{"id":745,"date":"2020-12-20T04:29:34","date_gmt":"2020-12-19T19:29:34","guid":{"rendered":"https:\/\/skyit.biz\/?p=745"},"modified":"2020-12-20T11:12:39","modified_gmt":"2020-12-20T02:12:39","slug":"%e7%ac%ac1%e7%ab%a0%e3%80%80%e3%83%93%e3%83%83%e3%82%b0%e3%83%87%e3%83%bc%e3%82%bf%e3%81%a8%e3%83%87%e3%83%bc%e3%82%bf%e3%81%ae%e5%89%8d%e5%87%a6%e7%90%86","status":"publish","type":"post","link":"https:\/\/skyit.biz\/?p=745","title":{"rendered":"\u7b2c1\u7ae0\u3000\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u3068\u30c7\u30fc\u30bf\u306e\u524d\u51e6\u7406"},"content":{"rendered":"\n<p><\/p>\n\n\n\n<p>\u30c7\u30fc\u30bf\u5206\u6790\u306f\u3001\u30c7\u30fc\u30bf\u306e\u8cea\u306b\u5927\u304d\u304f\u5de6\u53f3\u3055\u308c\u308b\u3002<br>\u30c7\u30fc\u30bf\u5206\u6790\u306e\u524d\u51e6\u7406\u3068\u3057\u3066\u3001\u30c7\u30fc\u30bf\u3092\u3059\u3050\u306b\u5206\u6790\u53ef\u80fd\u306a\u72b6\u614b\u306b\u3057\u3066\u304a\u304f\u3053\u3068\u306f\u91cd\u8981\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<p>\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\uff0f\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u3068\u306f\uff1f<\/p>\n\n\n\n<p>\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u3068\u306f\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u529b\u3001\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u529b\u3092\u30d9\u30fc\u30b9\u306b\u30c7\u30fc\u30bf\u304b\u3089\u4fa1\u5024\u3092\u5275\u51fa\u3057\u3001\u30d3\u30b8\u30cd\u30b9\u8ab2\u984c\u306b\u7b54\u3048\u3092<br>\u51fa\u3059\u30d7\u30ed\u30d5\u30a7\u30c3\u30b7\u30e7\u30ca\u30eb\u3068\u5b9a\u7fa9\u3002<\/p>\n\n\n\n<p>\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u306e\u30b9\u30ad\u30eb\u30bb\u30c3\u30c8\u306f\u3001\uff13\u3064\u306e\u529b\u3092\u6319\u3052\u308b\u3002<\/p>\n\n\n\n<p>\uff11\uff0e\u30d3\u30b8\u30cd\u30b9\u529b business problem solving<br>\u8ab2\u984c\u80cc\u666f\u3092\u7406\u89e3\u3057\u305f\u4e0a\u3067\u3001\u30d3\u30b8\u30cd\u30b9\u8ab2\u984c\u3092\u6574\u7406\u3057\u3001\u89e3\u6c7a\u3059\u308b\u529b<br>\uff12\uff0e\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u529b data science<br>\u60c5\u5831\u51e6\u7406\u3001\u4eba\u5de5\u77e5\u80fd\u3001\u7d71\u8a08\u5b66\u306a\u3069\u306e\u60c5\u5831\u79d1\u5b66\u7cfb\u306e\u3061\u7d75\u3092\u7406\u89e3\u3057\u3001\u4f7f\u3046\u529b<br>\uff13\uff0e\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u529b data engineering<br>\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u3092\u610f\u5473\u306e\u3042\u308b\u5f62\u306b\u4f7f\u3048\u308b\u3088\u3046\u306b\u3057\u3001\u5b9f\u88c5\u3001\u904b\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u529b<\/p>\n\n\n\n<p>\u672c\u8b1b\u5ea7\u3067\u306f\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u529b\u3068\u3057\u3066\u306e\u7d71\u8a08\u5b66\u3001\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u3068\u3057\u3066Microsoft\u3000Excel\u3092\u30c4\u30fc\u30eb\u3068\u3057\u305f\u30c7\u30fc\u30bf\u5206\u6790\u529b\u3092\u8eab\u306b\u3064\u3051\u308b<br>\u3053\u3068\u3092\u76ee\u6a19\u3068\u3057\u305f\u5165\u9580\u8b1b\u5ea7\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<p>\u30c7\u30fc\u30bf\u53d6\u5f97\u304c\u5bb9\u6613\u306b\u306a\u3063\u305f\u8981\u56e0\u306f\u3001\u4ee5\u4e0b\u306e\uff12\u3064\u3042\u308b\u3002<br>1 \u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u306e\u6d78\u900f<br>2 IoT\u306e\u9032\u5c55<\/p>\n\n\n\n<p>\u30c7\u30fc\u30bf\u53d6\u5f97\u304c\u5bb9\u6613\u306b\u306a\u3063\u305f\u3060\u3051\u3067\u306a\u304f\u3001\u53d6\u5f97\u3055\u308c\u308b\u30c7\u30fc\u30bf\u306e\u7a2e\u985e\u3082\u591a\u7a2e\u591a\u69d8\u3068\u306a\u3063\u305f\u3002<\/p>\n\n\n\n<p>\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u3068\u306f\uff1f<br>\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u306e\u5b9a\u7fa9<br>\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u306f\u3001\u5de8\u5927\u306a\u30c7\u30fc\u30bf\u7fa4\u3092\u6307\u3057\u3001<br>\u5178\u578b\u7684\u306a\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u30fb\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u304c\u628a\u63e1\u3057\u3001\u84c4\u7a4d\u3057\u3001\u904b\u7528\u3057\u3001\u5206\u6790\u3067\u304d\u308b\u80fd\u529b\u3092\u8d85\u3048\u305f\u30b5\u30a4\u30ba\u3068\u5b9a\u7fa9\u3059\u308b\u3002<br>\u30b5\u30a4\u30ba\u7684\u306b\u306f\u3001\u6570\u5341TB\u304b\u3089\u6570PB\u3068\u3055\u308c\u308b\u3002<\/p>\n\n\n\n<p>\u30c7\u30fc\u30bf\u306e\u7a2e\u985e\u306f\u30012\u7a2e\u985e\u3042\u308b\u3002<br>\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3068\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3002<br>\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u306f\u3001\u6574\u7406\u3057\u3084\u3059\u3044\u30c7\u30fc\u30bf\u3067\u3001Excel\u3084CSV\u306a\u3069\u3067\u884c\u3068\u5217\u306e\u4e8c\u6b21\u5143\u306b\u4e26\u3079\u305f\u30c7\u30fc\u30bf<\/p>\n\n\n\n<p>\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u306f\u3001\u753b\u50cf\u3084\u52d5\u753b\u3001\u6587\u7ae0\u306a\u3069\u3002\u30c7\u30fc\u30bf\u5185\u306b\u898f\u5247\u7684\u306a\u533a\u5207\u308a\u306f\u3042\u308b\u304c\u3001\u4e8c\u6b21\u5143\u5316\u3057\u306b\u304f\u3044\u534a\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3082\u3042\u308a\u3001json\u30d5\u30a1\u30a4\u30eb\u3084HTML\u30bf\u30b0\u5f62\u5f0f\u304c<br>\u8a72\u5f53\u3059\u308b\u3002<\/p>\n\n\n\n<p>\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u306e\u7279\u6027<br>\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u306e\u8cea\u7684\u306a\u5b9a\u7fa9\u3001\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u304c\u6301\u3061\u3046\u308b\u7279\u6027<br>\uff13\u3064\u306eV\u304c\u3042\u308b\u3002<br>Variety<br>Volume<br>Velocity<br>Variety \u30c7\u30fc\u30bf\u306e\u591a\u69d8\u6027\u306e\u3053\u3068\u3002\u30c7\u30fc\u30bf\u306f\u30c6\u30ad\u30b9\u30c8\u3001\u97f3\u58f0\u3001\u753b\u50cf\u3001\u52d5\u753b\u306a\u3069\u591a\u7a2e\u591a\u69d8\u306a\u60c5\u5831\u3067\u3042\u308a\u3001\u69d8\u3005\u306a\u30d5\u30a1\u30a4\u30eb\u5f62\u5f0f\u3092\u6301\u3064\u3002<\/p>\n\n\n\n<p>Volume \u30c7\u30fc\u30bf\u91cf\u306e\u3053\u3068\u3002<br>\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u3068\u3044\u3046\u305d\u306e\u540d\u306e\u901a\u308a\u3001\u30c7\u30fc\u30bf\u91cf\u306f\u81a8\u5927\u3068\u6210\u308b\u3002<br>IoT\u6a5f\u5668\u3092\u901a\u3058\u3066\u3001\u3042\u308b\u6a5f\u68b0\u306e\u7a3c\u50cd\u72b6\u6cc1\u30921\u79d2\u9593\u306b1\u56de\u6442\u53d6\u3059\u308b\u5834\u5408\u3001<br>\u3053\u308c\u30921\u5e74\u9593\u7d9a\u3051\u308b\u3068\u3001\u30c7\u30fc\u30bf\u91cf\u306f\u30013000\u4e07\u30ec\u30b3\u30fc\u30c9\u8d85\u3048\u3068\u306a\u308b\u3002<\/p>\n\n\n\n<p>Velocity \u30c7\u30fc\u30bf\u304c\u751f\u6210\u3055\u308c\u308b\u901f\u5ea6\u3084\u983b\u5ea6\u306e\u3053\u3068\u3002<br>\u79d2\u5358\u4f4d\u3084\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30c7\u30fc\u30bf\u306e\u53d6\u5f97\u306a\u3069\u3001\u9ad8\u983b\u5ea6\u30c7\u30fc\u30bf\u751f\u6210\u304c\u3042\u308b\u3002<\/p>\n\n\n\n<p>\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u306e\u6d3b\u7528<br>\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u306f\u3001\u5206\u6790\u5bfe\u8c61\u3068\u3057\u3066\u7528\u3044\u3089\u308c\u305f\u6642\u306b\u4fa1\u5024\u304c\u767a\u63ee\u3055\u308c\u308b\u3002<\/p>\n\n\n\n<p>\u30c7\u30fc\u30bf\u5206\u6790\u3068AI<br>1 \u53ce\u96c6<br>2 \u84c4\u7a4d<br>3 \u5206\u6790<br>4 \u52d5\u4f5c<\/p>\n\n\n\n<p>\u4eba\u5de5\u77e5\u80fd\u306f\u3001\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3057\u3066\u3001\u50be\u5411\u3084\u30d1\u30bf\u30fc\u30f3\u3092\u8aad\u307f\u53d6\u308b\u3053\u3068\u304c\u30d9\u30fc\u30b9\u3068\u306a\u308b\u3002<\/p>\n\n\n\n<p>\u30c7\u30fc\u30bf\u306e\u524d\u51e6\u7406<\/p>\n\n\n\n<p>\u30c7\u30fc\u30bf\u306e\u524d\u51e6\u7406\u3068\u306f\u3001\u30c7\u30fc\u30bf\u306e\u30af\u30ec\u30f3\u30b8\u30f3\u30b0\u3068\u3082\u547c\u3070\u308c\u308b\u4f5c\u696d\u3067\u3001\u30c7\u30fc\u30bf\u306e\u54c1\u8cea\u3092\u4e0a\u3052\u308b\u4f5c\u696d\u306e\u3053\u3068\u3002<br>\u30c7\u30fc\u30bf\u5206\u6790\u3092\u884c\u3046\u305f\u3081\u306e\u3082\u306e\uff08\u5b9f\u65bd\u304c\u30de\u30b9\u30c8\uff09<br>\u30c7\u30fc\u30bf\u5206\u6790\u3092\u6539\u5584\u3055\u305b\u308b\u305f\u3081\u306e\u3082\u306e\uff08\u5b9f\u65bd\u304c\u30d9\u30bf\u30fc\uff09<\/p>\n\n\n\n<p>\u672c\u8b1b\u5ea7\u304c\u6271\u3046\u306e\u306f\u3001\u30c7\u30fc\u30bf\u6587s\u578b\u3092\u884c\u3046\u305f\u3081\u306e\u3082\u306e\u3068\u306a\u308b\u3002<br>\u6b20\u640d\u5024<br>\u5916\u308c\u5024<br>\u8868\u8a18\u63fa\u308c<br>\u4e0a\u8a18\u306b\u95a2\u3059\u308b\u51e6\u7406\u306b\u3064\u3044\u3066\u5b66\u7fd2\u3059\u308b\u3002<\/p>\n\n\n\n<p>Excel\u306b\u304a\u3051\u308b\u30c7\u30fc\u30bf\u30af\u30ec\u30f3\u30b8\u30f3\u30b0<\/