u5206\u6563\u3084\u65ad\u7247\u5316\u3092\u6e1b\u3089\u3057\u3001\u30c7\u30fc\u30bf\u306e\u7d71\u5408\u6027\u3092\u9ad8\u3081\u307e\u3059\u3002<\/p>\n<\/div>\n
\n\u5197\u9577\u6027\u306e\u4f4e\u6e1b: \u540c\u3058\u30c7\u30fc\u30bf\u3092\u8907\u6570\u306e\u30c6\u30fc\u30d6\u30eb\u3067\u91cd\u8907\u3057\u3066\u7ba1\u7406\u3059\u308b\u5fc5\u8981\u304c\u306a\u304f\u306a\u308a\u307e\u3059\u3002\u30c7\u30fc\u30bf\u306e\u5197\u9577\u6027\u3092\u4f4e\u6e1b\u3057\u3001\u30c7\u30fc\u30bf\u306e\u4e00\u8cab\u6027\u3092\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002<\/p>\n<\/div>\n
\n\u67d4\u8edf\u306a\u30c7\u30fc\u30bf\u64cd\u4f5c: \u968e\u5c64\u578b Tidy data\u306f\u3001\u30c7\u30fc\u30bf\u306e\u96c6\u8a08\u3084\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u306a\u3069\u306e\u64cd\u4f5c\u304c\u5bb9\u6613\u3067\u3059\u3002\u5fc5\u8981\u306a\u60c5\u5831\u3092\u7c21\u5358\u306b\u62bd\u51fa\u3057\u305f\u308a\u3001\u7279\u5b9a\u306e\u6761\u4ef6\u306b\u57fa\u3065\u3044\u3066\u30c7\u30fc\u30bf\u3092\u64cd\u4f5c\u3057\u305f\u308a\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/div>\n
\n\u53ef\u8aad\u6027\u3068\u7406\u89e3\u3057\u3084\u3059\u3055: \u968e\u5c64\u578b Tidy data\u306f\u3001\u30c7\u30fc\u30bf\u306e\u69cb\u9020\u3092\u660e\u78ba\u306b\u8868\u73fe\u3059\u308b\u305f\u3081\u3001\u53ef\u8aad\u6027\u304c\u9ad8\u304f\u7406\u89e3\u3057\u3084\u3059\u3044\u5f62\u5f0f\u3067\u3059\u3002\u30c7\u30fc\u30bf\u306e\u95a2\u9023\u6027\u3084\u968e\u5c64\u95a2\u4fc2\u304c\u8996\u899a\u7684\u306b\u628a\u63e1\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n<\/div>\n
\n\u968e\u5c64\u578b Tidy data\u306f\u3001\u30c7\u30fc\u30bf\u306e\u6574\u7406\u3068\u89e3\u6790\u3092\u5bb9\u6613\u306b\u3059\u308b\u305f\u3081\u306e\u5f37\u529b\u306a\u5f62\u5f0f\u3067\u3059\u3002\u30c7\u30fc\u30bf\u306e\u8907\u96d1\u3055\u3092\u6291\u3048\u306a\u304c\u3089\u60c5\u5831\u3092\u52b9\u679c\u7684\u306b\u7ba1\u7406\u3057\u3001\u30c7\u30fc\u30bf\u99c6\u52d5\u578b\u306e\u5206\u6790\u3084\u6d1e\u5bdf\u3092\u8fc5\u901f\u306b\u5b9f\u73fe\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n
\n\u8ffd\u52a0\u8cea\u554f<\/h2>\n\n\nUser<\/div>\n\u4f8b\u3092\u4ea4\u3048\u3066\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n<\/div>\n
\nChatGPT<\/div>\n\u3082\u3061\u308d\u3093\u3067\u3059\u3002\u4ee5\u4e0b\u306b\u5177\u4f53\u7684\u306a\u4f8b\u3092\u4ea4\u3048\u306a\u304c\u3089\u3001\u968e\u5c64\u578b Tidy data\u306e\u7279\u9577\u3068\u5f93\u6765\u306e\u6b63\u898f\u5316\u3055\u308c\u305f\u8907\u6570\u306e\u8868\u3092\u7528\u3044\u308b\u5834\u5408\u3068\u306e\u9055\u3044\u3092\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n<\/div>\n
\n\u4eee\u60f3\u7684\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u4f7f\u7528\u3057\u3066\u3001\u5546\u54c1\u306e\u58f2\u4e0a\u30c7\u30fc\u30bf\u3092\u8003\u3048\u307e\u3057\u3087\u3046\u3002\u5f93\u6765\u306e\u6b63\u898f\u5316\u3055\u308c\u305f\u8868\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u3068\u3001\u968e\u5c64\u578b Tidy data\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306e\u6bd4\u8f03\u3092\u884c\u3044\u307e\u3059\u3002<\/p>\n<\/div>\n
\n\u5f93\u6765\u306e\u6b63\u898f\u5316\u3055\u308c\u305f\u8868\u306e\u30a2\u30d7\u30ed\u30fc\u30c1<\/p>\n<\/div>\n
\n\u4f8b\u3048\u3070\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u8868\u69cb\u9020\u3092\u8003\u3048\u307e\u3059\u3002<\/p>\n<\/div>\n
\n\u30c6\u30fc\u30d6\u30eb: Sales
\n\u30ab\u30e9\u30e0: SaleID, ProductID, Region, Country, Quantity, Amount
\n\u3053\u306e\u5834\u5408\u3001\u5546\u54c1\u3054\u3068\u306b\u8907\u6570\u306e\u884c\u304c\u3042\u308a\u3001\u5730\u57df\u3084\u56fd\u306b\u95a2\u3059\u308b\u60c5\u5831\u304c\u91cd\u8907\u3057\u3066\u8a18\u9332\u3055\u308c\u307e\u3059\u3002<\/p>\n<\/div>\n
\n\n \n\nSaleID<\/th>\n ProductID<\/th>\n Region<\/th>\n Country<\/th>\n Quantity<\/th>\n Amount<\/th>\n<\/tr>\n<\/thead>\n \n\n\n1<\/p>\n<\/td>\n
\n1001<\/p>\n<\/td>\n
\nNorth<\/p>\n<\/td>\n
\nUSA<\/p>\n<\/td>\n
\n10<\/p>\n<\/td>\n
\n100<\/p>\n<\/td>\n<\/tr>\n
\n\n2<\/p>\n<\/td>\n
\n1001<\/p>\n<\/td>\n
\nNorth<\/p>\n<\/td>\n
\nCanada<\/p>\n<\/td>\n
\n5<\/p>\n<\/td>\n
\n50<\/p>\n<\/td>\n<\/tr>\n
\n\n3<\/p>\n<\/td>\n
\n1002<\/p>\n<\/td>\n
\nNorth<\/p>\n<\/td>\n
\nUSA<\/p>\n<\/td>\n
\n8<\/p>\n<\/td>\n
\n80<\/p>\n<\/td>\n<\/tr>\n
\n\n4<\/p>\n<\/td>\n
\n1002<\/p>\n<\/td>\n
\nNorth<\/p>\n<\/td>\n
\nCanada<\/p>\n<\/td>\n
\n12<\/p>\n<\/td>\n
\n120<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
\n\u3053\u306e\u3088\u3046\u306a\u8868\u69cb\u9020\u3067\u306f\u3001\u540c\u3058\u5546\u54c1\u306b\u95a2\u3059\u308b\u60c5\u5831\u304c\u8907\u6570\u306e\u884c\u306b\u5206\u6563\u3057\u3066\u8a18\u9332\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u30c7\u30fc\u30bf\u306e\u5197\u9577\u6027\u304c\u9ad8\u304f\u3001\u60c5\u5831\u306e\u91cd\u8907\u3084\u4e0d\u6574\u5408\u304c\u751f\u3058\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<\/div>\n
\n\u968e\u5c64\u578b Tidy data\u306e\u30a2\u30d7\u30ed\u30fc\u30c1<\/p>\n<\/div>\n
\n\u968e\u5c64\u578b Tidy data\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u4e0a\u8a18\u306e\u30c7\u30fc\u30bf\u3092\u6b21\u306e\u3088\u3046\u306b\u8868\u73fe\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/div>\n
\n\u30c6\u30fc\u30d6\u30eb: Sales
\n\u30ab\u30e9\u30e0: SaleID, ProductID, EntryID, Region, Country, Quantity, Amount
\nSales\u30c6\u30fc\u30d6\u30eb\u306b\u306f\u3001\u4ed5\u8a33\u5165\u529b\u5358\u4f4d\u3054\u3068\u306e\u60c5\u5831\u3082\u542b\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/div>\n
\n\n \n\nSaleID<\/th>\n ProductID<\/th>\n EntryID<\/th>\n Region<\/th>\n Country<\/th>\n Quantity<\/th>\n Amount<\/th>\n<\/tr>\n<\/thead>\n \n\n\n1<\/p>\n<\/td>\n
\n1001<\/p>\n<\/td>\n
\n1<\/p>\n<\/td>\n
\nNorth<\/p>\n<\/td>\n
\nUSA<\/p>\n<\/td>\n
\n10<\/p>\n<\/td>\n
\n100<\/p>\n<\/td>\n<\/tr>\n
\n\n1<\/p>\n<\/td>\n
\n1001<\/p>\n<\/td>\n
\n1<\/p>\n<\/td>\n
\nNorth<\/p>\n<\/td>\n
\nCanada<\/p>\n<\/td>\n
\n5<\/p>\n<\/td>\n
\n50<\/p>\n<\/td>\n<\/tr>\n
\n\n2<\/p>\n<\/td>\n
\n1002<\/p>\n<\/td>\n
\n2<\/p>\n<\/td>\n
\nNorth<\/p>\n<\/td>\n
\nUSA<\/p>\n<\/td>\n
\n8<\/p>\n<\/td>\n
\n80<\/p>\n<\/td>\n<\/tr>\n
\n\n2<\/p>\n<\/td>\n
\n1002<\/p>\n<\/td>\n
\n2<\/p>\n<\/td>\n
\nNorth<\/p>\n<\/td>\n
\nCanada<\/p>\n<\/td>\n
\n12<\/p>\n<\/td>\n
\n120<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
\n\u3053\u306e\u3088\u3046\u306a\u8868\u69cb\u9020\u3067\u306f\u3001\u5546\u54c1\u3054\u3068\u306e\u60c5\u5831\u304c1\u3064\u306e\u89b3\u6e2c\u3068\u3057\u3066\u307e\u3068\u3081\u3089\u308c\u3066\u3044\u307e\u3059\u3002\u91cd\u8907\u3059\u308b\u60c5\u5831\u306f1\u3064\u306e\u884c\u306b\u307e\u3068\u3081\u3089\u308c\u308b\u305f\u3081\u3001\u30c7\u30fc\u30bf\u306e\u5197\u9577\u6027\u304c\u4f4e\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n
\n\u8aa4\u308a\u3092\u6307\u6458<\/h2>\n\n\nUser<\/div>\n\u968e\u5c64\u578b Tidy data\u306e\u4f8b\u304c\u9593\u9055\u3044\u3067\u3059<\/p>\n<\/div>\n
\nChatGPT<\/div>\n\u304a\u3063\u3057\u3083\u308b\u901a\u308a\u3001\u5148\u307b\u3069\u306e\u4f8b\u306b\u8aa4\u308a\u304c\u3042\u308a\u307e\u3057\u305f\u3002\u304a\u8a6b\u3073\u7533\u3057\u4e0a\u3052\u307e\u3059\u3002<\/p>\n<\/div>\n
\n\u6b63\u3057\u3044\u968e\u5c64\u578b Tidy data\u306e\u4f8b\u3092\u4ee5\u4e0b\u306b\u793a\u3057\u307e\u3059\u3002<\/p>\n<\/div>\n
\n\n \n\nSaleID<\/th>\n ProductID<\/th>\n EntryID<\/th>\n EntryComment<\/th>\n EntryDate<\/th>\n JournalLineID<\/th>\n Region<\/th>\n Country<\/th>\n Quantity<\/th>\n Amount<\/th>\n <\/th>\n<\/tr>\n<\/thead>\n \n\n\n1<\/p>\n<\/td>\n
\n1001<\/p>\n<\/td>\n
\n1<\/p>\n<\/td>\n
\nEntry 1<\/p>\n<\/td>\n
\n2022-01-01<\/p>\n<\/td>\n
<\/td>\n \nNorth<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n <\/td>\n<\/tr>\n \n\n1<\/p>\n<\/td>\n
\n1001<\/p>\n<\/td>\n
\n1<\/p>\n<\/td>\n
<\/td>\n <\/td>\n \n1<\/p>\n<\/td>\n
<\/td>\n <\/td>\n \n10<\/p>\n<\/td>\n
\n100<\/p>\n<\/td>\n
<\/td>\n<\/tr>\n \n\n1<\/p>\n<\/td>\n
\n1001<\/p>\n<\/td>\n
\n1<\/p>\n<\/td>\n
<\/td>\n <\/td>\n \n2<\/p>\n<\/td>\n
<\/td>\n <\/td>\n \n5<\/p>\n<\/td>\n
\n50<\/p>\n<\/td>\n
<\/td>\n<\/tr>\n \n\n2<\/p>\n<\/td>\n
\n1002<\/p>\n<\/td>\n
\n2<\/p>\n<\/td>\n
\nEntry 2<\/p>\n<\/td>\n
\n2022-01-02<\/p>\n<\/td>\n
<\/td>\n \nNorth<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n <\/td>\n<\/tr>\n \n\n2<\/p>\n<\/td>\n
\n1002<\/p>\n<\/td>\n
\n2<\/p>\n<\/td>\n
<\/td>\n <\/td>\n \n3<\/p>\n<\/td>\n
<\/td>\n <\/td>\n \n8<\/p>\n<\/td>\n
\n80<\/p>\n<\/td>\n
<\/td>\n<\/tr>\n \n\n2<\/p>\n<\/td>\n
\n1002<\/p>\n<\/td>\n
\n2<\/p>\n<\/td>\n
<\/td>\n <\/td>\n \n4<\/p>\n<\/td>\n
<\/td>\n <\/td>\n \n12<\/p>\n<\/td>\n
\n120<\/p>\n<\/td>\n
<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n\n\u3053\u306e\u4f8b\u3067\u306f\u3001\u968e\u5c64\u578b Tidy data\u306e\u539f\u5247\u306b\u5f93\u3044\u3001\u5404\u884c\u304c\u7570\u306a\u308b\u89b3\u6e2c\u3092\u8868\u73fe\u3057\u3066\u3044\u307e\u3059\u3002\u30a8\u30f3\u30c8\u30ea\u3054\u3068\u306b\u30a8\u30f3\u30c8\u30ea\u60c5\u5831\u304c\u7e70\u308a\u8fd4\u3055\u308c\u3001\u30a8\u30f3\u30c8\u30ea\u306b\u5c5e\u3059\u308b\u4ed5\u8a33\u660e\u7d30\u884c\u304c\u7d9a\u304d\u307e\u3059\u3002<\/p>\n<\/div>\n
\n\u4f8b\u3048\u3070\u3001SaleID 1\u306f\u300cEntry 1\u300d\u3068\u3044\u3046\u30a8\u30f3\u30c8\u30ea\u30b3\u30e1\u30f3\u30c8\u3068\u300c2022-01-01\u300d\u3068\u3044\u3046\u5165\u529b\u65e5\u3092\u6301\u3061\u3001\u305d\u308c\u306b\u7d9a\u304f\u4ed5\u8a33\u660e\u7d30\u884c\u3067\u306f\u300cRegion\u300d\u3084\u300cCountry\u300d\u306b\u95a2\u3059\u308b\u60c5\u5831\u3001\u305d\u3057\u3066\u300cQuantity\u300d\u3068\u300cAmount\u300d\u304c\u8a18\u9332\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<\/div>\n
\n\u968e\u5c64\u578b Tidy data\u306e\u3053\u306e\u5f62\u5f0f\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u7570\u306a\u308b\u7a2e\u985e\u306e\u89b3\u6e2c\u3092\u4e00\u3064\u306e\u8868\u306b\u7d50\u5408\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u60c5\u5831\u306e\u91cd\u8907\u3092\u907f\u3051\u3064\u3064\u3001\u89b3\u6e2c\u5358\u4f4d\u3054\u3068\u306b\u5fc5\u8981\u306a\u60c5\u5831\u3092\u5305\u62ec\u7684\u306b\u8868\u73fe\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u307e\u305f\u3001\u96c6\u8a08\u3084\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u306a\u3069\u306e\u30c7\u30fc\u30bf\u64cd\u4f5c\u3082\u5bb9\u6613\u306b\u884c\u3048\u307e\u3059\u3002<\/p>\n<\/div>\n
\n\u554f\u984c\u500b\u6240<\/div>\nCountry\u6b04\u304b\u3089USA, Canada\u304c\u6d88\u3055\u308c\u3066\u3057\u307e\u3063\u3066\u3044\u308b\u304c\u3001\u8ffd\u52a0\u6307\u6458\u306f\u305b\u305a\u3053\u3053\u307e\u3067\u3068\u3057\u305f\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n
\nMarmaid<\/h2>\n\n\nMarmaid
\nVS Code\u306eAscii Doc\u3067Mermaid Markdown Syntax Highlighting\u6a5f\u80fd\u62e1\u5f35\u3092\u4f7f\u7528\u3057\u3066\u4f5c\u56f3\u3002<\/p>\n<\/div>\n
\nMermaid\u306b\u3064\u3044\u3066\u306f\u3001
\nhttps:\/\/mermaid.js.org\/syntax\/classDiagram.html<\/a><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
- \n
- \u307e\u3068\u3081<\/a><\/li>\n
- \u4ed5\u8a33\u60c5\u5831\u691c\u7d22\u5c02\u7528\u30d6\u30e9\u30a6\u30b6<\/a><\/li>\n
- \u6307\u5c0e1<\/a><\/li>\n
- \u6307\u5c0e2<\/a><\/li>\n
- \u6307\u5c0e3<\/a><\/li>\n
- \u6307\u5c0e4<\/a><\/li>\n
- \u78ba\u8a8d<\/a><\/li>\n
- ChatGPT\u304c\u7406\u89e3\u3067\u304d\u3066\u3044\u308b\u304b\u78ba\u8a8d<\/a><\/li>\n
- \u8ffd\u52a0\u8cea\u554f<\/a><\/li>\n
- \u8aa4\u308a\u3092\u6307\u6458<\/a><\/li>\n
- Marmaid<\/a><\/li>\n<\/ul>\n<\/div>\n<\/div>\n
\n\n\n\nNobuyuki SAMBUICHI
\nISO\/TC295 Audit data services<\/a>\/SG1 Semantic model Convener<\/p>\n<\/div>\n\n\u5148\u65e5\u306e\u8a18\u4e8b
\n\u300cChatGPT\u306bTidy data\u3092\u6307\u5c0e\u300d<\/a>
\n\u306e\u7d9a\u304d\u3067\u3001\u3069\u3053\u307e\u3067\u7406\u89e3\u3057\u3066\u3044\u308b\u304b\u518d\u8cea\u554f\u3057\u305f\u3068\u3053\u308d\u3001\u6b63\u898f\u5316\u3055\u308c\u305f\u8907\u6570\u306e\u8868\u3092\u7528\u3044\u305f\u56de\u7b54\u3092\u7e70\u308a\u8fd4\u3059\u306e\u3067\u3001\u5b9a\u7fa9\u306e\u8aac\u660e\u304b\u3089\u554f\u3044\u304b\u3051\u306a\u304a\u3057\u305f\u3068\u3053\u308d\u3088\u3046\u3084\u304f\u7406\u89e3\u3057\u3066\u304f\u308c\u305f\u3088\u3046\u3067\u3059\u3002
\n\u3053\u308c\u3082\u524d\u56de\u540c\u69d8\u306b\u4ed5\u8a33\u65e5\u8a18\u5e33\u306e\u8a18\u5165\u4f8b\u3067\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n\n\u307e\u3068\u3081<\/h2>\n
\n\n\u8ad6\u7406\u7684\u306a\u6574\u5408\u6027\u306f\u5224\u65ad\u3067\u304d\u308b\u3088\u3046\u306b\u898b\u3048\u3066\u3082\u5b9f\u969b\u306b\u7406\u89e3\u3057\u3066\u3044\u308b\u308f\u3051\u3067\u306f\u306a\u3044\u306e\u3067\u3001\u65b0\u3057\u3044\u767a\u60f3\u306b\u57fa\u3065\u3044\u305f\u8aac\u660e\u306f\u3067\u304d\u307e\u305b\u3093\u3002
\nChatGPT\u306e\u6559\u80b2\u306b\u4f7f\u7528\u3055\u308c\u305f\u81a8\u5927\u306a\u8a00\u8a9e\u30c7\u30fc\u30bf\u306b\u306f\u65e7\u6765\u306e\u601d\u8003\u30d1\u30bf\u30fc\u30f3\u304c\u5237\u308a\u8fbc\u307e\u308c\u3066\u3044\u307e\u3059\u3002
\n\u4eca\u5f8c\u307e\u3059\u307e\u3059\u67d4\u8edf\u306a\u601d\u8003\u65b9\u6cd5\u3084\u767a\u60f3\u304c\u6c42\u3081\u3089\u308c\u308b\u6642\u4ee3\u306b\u306a\u3063\u3066\u304d\u307e\u3059\u304c\u3001ChatGPT\u306b\u306f\u305d\u3046\u3057\u305f\u767a\u60f3\u3092\u6c42\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u306a\u3044\u305f\u3081\u3001\u65e7\u5f0a\u3092\u56fa\u5b9a\u5316\u3057\u304b\u306d\u307e\u305b\u3093\u3002
\n\u307e\u305f\u3001\u60aa\u610f\u3092\u6301\u3063\u3066\u60c5\u5831\u767a\u4fe1\u3055\u308c\u308b\u3068\u3001\u305d\u308c\u3089\u3057\u3044\u89e3\u8aac\u3092\u3059\u308b\u306e\u3067\u3001\u81ea\u3089\u8003\u3048\u308b\u3053\u3068\u3092\u305b\u305a\u9d5c\u5451\u307f\u306b\u3059\u308b\u4eba\u304c\u5897\u3048\u308b\u72b6\u6cc1\u3060\u3068\u304b\u306a\u308a\u5371\u967a\u3067\u3059\u3002<\/p>\n<\/div>\n\n\u5b66\u751f\u304cChatGPT\u3067\u8ab2\u984c\u30ec\u30dd\u30fc\u30c8\u3092\u4f5c\u6210\u3057\u63d0\u51fa\u3057\u305f\u3068\u3057\u3066\u3082\u3001\u8ad6\u7406\u5c55\u958b\u3084\u8ab2\u984c\u306e\u3068\u3089\u3048\u65b9\u306a\u3069\u306e\u672c\u8cea\u7406\u89e3\u3092\u8a55\u4fa1\u3067\u304d\u308b\u3088\u3046\u306a\u8ab2\u984c\u8a2d\u5b9a\u3067\u3042\u308c\u3070\u554f\u984c\u306b\u306a\u3089\u306a\u3044\u3068\u601d\u3044\u307e\u3059\u3002\u305f\u3060\u3057\u3001\u5b66\u751f\u81ea\u8eab\u304c\u305d\u3053\u307e\u3067ChatGPT\u3092\u4f7f\u3044\u3053\u306a\u305b\u306a\u3051\u308c\u3070\u3001\u601d\u8003\u3092\u6df1\u3081\u308b\u3053\u3068\u306b\u3064\u306a\u304c\u308a\u307e\u305b\u3093\u3002\u3053\u308c\u306f\u3001\u5f93\u6765\u306e\u30cd\u30c3\u30c8\u60c5\u5831\u306e\u5207\u308a\u8cbc\u308a\u30ec\u30dd\u30fc\u30c8\u3068\u540c\u69d8\u3002\u4f7f\u3044\u3053\u306a\u305b\u308c\u3070\u3001\u7d4c\u9a13\u4e0d\u8db3\u306b\u3088\u308b\u914d\u616e\u4e0d\u8db3\u3092\u88dc\u3046\u3053\u3068\u304c\u3067\u304d\u3001\u6839\u62e0\u8cc7\u6599\u306e\u8abf\u67fb\u30ec\u30d9\u30eb\u3092\u52b9\u7387\u3088\u304f\u6df1\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/div>\n
\n\uff11\uff19\uff18\uff10\u5e74\u4ee3\u307e\u3067\u306f\u3001\u6d77\u5916\u306e\u6587\u732e\u306f\u5927\u898f\u6a21\u306a\u56f3\u66f8\u9928\u306e\u8535\u66f8\u304b\u3089\u56f3\u66f8\u7d22\u5f15\u30ab\u30fc\u30c9\u3092\u99c6\u4f7f\u3057\u3066\u63a2\u3057\u3001\u5fc5\u8981\u306a\u5834\u5408\u306f\u51fa\u7248\u5143\u306b\u822a\u7a7a\u4fbf\u3067\u90f5\u9001\u3092\u4f9d\u983c\u3059\u308b\u3002\u3068\u3044\u3063\u305f\u5927\u5909\u9762\u5012\u306a\u624b\u9593\u3068\u6642\u9593\u304c\u304b\u304b\u3063\u3066\u3044\u307e\u3057\u305f\u3002\u305d\u306e\u6642\u4ee3\u306b\u623b\u308b\u3053\u3068\u306f\u3042\u308a\u3048\u306a\u3044\u3068\u540c\u69d8\u306bChatGPT\u306a\u3069\u306eAI\u30c4\u30fc\u30eb\u306e\u6b63\u3057\u3044\u4f7f\u3044\u65b9\u306e\u6307\u5c0e\u304c\u91cd\u8981\u3067\u3059\u3002ChatGPT\u306e\u306a\u3044\u6642\u4ee3\u306b\u306f\u623b\u308c\u307e\u305b\u3093\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n
\n\u4ed5\u8a33\u60c5\u5831\u691c\u7d22\u5c02\u7528\u30d6\u30e9\u30a6\u30b6<\/h2>\n
\n\n\u3053\u306e\u5f62\u5f0f\u306e\u6a19\u6e96CSV\u3092\u5e02\u8ca9\u30bd\u30d5\u30c8\u304c\u63d0\u4f9b\u3057\u3066\u3044\u308bCSV\u30a4\u30f3\u30bf\u30d5\u30a7\u30fc\u30b9\u3068\u7d44\u307f\u5408\u308f\u305b\u3066\u5229\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u4ed5\u8a33\u60c5\u5831\u691c\u7d22\u5c02\u7528\u30d6\u30e9\u30a6\u30b6<\/a> \u3092\u4f5c\u6210\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<\/div>\n
\n\u3053\u3053\u3067\u306f\u3001
\n\u300c\u65e5\u672c\u7248\u30b3\u30a2\u30a4\u30f3\u30dc\u30a4\u30b9\u5909\u63db\u30b5\u30fc\u30d3\u30b9\u300d<\/a>
\n\u3067\u4f7f\u7528\u3057\u3066\u3044\u308b\u69cb\u6587\u30d0\u30a4\u30f3\u30c7\u30a3\u30f3\u30b0\u306e\u5b9a\u7fa9\u8868\u306eXPath\u5b9a\u7fa9\u306b\u4ee3\u3048\u3066\u3001\u5e02\u8ca9\u30bd\u30d5\u30c8\u306eCSV\u30a4\u30f3\u30bf\u30d5\u30a7\u30fc\u30b9\u30d5\u30a1\u30a4\u30eb\u306e\u6b04\u540d\u3068\u968e\u5c64\u578bTidy data\u306e\u5909\u6570\u306e\u5bfe\u5fdc\u5b9a\u7fa9\u3092\u6b21\u306e\u8868\u3092\u7528\u3044\u3066\u5b9a\u7fa9\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<\/div>\n\n\u8ad6\u7406\u30e2\u30c7\u30eb\u30d0\u30a4\u30f3\u30c7\u30a3\u30f3\u30b0CSV<\/a><\/p>\n<\/div>\n
\n\u3053\u306e\u5b9a\u7fa9\u8868\u3092\u5909\u66f4\u3059\u308b\u3053\u3068\u3067\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\uff08csv2tidy.py\uff09\u3092\u5909\u66f4\u3057\u306a\u304f\u3066\u3082\u3001\u5225\u306e\u5e02\u8ca9\u30bd\u30d5\u30c8\u306eCSV\u30a4\u30f3\u30bf\u30d5\u30a7\u30fc\u30b9\u30d5\u30a1\u30a4\u30eb\u306b\u5bfe\u5fdc\u53ef\u80fd\u3067\u3059\u3002<\/p>\n<\/div>\n
\n\nFigure 1. csv2tidy.py & horizontal_ledger.py & general_ledger.py<\/div>\n<\/div>\n\n\u305d\u308c\u305e\u308c\u306b\u5bfe\u5fdc\u3057\u305f\u753b\u9762\u306f\u3001\u4e0b\u8a18\u30ea\u30f3\u30af\u304b\u3089\u3054\u78ba\u8a8d\u3044\u305f\u3060\u3051\u307e\u3059\u3002<\/p>\n<\/div>\n
\n\u5317\u6d77\u9053\u7523\u696d EPSON\u8ca1\u52d9\u4f1a\u8a08R4\u306eCSV<\/a>
\nGL_Details(\u968e\u5c64\u578bTidy data)<\/a>
\nhorizontal_ledger \u4ed5\u8a33\u65e5\u8a18\u5e33<\/a>
\nGeneralLedger \u7dcf\u52d8\u5b9a\u5143\u5e33<\/a>
\nTrialBalance \u6b8b\u9ad8\u8a66\u7b97\u8868<\/a><\/p>\n<\/div>\n\n\u30d7\u30ed\u30b0\u30e9\u30e0\u306b\u8208\u5473\u304c\u3042\u308b\u65b9\u306f\u3001\u4e0a\u8a18\u306e\u30da\u30fc\u30b8\u3092\u958b\u3044\u305f\u3068\u304d\u306b\u8868\u793a\u3055\u308c\u308b\u753b\u9762\u4e0b\u90e8\u306eGitHub\u30a2\u30a4\u30b3\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3059\u308b\u3068\u3001\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3084\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\u3092\u78ba\u8a8d\u3044\u305f\u3060\u3051\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n
\n\u6307\u5c0e1<\/h2>\n
\n\nUser<\/div>\n\u968e\u5c64\u578bTidy data\u306f\u3001\u5404\u884c\u304c\u4ed5\u8a33\u660e\u7d30\u3092\u8868\u3057\u3001\u305d\u306e\u30a8\u30f3\u30c8\u30ea\u306b\u5c5e\u3059\u308b\u884c\u3054\u3068\u306b\u30a8\u30f3\u30c8\u30ea \u30ec\u30d9\u30eb\u306e\u30c7\u30fc\u30bf\u304c\u7e70\u308a\u8fd4\u3055\u308c\u307e\u3059\u3002 \u3053\u306e\u5f62\u5f0f\u306f\u30011 \u3064\u306e\u884c\u5185\u306b\u30c7\u30fc\u30bf\u306e\u91cd\u8907\u304c\u306a\u304f\u3001\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u30c7\u30fc\u30bf\u3092\u7c21\u5358\u306b\u96c6\u8a08\u307e\u305f\u306f\u30d5\u30a3\u30eb\u30bf\u30fc\u51e6\u7406\u3067\u304d\u308b\u305f\u3081\u3001\u6574\u7406\u3055\u308c\u3066\u3044\u308b\u3068\u898b\u306a\u3055\u308c\u307e\u3059\u3002
\n\u89b3\u6e2c\u306f\u3001\u5fc5\u305a\u3057\u3082\u540c\u3058\u6027\u8cea\u3067\u3042\u308b\u5fc5\u8981\u306f\u306a\u304f\u3001\u4ed5\u8a33\u5165\u529b\u5358\u4f4d\u306e\u89b3\u6e2c\u3068\u4ed5\u8a33\u660e\u7d30\u306e\u89b3\u6e2c\u3092\u5408\u308f\u305b\u3066\u542b\u3080\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/div>\n\nChatGPT<\/div>\n\u3054\u6307\u6458\u306e\u901a\u308a\u3001\u968e\u5c64\u578b\u306eTidy data\u3067\u306f\u3001\u5404\u884c\u304c\u4ed5\u8a33\u660e\u7d30\u3092\u8868\u3057\u3001\u305d\u306e\u30a8\u30f3\u30c8\u30ea\u306b\u5c5e\u3059\u308b\u884c\u3054\u3068\u306b\u30a8\u30f3\u30c8\u30ea\u30ec\u30d9\u30eb\u306e\u30c7\u30fc\u30bf\u304c\u7e70\u308a\u8fd4\u3055\u308c\u307e\u3059\u3002\u3053\u306e\u5f62\u5f0f\u3067\u306f\u3001\u30c7\u30fc\u30bf\u306e\u91cd\u8907\u304c\u306a\u304f\u3001\u30c7\u30fc\u30bf\u306e\u96c6\u8a08\u3084\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u304c\u5bb9\u6613\u306b\u884c\u3048\u308b\u305f\u3081\u3001\u6574\u7406\u3055\u308c\u305f\u5f62\u5f0f\u3068\u3057\u3066\u6271\u308f\u308c\u307e\u3059\u3002\u89b3\u6e2c\u306f\u3001\u5fc5\u305a\u3057\u3082\u540c\u3058\u6027\u8cea\u3092\u6301\u3064\u5fc5\u8981\u306f\u306a\u304f\u3001\u4ed5\u8a33\u5165\u529b\u306e\u89b3\u6e2c\u3068\u4ed5\u8a33\u660e\u7d30\u306e\u89b3\u6e2c\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u542b\u3080\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/div>\n
\nTidy data\u306e\u539f\u5247\u306b\u5f93\u3044\u3001\u5404\u5909\u6570\u304c\u5217\u3092\u5f62\u6210\u3057\u3001\u5404\u89b3\u6e2c\u5024\u304c\u884c\u3092\u5f62\u6210\u3059\u308b\u3053\u3068\u306b\u3088\u3063\u3066\u3001\u30c7\u30fc\u30bf\u3092\u6574\u7406\u3057\u3001\u5206\u6790\u3084\u53ef\u8996\u5316\u306b\u9069\u3057\u305f\u5f62\u5f0f\u306b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u968e\u5c64\u578b\u306eTidy data\u306f\u3001\u3053\u306e\u3088\u3046\u306a\u30c7\u30fc\u30bf\u306e\u5f62\u5f0f\u306e\u4e00\u3064\u3067\u3042\u308a\u3001\u8907\u6570\u306e\u89b3\u6e2c\u306e\u7570\u306a\u308b\u6027\u8cea\u3092\u542b\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/div>\n
\n\u3054\u8aac\u660e\u304c\u660e\u78ba\u3067\u3042\u308b\u304b\u3054\u78ba\u8a8d\u3044\u305f\u3060\u3051\u308c\u3070\u5e78\u3044\u3067\u3059\u3002\u3082\u3057\u4ed6\u306b\u4f55\u304b\u304a\u56f0\u308a\u306e\u70b9\u304c\u3054\u3056\u3044\u307e\u3057\u305f\u3089\u3001\u304a\u77e5\u3089\u305b\u304f\u3060\u3055\u3044\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n
\n\u6307\u5c0e2<\/h2>\n
\n\nUser<\/div>\n\u3053\u306e\u968e\u5c64\u578bTidy data\u3092\u7528\u3044\u3066\u4ed5\u8a33\u65e5\u8a18\u5e33\u306e\u8a18\u5165\u4f8b\u3092\u63d0\u793a\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<\/div>\n
\nChatGPT<\/div>\n\u4ee5\u4e0b\u306b\u3001\u968e\u5c64\u578bTidy data\u3092\u7528\u3044\u305f\u4ed5\u8a33\u65e5\u8a18\u5e33\u306e\u8a18\u5165\u4f8b\u3092\u793a\u3057\u307e\u3059\u3002<\/p>\n<\/div>\n
\n
\n \n\n \n \n \n \n \n \n \n \n \n \n \n \n<\/colgroup>\n \n \n\u4ed5\u8a33ID<\/th>\n \u4ed5\u8a33\u30b3\u30e1\u30f3\u30c8<\/th>\n \u5165\u529b\u65e5\u4ed8<\/th>\n \u4ed5\u8a33\u884cID<\/th>\n \u501f\u65b9\u79d1\u76ee<\/th>\n \u501f\u65b9\u91d1\u984d<\/th>\n \u8cb8\u65b9\u79d1\u76ee<\/th>\n \u8cb8\u65b9\u91d1\u984d<\/th>\n \u501f\u65b9\u88dc\u52a9\u79d1\u76ee\u540d<\/th>\n \u501f\u65b9\u88dc\u52a9\u79d1\u76ee\u5024<\/th>\n \u8cb8\u65b9\u88dc\u52a9\u79d1\u76ee\u540d<\/th>\n \u8cb8\u65b9\u88dc\u52a9\u79d1\u76ee\u5024<\/th>\n <\/th>\n<\/tr>\n<\/thead>\n \n \n 1<\/p>\n<\/td>\n
\n \u6255\u3044\u623b\u3057<\/p>\n<\/td>\n
\n 2022-09-02<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n \n \u5317\u4fe1\u7523\u696d \u682a\u5f0f\u4f1a\u793e<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n<\/tr>\n \n \n 1<\/p>\n<\/td>\n
<\/td>\n <\/td>\n \n 1<\/p>\n<\/td>\n
\n \u73fe\u91d1<\/p>\n<\/td>\n
\n 15000<\/p>\n<\/td>\n
\n \u57ce\u5317\u9280\u884c\u666e\u901a\u9810\u91d1<\/p>\n<\/td>\n
\n 15000<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n<\/tr>\n \n \n 1<\/p>\n<\/td>\n
<\/td>\n <\/td>\n \n 2<\/p>\n<\/td>\n
\n \u652f\u6255\u624b\u6570\u6599<\/p>\n<\/td>\n
\n 500<\/p>\n<\/td>\n
\n \u57ce\u5317\u9280\u884c\u666e\u901a\u9810\u91d1<\/p>\n<\/td>\n
\n 500<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n<\/tr>\n \n \n 2<\/p>\n<\/td>\n
\n \u7d66\u6599\u652f\u6255\u3044<\/p>\n<\/td>\n
\n 2022-09-03<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n \n \u5317\u4fe1\u7523\u696d \u682a\u5f0f\u4f1a\u793e<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n<\/tr>\n \n \n 2<\/p>\n<\/td>\n
<\/td>\n <\/td>\n \n 1<\/p>\n<\/td>\n
\n \u5831\u916c\u7d4c\u8cbb<\/p>\n<\/td>\n
\n 30000<\/p>\n<\/td>\n
\n \u73fe\u91d1<\/p>\n<\/td>\n
\n 30000<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n<\/tr>\n \n \n 2<\/p>\n<\/td>\n
<\/td>\n <\/td>\n \n 2<\/p>\n<\/td>\n
\n \u7d66\u4e0e\u624b\u5f53<\/p>\n<\/td>\n
\n 5000<\/p>\n<\/td>\n
\n \u73fe\u91d1<\/p>\n<\/td>\n
\n 5000<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n \n\u4e0a\u8a18\u306e\u4f8b\u3067\u306f\u3001\u4ed5\u8a33ID\u3001\u4ed5\u8a33\u30b3\u30e1\u30f3\u30c8\u3001\u5165\u529b\u65e5\u4ed8\u3001\u4ed5\u8a33\u884cID\u3001\u501f\u65b9\u79d1\u76ee\u3001\u501f\u65b9\u91d1\u984d\u3001\u8cb8\u65b9\u79d1\u76ee\u3001\u8cb8\u65b9\u91d1\u984d\u3001\u501f\u65b9\u88dc\u52a9\u79d1\u76ee\u540d\u3001\u501f\u65b9\u88dc\u52a9\u79d1\u76ee\u5024\u3001\u8cb8\u65b9\u88dc\u52a9\u79d1\u76ee\u540d\u3001\u8cb8\u65b9\u88dc\u52a9\u79d1\u76ee\u5024\u306e\u9805\u76ee\u304c\u542b\u307e\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<\/div>\n
\n1\u3064\u306e\u4ed5\u8a33\u306b\u8907\u6570\u306e\u660e\u7d30\u884c\u304c\u5b58\u5728\u3059\u308b\u5834\u5408\u3001\u540c\u3058\u4ed5\u8a33ID\u3068\u4ed5\u8a33\u30b3\u30e1\u30f3\u30c8\u304c\u7e70\u308a\u8fd4\u3055\u308c\u3001\u501f\u65b9\u79d1\u76ee\u30fb\u501f\u65b9\u91d1\u984d\u30fb\u8cb8\u65b9\u79d1\u76ee\u30fb\u8cb8\u65b9\u91d1\u984d\u306e\u60c5\u5831\u304c\u660e\u7d30\u884c\u3054\u3068\u306b\u8a18\u8f09\u3055\u308c\u307e\u3059\u3002\u307e\u305f\u3001\u501f\u65b9\u88dc\u52a9\u79d1\u76ee\u540d\u3001\u501f\u65b9\u88dc\u52a9\u79d1\u76ee\u5024\u3001\u8cb8\u65b9\u88dc\u52a9\u79d1\u76ee\u540d\u3001\u8cb8\u65b9\u88dc\u52a9\u79d1\u76ee\u5024\u306e\u9805\u76ee\u304c\u8ffd\u52a0\u3055\u308c\u3001\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u88dc\u52a9\u79d1\u76ee\u60c5\u5831\u3092\u8a18\u9332\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/div>\n
\n\u968e\u5c64\u578bTidy data\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u4ed5\u8a33\u65e5\u8a18\u5e33\u306e\u30c7\u30fc\u30bf\u3092\u6574\u7406\u3057\u3001\u500b\u3005\u306e\u4ed5\u8a33\u3068\u660e\u7d30\u884c\u306e\u60c5\u5831\u3092\u52b9\u679c\u7684\u306b\u7ba1\u7406\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/div>\n
\n\u3054\u53c2\u8003\u307e\u3067\u306b\u3001\u4ed5\u8a33\u65e5\u8a18\u5e33\u306e\u8a18\u5165\u4f8b\u3092\u63d0\u4f9b\u3044\u305f\u3057\u307e\u3057\u305f\u304c\u3001\u5b9f\u969b\u306e\u696d\u52d9\u3084\u8981\u4ef6\u306b\u5fdc\u3058\u3066\u3001\u3055\u3089\u306a\u308b\u9805\u76ee\u306e\u8ffd\u52a0\u3084\u5909\u66f4\u304c\u5fc5\u8981\u306b\u306a\u308b\u5834\u5408\u3082\u3042\u308b\u304b\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n
\n\u6307\u5c0e3<\/h2>\n
\n\nUser<\/div>\n\u4ed5\u8a33\u5165\u529b\u5358\u4f4d\u306e\u89b3\u6e2c\u306e\u884c\u306e\u300c\u5317\u4fe1\u7523\u696d \u682a\u5f0f\u4f1a\u793e\u300d\u306f\u3001\u8cb8\u65b9\u79d1\u76ee\u3067\u306f\u306a\u304f\u4ed5\u8a33\u30b3\u30e1\u30f3\u30c8 \u300c\u5317\u4fe1\u7523\u696d \u682a\u5f0f\u4f1a\u793e\u6255\u3044\u623b\u3057\u300d\u3067\u3059\u3002<\/p>\n<\/div>\n
\nChatGPT<\/div>\n\u304a\u3063\u3057\u3083\u308b\u901a\u308a\u3001\u6307\u6458\u3044\u305f\u3060\u3044\u305f\u90e8\u5206\u306b\u8aa4\u308a\u304c\u3042\u308a\u307e\u3057\u305f\u3002\u8a02\u6b63\u3092\u52a0\u3048\u305f\u4f8b\u3092\u4ee5\u4e0b\u306b\u793a\u3057\u307e\u3059\u3002<\/p>\n<\/div>\n
\n
\n \n\n \n \n \n \n \n \n \n \n \n \n \n \n<\/colgroup>\n \n \n\u4ed5\u8a33ID<\/th>\n \u4ed5\u8a33\u30b3\u30e1\u30f3\u30c8<\/th>\n \u5165\u529b\u65e5\u4ed8<\/th>\n \u4ed5\u8a33\u884cID<\/th>\n \u501f\u65b9\u79d1\u76ee<\/th>\n \u501f\u65b9\u91d1\u984d<\/th>\n \u8cb8\u65b9\u79d1\u76ee<\/th>\n \u8cb8\u65b9\u91d1\u984d<\/th>\n \u501f\u65b9\u88dc\u52a9\u79d1\u76ee\u540d<\/th>\n \u501f\u65b9\u88dc\u52a9\u79d1\u76ee\u5024<\/th>\n \u8cb8\u65b9\u88dc\u52a9\u79d1\u76ee\u540d<\/th>\n \u8cb8\u65b9\u88dc\u52a9\u79d1\u76ee\u5024<\/th>\n <\/th>\n<\/tr>\n<\/thead>\n \n \n 1<\/p>\n<\/td>\n
\n \u5317\u4fe1\u7523\u696d \u682a\u5f0f\u4f1a\u793e\u6255\u3044\u623b\u3057<\/p>\n<\/td>\n
\n 2022-09-02<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n<\/tr>\n \n \n 1<\/p>\n<\/td>\n
<\/td>\n <\/td>\n \n 1<\/p>\n<\/td>\n
\n \u73fe\u91d1<\/p>\n<\/td>\n
\n 15000<\/p>\n<\/td>\n
\n \u5317\u4fe1\u7523\u696d \u682a\u5f0f\u4f1a\u793e<\/p>\n<\/td>\n
\n 15000<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n<\/tr>\n \n \n 1<\/p>\n<\/td>\n
<\/td>\n <\/td>\n \n 2<\/p>\n<\/td>\n
\n \u652f\u6255\u624b\u6570\u6599<\/p>\n<\/td>\n
\n 500<\/p>\n<\/td>\n
\n \u5317\u4fe1\u7523\u696d \u682a\u5f0f\u4f1a\u793e<\/p>\n<\/td>\n
\n 500<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n<\/tr>\n \n \n 2<\/p>\n<\/td>\n
\n \u7d66\u6599\u652f\u6255\u3044<\/p>\n<\/td>\n
\n 2022-09-03<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n \n \u5317\u4fe1\u7523\u696d \u682a\u5f0f\u4f1a\u793e<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n<\/tr>\n \n \n 2<\/p>\n<\/td>\n
<\/td>\n <\/td>\n \n 1<\/p>\n<\/td>\n
\n \u5831\u916c\u7d4c\u8cbb<\/p>\n<\/td>\n
\n 30000<\/p>\n<\/td>\n
\n \u73fe\u91d1<\/p>\n<\/td>\n
\n 30000<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n<\/tr>\n \n \n 2<\/p>\n<\/td>\n
<\/td>\n <\/td>\n \n 2<\/p>\n<\/td>\n
\n \u7d66\u4e0e\u624b\u5f53<\/p>\n<\/td>\n
\n 5000<\/p>\n<\/td>\n
\n \u73fe\u91d1<\/p>\n<\/td>\n
\n 5000<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n \n\u4fee\u6b63\u4f8b\u3067\u306f\u3001\u4ed5\u8a33\u30b3\u30e1\u30f3\u30c8\u306b\u300c\u5317\u4fe1\u7523\u696d \u682a\u5f0f\u4f1a\u793e\u6255\u3044\u623b\u3057\u300d\u3068\u8a18\u8f09\u3057\u3001\u8cb8\u65b9\u79d1\u76ee\u306e\u6b04\u3092\u7a7a\u6b04\u306b\u3057\u307e\u3057\u305f\u3002\u307e\u305f\u30012\u884c\u76ee\u30683\u884c\u76ee\u306e\u8cb8\u65b9\u79d1\u76ee\u306f\u300c\u5317\u4fe1\u7523\u696d \u682a\u5f0f\u4f1a\u793e\u300d\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<\/div>\n
\n\u518d\u5ea6\u3001\u4fee\u6b63\u4f8b\u3092\u3054\u78ba\u8a8d\u3044\u305f\u3060\u3051\u308c\u3070\u5e78\u3044\u3067\u3059\u3002\u304a\u624b\u6570\u3092\u304a\u304b\u3051\u3057\u307e\u3057\u305f\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n
\n\u6307\u5c0e4<\/h2>\n
\n\n\u554f\u984c\u500b\u6240<\/div>\n\u4ed5\u8a33ID 1 \u306e\u3000\u4ed5\u8a33\u884cID 1,2\u306e\u8cb8\u65b9\u79d1\u76ee\u304c\u3001\u300c\u57ce\u5317\u9280\u884c\u666e\u901a\u9810\u91d1\u300d\u304b\u3089\u300c\u5317\u4fe1\u7523\u696d \u682a\u5f0f\u4f1a\u793e\u300d\u306b\u8aa4\u3063\u3066\u5909\u66f4\u3055\u308c\u3066\u3044\u308b\u304c\u3001\u69cb\u9020\u306e\u4fee\u6b63\u3092\u307e\u305a\u6307\u6458\u3059\u308b\u3002<\/p>\n<\/div>\n
\nUser<\/div>\n\u4ed5\u8a33ID 2\u3082\u540c\u69d8<\/p>\n<\/div>\n
\nChatGPT<\/div>\n\u304a\u3063\u3057\u3083\u308b\u901a\u308a\u3001\u4ed5\u8a33ID 2\u306e\u90e8\u5206\u3082\u4fee\u6b63\u304c\u5fc5\u8981\u3067\u3059\u3002\u8a02\u6b63\u3092\u52a0\u3048\u305f\u4f8b\u3092\u4ee5\u4e0b\u306b\u793a\u3057\u307e\u3059\u3002<\/p>\n<\/div>\n
\n
\n \n\n \n \n \n \n \n \n \n \n \n \n \n \n<\/colgroup>\n \n \n\u4ed5\u8a33ID<\/th>\n \u4ed5\u8a33\u30b3\u30e1\u30f3\u30c8<\/th>\n \u5165\u529b\u65e5\u4ed8<\/th>\n \u4ed5\u8a33\u884cID<\/th>\n \u501f\u65b9\u79d1\u76ee<\/th>\n \u501f\u65b9\u91d1\u984d<\/th>\n \u8cb8\u65b9\u79d1\u76ee<\/th>\n \u8cb8\u65b9\u91d1\u984d<\/th>\n \u501f\u65b9\u88dc\u52a9\u79d1\u76ee\u540d<\/th>\n \u501f\u65b9\u88dc\u52a9\u79d1\u76ee\u5024<\/th>\n \u8cb8\u65b9\u88dc\u52a9\u79d1\u76ee\u540d<\/th>\n \u8cb8\u65b9\u88dc\u52a9\u79d1\u76ee\u5024<\/th>\n <\/th>\n<\/tr>\n<\/thead>\n \n \n 1<\/p>\n<\/td>\n
\n \u5317\u4fe1\u7523\u696d \u682a\u5f0f\u4f1a\u793e\u6255\u3044\u623b\u3057<\/p>\n<\/td>\n
\n 2022-09-02<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n<\/tr>\n \n \n 1<\/p>\n<\/td>\n
<\/td>\n <\/td>\n \n 1<\/p>\n<\/td>\n
\n \u73fe\u91d1<\/p>\n<\/td>\n
\n 15000<\/p>\n<\/td>\n
\n \u5317\u4fe1\u7523\u696d \u682a\u5f0f\u4f1a\u793e<\/p>\n<\/td>\n
\n 15000<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n<\/tr>\n \n \n 1<\/p>\n<\/td>\n
<\/td>\n <\/td>\n \n 2<\/p>\n<\/td>\n
\n \u652f\u6255\u624b\u6570\u6599<\/p>\n<\/td>\n
\n 500<\/p>\n<\/td>\n
\n \u5317\u4fe1\u7523\u696d \u682a\u5f0f\u4f1a\u793e<\/p>\n<\/td>\n
\n 500<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n<\/tr>\n \n \n 2<\/p>\n<\/td>\n
\n \u5317\u4fe1\u7523\u696d \u682a\u5f0f\u4f1a\u793e\u7d66\u6599\u652f\u6255\u3044<\/p>\n<\/td>\n
\n 2022-09-03<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n<\/tr>\n \n \n 2<\/p>\n<\/td>\n
<\/td>\n <\/td>\n \n 1<\/p>\n<\/td>\n
\n \u5831\u916c\u7d4c\u8cbb<\/p>\n<\/td>\n
\n 30000<\/p>\n<\/td>\n
\n \u5317\u4fe1\u7523\u696d \u682a\u5f0f\u4f1a\u793e<\/p>\n<\/td>\n
\n 30000<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n<\/tr>\n \n \n 2<\/p>\n<\/td>\n
<\/td>\n <\/td>\n \n 2<\/p>\n<\/td>\n
\n \u7d66\u4e0e\u624b\u5f53<\/p>\n<\/td>\n
\n 5000<\/p>\n<\/td>\n
\n \u5317\u4fe1\u7523\u696d \u682a\u5f0f\u4f1a\u793e<\/p>\n<\/td>\n
\n 5000<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n \n\u4fee\u6b63\u4f8b\u3067\u306f\u3001\u4ed5\u8a33ID 2\u306e\u4ed5\u8a33\u30b3\u30e1\u30f3\u30c8\u306b\u300c\u5317\u4fe1\u7523\u696d \u682a\u5f0f\u4f1a\u793e\u7d66\u6599\u652f\u6255\u3044\u300d\u3068\u8a18\u8f09\u3057\u3001\u8cb8\u65b9\u79d1\u76ee\u306e\u6b04\u3092\u7a7a\u6b04\u306b\u3057\u307e\u3057\u305f\u3002\u307e\u305f\u30012\u884c\u76ee\u30683\u884c\u76ee\u306e\u8cb8\u65b9\u79d1\u76ee\u3082\u300c\u5317\u4fe1\u7523\u696d \u682a\u5f0f\u4f1a\u793e\u300d\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<\/div>\n
\n\u518d\u5ea6\u3001\u4fee\u6b63\u4f8b\u3092\u3054\u78ba\u8a8d\u3044\u305f\u3060\u3051\u308c\u3070\u5e78\u3044\u3067\u3059\u3002\u304a\u624b\u6570\u3092\u304a\u304b\u3051\u3057\u307e\u3057\u305f\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n
\n\u78ba\u8a8d<\/h2>\n
\n\n\u554f\u984c\u500b\u6240<\/div>\n\u4ed5\u8a33\u30b3\u30e1\u30f3\u30c8\u304c\u3001\u300c\u7d66\u6599\u652f\u6255\u3044\u300d\u304b\u3089\u300c\u5317\u4fe1\u7523\u696d \u682a\u5f0f\u4f1a\u793e\u7d66\u6599\u652f\u6255\u3044\u300d\u306b\u8aa4\u3063\u3066\u5909\u66f4\u3055\u308c\u305f\u3002\u30d7\u30ed\u30b0\u30e9\u30e0\u306a\u306e\u3067\u3001\u6b63\u78ba\u306a\u8a02\u6b63\u65b9\u6cd5\u3092\u6307\u793a\u3057\u306a\u3044\u3068\u6b63\u3057\u304f\u76f4\u3055\u306a\u3044\u3002\u500b\u5225\u9805\u76ee\u306e\u8a02\u6b63\u6307\u793a\u306f\u3053\u3053\u3067\u65ad\u5ff5\u3057\u3066\u3001\u968e\u5c64\u578b Tidy data\u3092\u3069\u3053\u307e\u3067\u7406\u89e3\u3057\u3066\u3044\u308b\u304b\u78ba\u8a8d\u3059\u308b\u3053\u3068\u306b\u3059\u308b\u3002<\/p>\n<\/div>\n
\nUser<\/div>\n\u6b21\u306e\u3088\u3046\u306a\u4ed5\u8a33\u65e5\u8a18\u5e33\u306e\u4f8b\u3092\u7528\u3044\u3066\u300c\u968e\u5c64\u578b Tidy data\u300d\u306e\u7279\u9577\u3068\u5f93\u6765\u306e\u6b63\u898f\u5316\u3055\u308c\u305f\u8907\u6570\u306e\u8868\u3092\u7528\u3044\u3066\u8a18\u9332\u3059\u308b\u5834\u5408\u3068\u306e\u9055\u3044\u3092\u7c21\u5358\u306b\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<\/div>\n
\n\u3053\u306e\u3088\u3046\u306a\u5f62\u3067\u3059<\/p>\n<\/div>\n
\n
\n \n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n<\/colgroup>\n \n \nGL02<\/th>\n GL02-GL55<\/th>\n GL55-GL60<\/th>\n GL55-GL68<\/th>\n GL02-01<\/th>\n GL02-02<\/th>\n GL02-03<\/th>\n GL64-02<\/th>\n GL64-03<\/th>\n GL64-04<\/th>\n GL57-01<\/th>\n GL57-02<\/th>\n GL55-01<\/th>\n GL55-02<\/th>\n GL55-03<\/th>\n GL55-04<\/th>\n GL55-05<\/th>\n GL55-06<\/th>\n GL55-08<\/th>\n GL63-01<\/th>\n GL63-02<\/th>\n GL56-01<\/th>\n GL60-01<\/th>\n GL60-02<\/th>\n GL60-03<\/th>\n GL68-01<\/th>\n GL68-02<\/th>\n GL68-04<\/th>\n<\/tr>\n<\/thead>\n \n \n 1<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n \n 1<\/p>\n<\/td>\n
\n 1<\/p>\n<\/td>\n
<\/td>\n \n \u5317\u4fe1\u7523\u696d \u682a\u5f0f\u4f1a\u793e<\/p>\n<\/td>\n
\n \u8ca1\u52d9\u4f1a\u8a08R4<\/p>\n<\/td>\n
\n PC01<\/p>\n<\/td>\n
\n ISOBE-PC01<\/p>\n<\/td>\n
\n 2022-09-02<\/p>\n<\/td>\n
\n 1<\/p>\n<\/td>\n
\n 2022-07-04<\/p>\n<\/td>\n
\n 4<\/p>\n<\/td>\n
\n \u9810\u91d1\u5f15\u51fa<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n<\/tr>\n \n \n 1<\/p>\n<\/td>\n
\n 1<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n \n \u501f\u65b9<\/p>\n<\/td>\n
<\/td>\n <\/td>\n \n 100<\/p>\n<\/td>\n
\n \u73fe\u91d1<\/p>\n<\/td>\n
\n 150000<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n<\/tr>\n \n \n 1<\/p>\n<\/td>\n
\n 2<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n \n \u8cb8\u65b9<\/p>\n<\/td>\n
<\/td>\n <\/td>\n \n 110<\/p>\n<\/td>\n
\n \u57ce\u5317\u9280\u884c\u666e\u901a\u9810\u91d1<\/p>\n<\/td>\n
\n 150000<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n<\/tr>\n \n \n 2<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n \n 2<\/p>\n<\/td>\n
\n 2<\/p>\n<\/td>\n
<\/td>\n \n \u5317\u4fe1\u7523\u696d \u682a\u5f0f\u4f1a\u793e<\/p>\n<\/td>\n
\n \u8ca1\u52d9\u4f1a\u8a08R4<\/p>\n<\/td>\n
\n PC02<\/p>\n<\/td>\n
\n ISOBE-PC01<\/p>\n<\/td>\n
\n 2023-04-15<\/p>\n<\/td>\n
\n 1<\/p>\n<\/td>\n
\n 2022-07-04<\/p>\n<\/td>\n
\n 4<\/p>\n<\/td>\n
\n \uff21\uff22\uff23\u5de5\u52d9\u5e97\uff64\u770b\u677f\u53d6\u308a\u5916\u3057\u51e6\u5206<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n<\/tr>\n \n \n 2<\/p>\n<\/td>\n
\n 1<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n \n \u501f\u65b9<\/p>\n<\/td>\n
<\/td>\n <\/td>\n \n 529<\/p>\n<\/td>\n
\n \u4fee\u7e55\u8cbb<\/p>\n<\/td>\n
\n 50000<\/p>\n<\/td>\n
\n \u8cc7\u91d1\u533a\u5206<\/p>\n<\/td>\n
\n 56<\/p>\n<\/td>\n
<\/td>\n \n 32<\/p>\n<\/td>\n
\n 10<\/p>\n<\/td>\n
\n \u6d88\u8cbb\u7a0e<\/p>\n<\/td>\n<\/tr>\n
\n \n 2<\/p>\n<\/td>\n
\n 2<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n \n \u8cb8\u65b9<\/p>\n<\/td>\n
<\/td>\n <\/td>\n \n 100<\/p>\n<\/td>\n
\n \u73fe\u91d1<\/p>\n<\/td>\n
\n 50000<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n<\/tr>\n \n \n 3<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n \n 3<\/p>\n<\/td>\n
\n 3<\/p>\n<\/td>\n
<\/td>\n \n \u5317\u4fe1\u7523\u696d \u682a\u5f0f\u4f1a\u793e<\/p>\n<\/td>\n
\n \u8ca1\u52d9\u4f1a\u8a08R4<\/p>\n<\/td>\n
\n PC01<\/p>\n<\/td>\n
\n ISOBE-PC01<\/p>\n<\/td>\n
\n 2022-09-02<\/p>\n<\/td>\n
\n 1<\/p>\n<\/td>\n
\n 2022-07-11<\/p>\n<\/td>\n
\n 4<\/p>\n<\/td>\n
\n \u4fe1\u91d1\uff78\uff9a\uff7c\uff9e\uff6f\uff84\u6271ETC\uff64\u6709\u6599\u9053\u8def\u4ee3<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n<\/tr>\n \n \n 3<\/p>\n<\/td>\n
\n 1<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n \n \u501f\u65b9<\/p>\n<\/td>\n
<\/td>\n <\/td>\n \n 204<\/p>\n<\/td>\n
\n \u672a\u6255\u91d1<\/p>\n<\/td>\n
\n 7860<\/p>\n<\/td>\n
\n \u8cc7\u91d1\u533a\u5206<\/p>\n<\/td>\n
\n 67<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n <\/td>\n<\/tr>\n \n \n 3<\/p>\n<\/td>\n
\n 2<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n \n \u8cb8\u65b9<\/p>\n<\/td>\n
<\/td>\n <\/td>\n \n 110<\/p>\n<\/td>\n
\n \u57ce\u5317\u9280\u884c\u666e\u901a\u9810\u91d1<\/p>\n<\/td>\n
\n 7860<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n<\/tr>\n \n \n 4<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n \n 4<\/p>\n<\/td>\n
\n 4<\/p>\n<\/td>\n
<\/td>\n \n \u5317\u4fe1\u7523\u696d \u682a\u5f0f\u4f1a\u793e<\/p>\n<\/td>\n
\n \u8ca1\u52d9\u4f1a\u8a08R4<\/p>\n<\/td>\n
\n PC01<\/p>\n<\/td>\n
\n ISOBE-PC01<\/p>\n<\/td>\n
\n 2022-09-02<\/p>\n<\/td>\n
\n 1<\/p>\n<\/td>\n
\n 2022-07-11<\/p>\n<\/td>\n
\n 4<\/p>\n<\/td>\n
\n \u57ce\u5317\u4fe1\u91d1\uff64\uff71\uff9d\uff7b\uff70\uff8e\uff9d\u624b\u6570\u6599<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n<\/tr>\n \n \n 4<\/p>\n<\/td>\n
\n 1<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n \n \u501f\u65b9<\/p>\n<\/td>\n
<\/td>\n <\/td>\n \n 512<\/p>\n<\/td>\n
\n \u652f\u6255\u624b\u6570\u6599<\/p>\n<\/td>\n
\n 1100<\/p>\n<\/td>\n
\n \u8cc7\u91d1\u533a\u5206<\/p>\n<\/td>\n
\n 56<\/p>\n<\/td>\n
<\/td>\n \n 32<\/p>\n<\/td>\n
\n 10<\/p>\n<\/td>\n
\n \u6d88\u8cbb\u7a0e<\/p>\n<\/td>\n<\/tr>\n
\n \n 4<\/p>\n<\/td>\n
\n 2<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n \n \u8cb8\u65b9<\/p>\n<\/td>\n
<\/td>\n <\/td>\n \n 110<\/p>\n<\/td>\n
\n \u57ce\u5317\u9280\u884c\u666e\u901a\u9810\u91d1<\/p>\n<\/td>\n
\n 1100<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n <\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n \nChatGPT<\/div>\n\u968e\u5c64\u578b Tidy data\u306e\u7279\u9577\u3068\u5f93\u6765\u306e\u6b63\u898f\u5316\u3055\u308c\u305f\u8907\u6570\u306e\u8868\u3092\u7528\u3044\u3066\u8a18\u9332\u3059\u308b\u5834\u5408\u3068\u306e\u9055\u3044\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n<\/div>\n
\n\u968e\u5c64\u578b Tidy data\u306e\u7279\u9577:<\/strong><\/p>\n<\/div>\n
\n\u5358\u4e00\u306e\u8868\u3067\u60c5\u5831\u3092\u8a18\u9332: \u968e\u5c64\u578b Tidy data\u3067\u306f\u3001\u4ed5\u8a33\u306e\u60c5\u5831\u3084\u660e\u7d30\u884c\u306e\u60c5\u5831\u3092\u5358\u4e00\u306e\u8868\u3067\u7ba1\u7406\u3057\u307e\u3059\u3002\u5404\u884c\u304c\u89b3\u6e2c\u5024\u3092\u8868\u3057\u3001\u89b3\u6e2c\u5358\u4f4d\u3054\u3068\u306b\u30c6\u30fc\u30d6\u30eb\u3092\u5f62\u6210\u3057\u307e\u3059\u3002
\n\u91cd\u8907\u306e\u524a\u6e1b: \u968e\u5c64\u578b Tidy data\u3067\u306f\u3001\u60c5\u5831\u306e\u91cd\u8907\u3092\u6700\u5c0f\u9650\u306b\u6291\u3048\u307e\u3059\u3002\u5fc5\u8981\u306a\u60c5\u5831\u306e\u307f\u3092\u9069\u5207\u306a\u884c\u306b\u8a18\u8f09\u3059\u308b\u3053\u3068\u3067\u3001\u30c7\u30fc\u30bf\u306e\u5197\u9577\u6027\u3092\u6e1b\u3089\u3057\u307e\u3059\u3002
\n\u968e\u5c64\u69cb\u9020\u306e\u8868\u73fe: \u968e\u5c64\u578b Tidy data\u3067\u306f\u3001\u968e\u5c64\u7684\u306a\u95a2\u4fc2\u3092\u8868\u73fe\u3067\u304d\u307e\u3059\u3002\u5217\u540d\u3084\u884c\u306e\u914d\u7f6e\u306b\u3088\u3063\u3066\u3001\u89aa\u5b50\u95a2\u4fc2\u3084\u968e\u5c64\u95a2\u4fc2\u3092\u660e\u793a\u7684\u306b\u793a\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/div>\n\n\u5f93\u6765\u306e\u6b63\u898f\u5316\u3055\u308c\u305f\u8907\u6570\u306e\u8868\u3092\u7528\u3044\u305f\u5834\u5408:<\/strong><\/p>\n<\/div>\n
\n\u30c6\u30fc\u30d6\u30eb\u306e\u5206\u5272: \u5f93\u6765\u306e\u65b9\u6cd5\u3067\u306f\u3001\u4ed5\u8a33\u60c5\u5831\u3068\u660e\u7d30\u884c\u60c5\u5831\u3092\u5225\u3005\u306e\u30c6\u30fc\u30d6\u30eb\u306b\u5206\u5272\u3057\u3066\u7ba1\u7406\u3057\u307e\u3059\u3002\u8907\u6570\u306e\u30c6\u30fc\u30d6\u30eb\u304c\u5fc5\u8981\u306b\u306a\u308a\u307e\u3059\u3002
\n\u7d50\u5408\u64cd\u4f5c\u306e\u5fc5\u8981\u6027: \u60c5\u5831\u3092\u53d6\u5f97\u3059\u308b\u969b\u306b\u306f\u3001\u8907\u6570\u306e\u30c6\u30fc\u30d6\u30eb\u3092\u7d50\u5408\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u64cd\u4f5c\u3084\u30af\u30a8\u30ea\u306e\u8907\u96d1\u3055\u304c\u5897\u3057\u307e\u3059\u3002
\n\u5197\u9577\u6027\u306e\u5897\u52a0: \u5404\u30c6\u30fc\u30d6\u30eb\u306b\u306f\u5fc5\u8981\u306a\u60c5\u5831\u306e\u4e00\u90e8\u304c\u91cd\u8907\u3057\u3066\u5b58\u5728\u3059\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002\u30c7\u30fc\u30bf\u306e\u66f4\u65b0\u3084\u5909\u66f4\u304c\u3042\u3063\u305f\u5834\u5408\u3001\u8907\u6570\u306e\u30c6\u30fc\u30d6\u30eb\u3067\u540c\u3058\u60c5\u5831\u3092\u66f4\u65b0\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002
\n\u968e\u5c64\u578b Tidy data\u306f\u3001\u60c5\u5831\u306e\u4e00\u8cab\u6027\u3068\u96c6\u7d04\u6027\u3092\u4fdd\u3061\u306a\u304c\u3089\u3001\u30c7\u30fc\u30bf\u306e\u5197\u9577\u6027\u3092\u6700\u5c0f\u9650\u306b\u6291\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u307e\u305f\u3001\u968e\u5c64\u95a2\u4fc2\u3092\u660e\u793a\u7684\u306b\u8868\u73fe\u3067\u304d\u308b\u305f\u3081\u3001\u30c7\u30fc\u30bf\u306e\u69cb\u9020\u3084\u95a2\u9023\u6027\u304c\u76f4\u611f\u7684\u306b\u7406\u89e3\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002\u3053\u308c\u306b\u5bfe\u3057\u3066\u3001\u5f93\u6765\u306e\u6b63\u898f\u5316\u3055\u308c\u305f\u8907\u6570\u306e\u8868\u3092\u4f7f\u7528\u3059\u308b\u5834\u5408\u306f\u3001\u30c7\u30fc\u30bf\u306e\u7d50\u5408\u3084\u64cd\u4f5c\u306e\u8907\u96d1\u3055\u304c\u5897\u3057\u3001\u5197\u9577\u6027\u306e\u5897\u52a0\u3082\u8d77\u3053\u308a\u5f97\u307e\u3059\u3002<\/p>\n<\/div>\n\n\u968e\u5c64\u578b Tidy data\u306f\u3001\u30c7\u30fc\u30bf\u306e\u7ba1\u7406\u3084\u89e3\u6790\u3001\u53ef\u8996\u5316\u306a\u3069\u306e\u3055\u307e\u3056\u307e\u306a\u7528\u9014\u3067\u52b9\u679c\u7684\u306b\u6d3b\u7528\u3067\u304d\u308b\u30c7\u30fc\u30bf\u5f62\u5f0f\u3067\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n
\nChatGPT\u304c\u7406\u89e3\u3067\u304d\u3066\u3044\u308b\u304b\u78ba\u8a8d<\/h2>\n
\n\nUser<\/div>\n\u968e\u5c64\u578bTidy data\u306e\u89e3\u8aac\u3092\u3001\u4ed5\u8a33\u65e5\u8a18\u5e33\u4ee5\u5916\u306e\u4f8b\u3092\u4f7f\u3063\u3066\u30012000\u5b57\u7a0b\u5ea6\u3067\u63d0\u793a\u3057\u3066\u304f\u3060\u3055\u3044\u3002
\n\u968e\u5c64\u578bTidy data\u306f\u3001\u5404\u884c\u304c\u7570\u306a\u308b\u89b3\u6e2c\u3092\u8868\u3057\u3001\u305d\u306e\u30a8\u30f3\u30c8\u30ea\u306b\u5c5e\u3059\u308b\u884c\u3054\u3068\u306b\u30a8\u30f3\u30c8\u30ea \u30ec\u30d9\u30eb\u306e\u30c7\u30fc\u30bf\u304c\u7e70\u308a\u8fd4\u3055\u308c\u307e\u3059\u3002 \u3053\u306e\u3068\u304d\u3001\u89b3\u6e2c\u306e\u7a2e\u985e\u304c\u7570\u306a\u308b\u3068\u3001\u7570\u306a\u308b\u7d44\u307f\u5408\u308f\u305b\u306e\u6b04\u304c\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002
\n\u3053\u306e\u5f62\u5f0f\u306f\u30011 \u3064\u306e\u884c\u5185\u306b\u30c7\u30fc\u30bf\u306e\u91cd\u8907\u304c\u306a\u304f\u3001\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u30c7\u30fc\u30bf\u3092\u7c21\u5358\u306b\u96c6\u8a08\u307e\u305f\u306f\u30d5\u30a3\u30eb\u30bf\u30fc\u51e6\u7406\u3067\u304d\u308b\u305f\u3081\u3001\u6574\u7406\u3055\u308c\u3066\u3044\u308b\u3068\u898b\u306a\u3055\u308c\u307e\u3059\u3002
\n\u89b3\u6e2c\u306f\u3001\u5fc5\u305a\u3057\u3082\u540c\u3058\u6027\u8cea\u3067\u3042\u308b\u5fc5\u8981\u306f\u306a\u304f\u3001\u4f8b\u3048\u3070\u3001\u4ed5\u8a33\u5165\u529b\u5358\u4f4d\u306e\u89b3\u6e2c\u3068\u4ed5\u8a33\u660e\u7d30\u306e\u89b3\u6e2c\u3092\u5408\u308f\u305b\u3066\u542b\u3080\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/div>\n\nChatGPT<\/div>\n\u968e\u5c64\u578b Tidy data\u306f\u3001\u30c7\u30fc\u30bf\u306e\u6574\u7406\u3068\u89e3\u6790\u3092\u5bb9\u6613\u306b\u3059\u308b\u305f\u3081\u306e\u5f62\u5f0f\u3067\u3059\u3002\u3053\u306e\u5f62\u5f0f\u3067\u306f\u3001\u5404\u884c\u304c\u7570\u306a\u308b\u89b3\u6e2c\u3092\u8868\u3057\u3001\u305d\u306e\u30a8\u30f3\u30c8\u30ea\u306b\u5c5e\u3059\u308b\u884c\u3054\u3068\u306b\u30a8\u30f3\u30c8\u30ea\u30ec\u30d9\u30eb\u306e\u30c7\u30fc\u30bf\u304c\u7e70\u308a\u8fd4\u3055\u308c\u307e\u3059\u3002\u5404\u884c\u306f\u89b3\u6e2c\u5358\u4f4d\u3068\u3057\u3066\u306e\u610f\u5473\u3092\u6301\u3061\u3001\u7570\u306a\u308b\u7d44\u307f\u5408\u308f\u305b\u306e\u6b04\u304c\u4f7f\u7528\u3055\u308c\u308b\u3053\u3068\u3067\u7570\u306a\u308b\u7a2e\u985e\u306e\u89b3\u6e2c\u3092\u8868\u73fe\u3057\u307e\u3059\u3002<\/p>\n<\/div>\n
\n\u968e\u5c64\u578b Tidy data\u306e\u7279\u9577\u306f\u3001\u30c7\u30fc\u30bf\u306e\u91cd\u8907\u306e\u524a\u6e1b\u3068\u96c6\u7d04\u6027\u306e\u5411\u4e0a\u3067\u3059\u30021\u3064\u306e\u884c\u5185\u306b\u30c7\u30fc\u30bf\u306e\u91cd\u8907\u304c\u306a\u3044\u305f\u3081\u3001\u5fc5\u8981\u306a\u60c5\u5831\u3060\u3051\u304c\u9069\u5207\u306a\u884c\u306b\u8a18\u8f09\u3055\u308c\u307e\u3059\u3002\u3053\u306e\u305f\u3081\u3001\u30c7\u30fc\u30bf\u306e\u5197\u9577\u6027\u304c\u6e1b\u308a\u307e\u3059\u3002\u307e\u305f\u3001\u30c7\u30fc\u30bf\u306e\u96c6\u8a08\u3084\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3082\u5bb9\u6613\u306b\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u540c\u3058\u30a8\u30f3\u30c8\u30ea\u306b\u95a2\u9023\u3059\u308b\u884c\u304c\u307e\u3068\u307e\u3063\u3066\u304a\u308a\u3001\u5fc5\u8981\u306a\u30c7\u30fc\u30bf\u3092\u7c21\u5358\u306b\u62bd\u51fa\u3057\u305f\u308a\u3001\u96c6\u8a08\u3057\u305f\u308a\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/div>\n
\n\u968e\u5c64\u578b Tidy data\u3067\u306f\u3001\u89b3\u6e2c\u306e\u7a2e\u985e\u304c\u7570\u306a\u308b\u5834\u5408\u3067\u3082\u67d4\u8edf\u306b\u30c7\u30fc\u30bf\u3092\u8868\u73fe\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u4ed5\u8a33\u5165\u529b\u5358\u4f4d\u306e\u89b3\u6e2c\u3068\u4ed5\u8a33\u660e\u7d30\u306e\u89b3\u6e2c\u3092\u540c\u3058\u8868\u306b\u542b\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u95a2\u9023\u3059\u308b\u60c5\u5831\u3092\u4e00\u7dd2\u306b\u7ba1\u7406\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3055\u307e\u3056\u307e\u306a\u7a2e\u985e\u306e\u89b3\u6e2c\u30921\u3064\u306e\u8868\u306b\u307e\u3068\u3081\u308b\u3053\u3068\u3067\u3001\u30c7\u30fc\u30bf\u306e\u4e00\u8cab\u6027\u3068\u95a2\u9023\u6027\u3092\u4fdd\u3061\u306a\u304c\u3089\u3001\u8907\u96d1\u306a\u30c7\u30fc\u30bf\u69cb\u9020\u3092\u7c21\u6f54\u306b\u8868\u73fe\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/div>\n
\n\u5f93\u6765\u306e\u6b63\u898f\u5316\u3055\u308c\u305f\u8907\u6570\u306e\u8868\u3092\u4f7f\u7528\u3059\u308b\u5834\u5408\u3068\u6bd4\u8f03\u3057\u3066\u3001\u968e\u5c64\u578b Tidy data\u306e\u5229\u70b9\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u307e\u3068\u3081\u3089\u308c\u307e\u3059\u3002<\/p>\n<\/div>\n
\n\u30c7\u30fc\u30bf\u306e\u7d71\u5408\u6027: \u968e\u5c64\u578b Tidy data\u3067\u306f\u3001\u95a2\u9023\u3059\u308b\u60c5\u5831\u30921\u3064\u306e\u8868\u306b\u307e\u3068\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u30c7\u30fc\u30bf\u306e\u5206\u6563\u3084\u65ad\u7247\u5316\u3092\u6e1b\u3089\u3057\u3001\u30c7\u30fc\u30bf\u306e\u7d71\u5408\u6027\u3092\u9ad8\u3081\u307e\u3059\u3002<\/p>\n<\/div>\n
\n\u5197\u9577\u6027\u306e\u4f4e\u6e1b: \u540c\u3058\u30c7\u30fc\u30bf\u3092\u8907\u6570\u306e\u30c6\u30fc\u30d6\u30eb\u3067\u91cd\u8907\u3057\u3066\u7ba1\u7406\u3059\u308b\u5fc5\u8981\u304c\u306a\u304f\u306a\u308a\u307e\u3059\u3002\u30c7\u30fc\u30bf\u306e\u5197\u9577\u6027\u3092\u4f4e\u6e1b\u3057\u3001\u30c7\u30fc\u30bf\u306e\u4e00\u8cab\u6027\u3092\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002<\/p>\n<\/div>\n
\n\u67d4\u8edf\u306a\u30c7\u30fc\u30bf\u64cd\u4f5c: \u968e\u5c64\u578b Tidy data\u306f\u3001\u30c7\u30fc\u30bf\u306e\u96c6\u8a08\u3084\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u306a\u3069\u306e\u64cd\u4f5c\u304c\u5bb9\u6613\u3067\u3059\u3002\u5fc5\u8981\u306a\u60c5\u5831\u3092\u7c21\u5358\u306b\u62bd\u51fa\u3057\u305f\u308a\u3001\u7279\u5b9a\u306e\u6761\u4ef6\u306b\u57fa\u3065\u3044\u3066\u30c7\u30fc\u30bf\u3092\u64cd\u4f5c\u3057\u305f\u308a\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/div>\n
\n\u53ef\u8aad\u6027\u3068\u7406\u89e3\u3057\u3084\u3059\u3055: \u968e\u5c64\u578b Tidy data\u306f\u3001\u30c7\u30fc\u30bf\u306e\u69cb\u9020\u3092\u660e\u78ba\u306b\u8868\u73fe\u3059\u308b\u305f\u3081\u3001\u53ef\u8aad\u6027\u304c\u9ad8\u304f\u7406\u89e3\u3057\u3084\u3059\u3044\u5f62\u5f0f\u3067\u3059\u3002\u30c7\u30fc\u30bf\u306e\u95a2\u9023\u6027\u3084\u968e\u5c64\u95a2\u4fc2\u304c\u8996\u899a\u7684\u306b\u628a\u63e1\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n<\/div>\n
\n\u968e\u5c64\u578b Tidy data\u306f\u3001\u30c7\u30fc\u30bf\u306e\u6574\u7406\u3068\u89e3\u6790\u3092\u5bb9\u6613\u306b\u3059\u308b\u305f\u3081\u306e\u5f37\u529b\u306a\u5f62\u5f0f\u3067\u3059\u3002\u30c7\u30fc\u30bf\u306e\u8907\u96d1\u3055\u3092\u6291\u3048\u306a\u304c\u3089\u60c5\u5831\u3092\u52b9\u679c\u7684\u306b\u7ba1\u7406\u3057\u3001\u30c7\u30fc\u30bf\u99c6\u52d5\u578b\u306e\u5206\u6790\u3084\u6d1e\u5bdf\u3092\u8fc5\u901f\u306b\u5b9f\u73fe\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n
\n\u8ffd\u52a0\u8cea\u554f<\/h2>\n
\n\nUser<\/div>\n\u4f8b\u3092\u4ea4\u3048\u3066\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n<\/div>\n
\nChatGPT<\/div>\n\u3082\u3061\u308d\u3093\u3067\u3059\u3002\u4ee5\u4e0b\u306b\u5177\u4f53\u7684\u306a\u4f8b\u3092\u4ea4\u3048\u306a\u304c\u3089\u3001\u968e\u5c64\u578b Tidy data\u306e\u7279\u9577\u3068\u5f93\u6765\u306e\u6b63\u898f\u5316\u3055\u308c\u305f\u8907\u6570\u306e\u8868\u3092\u7528\u3044\u308b\u5834\u5408\u3068\u306e\u9055\u3044\u3092\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n<\/div>\n
\n\u4eee\u60f3\u7684\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u4f7f\u7528\u3057\u3066\u3001\u5546\u54c1\u306e\u58f2\u4e0a\u30c7\u30fc\u30bf\u3092\u8003\u3048\u307e\u3057\u3087\u3046\u3002\u5f93\u6765\u306e\u6b63\u898f\u5316\u3055\u308c\u305f\u8868\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u3068\u3001\u968e\u5c64\u578b Tidy data\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306e\u6bd4\u8f03\u3092\u884c\u3044\u307e\u3059\u3002<\/p>\n<\/div>\n
\n\u5f93\u6765\u306e\u6b63\u898f\u5316\u3055\u308c\u305f\u8868\u306e\u30a2\u30d7\u30ed\u30fc\u30c1<\/p>\n<\/div>\n
\n\u4f8b\u3048\u3070\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u8868\u69cb\u9020\u3092\u8003\u3048\u307e\u3059\u3002<\/p>\n<\/div>\n
\n\u30c6\u30fc\u30d6\u30eb: Sales
\n\u30ab\u30e9\u30e0: SaleID, ProductID, Region, Country, Quantity, Amount
\n\u3053\u306e\u5834\u5408\u3001\u5546\u54c1\u3054\u3068\u306b\u8907\u6570\u306e\u884c\u304c\u3042\u308a\u3001\u5730\u57df\u3084\u56fd\u306b\u95a2\u3059\u308b\u60c5\u5831\u304c\u91cd\u8907\u3057\u3066\u8a18\u9332\u3055\u308c\u307e\u3059\u3002<\/p>\n<\/div>\n\n
\n \n\n \n \n \n \n \n<\/colgroup>\n \n \nSaleID<\/th>\n ProductID<\/th>\n Region<\/th>\n Country<\/th>\n Quantity<\/th>\n Amount<\/th>\n<\/tr>\n<\/thead>\n \n \n 1<\/p>\n<\/td>\n
\n 1001<\/p>\n<\/td>\n
\n North<\/p>\n<\/td>\n
\n USA<\/p>\n<\/td>\n
\n 10<\/p>\n<\/td>\n
\n 100<\/p>\n<\/td>\n<\/tr>\n
\n \n 2<\/p>\n<\/td>\n
\n 1001<\/p>\n<\/td>\n
\n North<\/p>\n<\/td>\n
\n Canada<\/p>\n<\/td>\n
\n 5<\/p>\n<\/td>\n
\n 50<\/p>\n<\/td>\n<\/tr>\n
\n \n 3<\/p>\n<\/td>\n
\n 1002<\/p>\n<\/td>\n
\n North<\/p>\n<\/td>\n
\n USA<\/p>\n<\/td>\n
\n 8<\/p>\n<\/td>\n
\n 80<\/p>\n<\/td>\n<\/tr>\n
\n \n 4<\/p>\n<\/td>\n
\n 1002<\/p>\n<\/td>\n
\n North<\/p>\n<\/td>\n
\n Canada<\/p>\n<\/td>\n
\n 12<\/p>\n<\/td>\n
\n 120<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
\n\u3053\u306e\u3088\u3046\u306a\u8868\u69cb\u9020\u3067\u306f\u3001\u540c\u3058\u5546\u54c1\u306b\u95a2\u3059\u308b\u60c5\u5831\u304c\u8907\u6570\u306e\u884c\u306b\u5206\u6563\u3057\u3066\u8a18\u9332\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u30c7\u30fc\u30bf\u306e\u5197\u9577\u6027\u304c\u9ad8\u304f\u3001\u60c5\u5831\u306e\u91cd\u8907\u3084\u4e0d\u6574\u5408\u304c\u751f\u3058\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<\/div>\n
\n\u968e\u5c64\u578b Tidy data\u306e\u30a2\u30d7\u30ed\u30fc\u30c1<\/p>\n<\/div>\n
\n\u968e\u5c64\u578b Tidy data\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u4e0a\u8a18\u306e\u30c7\u30fc\u30bf\u3092\u6b21\u306e\u3088\u3046\u306b\u8868\u73fe\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/div>\n
\n\u30c6\u30fc\u30d6\u30eb: Sales
\n\u30ab\u30e9\u30e0: SaleID, ProductID, EntryID, Region, Country, Quantity, Amount
\nSales\u30c6\u30fc\u30d6\u30eb\u306b\u306f\u3001\u4ed5\u8a33\u5165\u529b\u5358\u4f4d\u3054\u3068\u306e\u60c5\u5831\u3082\u542b\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/div>\n\n
\n \n\n \n \n \n \n \n \n<\/colgroup>\n \n \nSaleID<\/th>\n ProductID<\/th>\n EntryID<\/th>\n Region<\/th>\n Country<\/th>\n Quantity<\/th>\n Amount<\/th>\n<\/tr>\n<\/thead>\n \n \n 1<\/p>\n<\/td>\n
\n 1001<\/p>\n<\/td>\n
\n 1<\/p>\n<\/td>\n
\n North<\/p>\n<\/td>\n
\n USA<\/p>\n<\/td>\n
\n 10<\/p>\n<\/td>\n
\n 100<\/p>\n<\/td>\n<\/tr>\n
\n \n 1<\/p>\n<\/td>\n
\n 1001<\/p>\n<\/td>\n
\n 1<\/p>\n<\/td>\n
\n North<\/p>\n<\/td>\n
\n Canada<\/p>\n<\/td>\n
\n 5<\/p>\n<\/td>\n
\n 50<\/p>\n<\/td>\n<\/tr>\n
\n \n 2<\/p>\n<\/td>\n
\n 1002<\/p>\n<\/td>\n
\n 2<\/p>\n<\/td>\n
\n North<\/p>\n<\/td>\n
\n USA<\/p>\n<\/td>\n
\n 8<\/p>\n<\/td>\n
\n 80<\/p>\n<\/td>\n<\/tr>\n
\n \n 2<\/p>\n<\/td>\n
\n 1002<\/p>\n<\/td>\n
\n 2<\/p>\n<\/td>\n
\n North<\/p>\n<\/td>\n
\n Canada<\/p>\n<\/td>\n
\n 12<\/p>\n<\/td>\n
\n 120<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
\n\u3053\u306e\u3088\u3046\u306a\u8868\u69cb\u9020\u3067\u306f\u3001\u5546\u54c1\u3054\u3068\u306e\u60c5\u5831\u304c1\u3064\u306e\u89b3\u6e2c\u3068\u3057\u3066\u307e\u3068\u3081\u3089\u308c\u3066\u3044\u307e\u3059\u3002\u91cd\u8907\u3059\u308b\u60c5\u5831\u306f1\u3064\u306e\u884c\u306b\u307e\u3068\u3081\u3089\u308c\u308b\u305f\u3081\u3001\u30c7\u30fc\u30bf\u306e\u5197\u9577\u6027\u304c\u4f4e\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n
\n\u8aa4\u308a\u3092\u6307\u6458<\/h2>\n
\n\nUser<\/div>\n\u968e\u5c64\u578b Tidy data\u306e\u4f8b\u304c\u9593\u9055\u3044\u3067\u3059<\/p>\n<\/div>\n
\nChatGPT<\/div>\n\u304a\u3063\u3057\u3083\u308b\u901a\u308a\u3001\u5148\u307b\u3069\u306e\u4f8b\u306b\u8aa4\u308a\u304c\u3042\u308a\u307e\u3057\u305f\u3002\u304a\u8a6b\u3073\u7533\u3057\u4e0a\u3052\u307e\u3059\u3002<\/p>\n<\/div>\n
\n\u6b63\u3057\u3044\u968e\u5c64\u578b Tidy data\u306e\u4f8b\u3092\u4ee5\u4e0b\u306b\u793a\u3057\u307e\u3059\u3002<\/p>\n<\/div>\n
\n
\n \n\n \n \n \n \n \n \n \n \n \n \n<\/colgroup>\n \n \nSaleID<\/th>\n ProductID<\/th>\n EntryID<\/th>\n EntryComment<\/th>\n EntryDate<\/th>\n JournalLineID<\/th>\n Region<\/th>\n Country<\/th>\n Quantity<\/th>\n Amount<\/th>\n <\/th>\n<\/tr>\n<\/thead>\n \n \n 1<\/p>\n<\/td>\n
\n 1001<\/p>\n<\/td>\n
\n 1<\/p>\n<\/td>\n
\n Entry 1<\/p>\n<\/td>\n
\n 2022-01-01<\/p>\n<\/td>\n
<\/td>\n \n North<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n <\/td>\n<\/tr>\n \n \n 1<\/p>\n<\/td>\n
\n 1001<\/p>\n<\/td>\n
\n 1<\/p>\n<\/td>\n
<\/td>\n <\/td>\n \n 1<\/p>\n<\/td>\n
<\/td>\n <\/td>\n \n 10<\/p>\n<\/td>\n
\n 100<\/p>\n<\/td>\n
<\/td>\n<\/tr>\n \n \n 1<\/p>\n<\/td>\n
\n 1001<\/p>\n<\/td>\n
\n 1<\/p>\n<\/td>\n
<\/td>\n <\/td>\n \n 2<\/p>\n<\/td>\n
<\/td>\n <\/td>\n \n 5<\/p>\n<\/td>\n
\n 50<\/p>\n<\/td>\n
<\/td>\n<\/tr>\n \n \n 2<\/p>\n<\/td>\n
\n 1002<\/p>\n<\/td>\n
\n 2<\/p>\n<\/td>\n
\n Entry 2<\/p>\n<\/td>\n
\n 2022-01-02<\/p>\n<\/td>\n
<\/td>\n \n North<\/p>\n<\/td>\n
<\/td>\n <\/td>\n <\/td>\n <\/td>\n<\/tr>\n \n \n 2<\/p>\n<\/td>\n
\n 1002<\/p>\n<\/td>\n
\n 2<\/p>\n<\/td>\n
<\/td>\n <\/td>\n \n 3<\/p>\n<\/td>\n
<\/td>\n <\/td>\n \n 8<\/p>\n<\/td>\n
\n 80<\/p>\n<\/td>\n
<\/td>\n<\/tr>\n \n \n 2<\/p>\n<\/td>\n
\n 1002<\/p>\n<\/td>\n
\n 2<\/p>\n<\/td>\n
<\/td>\n <\/td>\n \n 4<\/p>\n<\/td>\n
<\/td>\n <\/td>\n \n 12<\/p>\n<\/td>\n
\n 120<\/p>\n<\/td>\n
<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n \n\u3053\u306e\u4f8b\u3067\u306f\u3001\u968e\u5c64\u578b Tidy data\u306e\u539f\u5247\u306b\u5f93\u3044\u3001\u5404\u884c\u304c\u7570\u306a\u308b\u89b3\u6e2c\u3092\u8868\u73fe\u3057\u3066\u3044\u307e\u3059\u3002\u30a8\u30f3\u30c8\u30ea\u3054\u3068\u306b\u30a8\u30f3\u30c8\u30ea\u60c5\u5831\u304c\u7e70\u308a\u8fd4\u3055\u308c\u3001\u30a8\u30f3\u30c8\u30ea\u306b\u5c5e\u3059\u308b\u4ed5\u8a33\u660e\u7d30\u884c\u304c\u7d9a\u304d\u307e\u3059\u3002<\/p>\n<\/div>\n
\n\u4f8b\u3048\u3070\u3001SaleID 1\u306f\u300cEntry 1\u300d\u3068\u3044\u3046\u30a8\u30f3\u30c8\u30ea\u30b3\u30e1\u30f3\u30c8\u3068\u300c2022-01-01\u300d\u3068\u3044\u3046\u5165\u529b\u65e5\u3092\u6301\u3061\u3001\u305d\u308c\u306b\u7d9a\u304f\u4ed5\u8a33\u660e\u7d30\u884c\u3067\u306f\u300cRegion\u300d\u3084\u300cCountry\u300d\u306b\u95a2\u3059\u308b\u60c5\u5831\u3001\u305d\u3057\u3066\u300cQuantity\u300d\u3068\u300cAmount\u300d\u304c\u8a18\u9332\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<\/div>\n
\n\u968e\u5c64\u578b Tidy data\u306e\u3053\u306e\u5f62\u5f0f\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u7570\u306a\u308b\u7a2e\u985e\u306e\u89b3\u6e2c\u3092\u4e00\u3064\u306e\u8868\u306b\u7d50\u5408\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u60c5\u5831\u306e\u91cd\u8907\u3092\u907f\u3051\u3064\u3064\u3001\u89b3\u6e2c\u5358\u4f4d\u3054\u3068\u306b\u5fc5\u8981\u306a\u60c5\u5831\u3092\u5305\u62ec\u7684\u306b\u8868\u73fe\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u307e\u305f\u3001\u96c6\u8a08\u3084\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u306a\u3069\u306e\u30c7\u30fc\u30bf\u64cd\u4f5c\u3082\u5bb9\u6613\u306b\u884c\u3048\u307e\u3059\u3002<\/p>\n<\/div>\n
\n\u554f\u984c\u500b\u6240<\/div>\nCountry\u6b04\u304b\u3089USA, Canada\u304c\u6d88\u3055\u308c\u3066\u3057\u307e\u3063\u3066\u3044\u308b\u304c\u3001\u8ffd\u52a0\u6307\u6458\u306f\u305b\u305a\u3053\u3053\u307e\u3067\u3068\u3057\u305f\u3002<\/p>\n<\/div>\n<\/div>\n<\/div>\n
\nMarmaid<\/h2>\n
\n\nMarmaid
\nVS Code\u306eAscii Doc\u3067Mermaid Markdown Syntax Highlighting\u6a5f\u80fd\u62e1\u5f35\u3092\u4f7f\u7528\u3057\u3066\u4f5c\u56f3\u3002<\/p>\n<\/div>\n\nMermaid\u306b\u3064\u3044\u3066\u306f\u3001
\nhttps:\/\/mermaid.js.org\/syntax\/classDiagram.html<\/a><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n - \u4ed5\u8a33\u60c5\u5831\u691c\u7d22\u5c02\u7528\u30d6\u30e9\u30a6\u30b6<\/a><\/li>\n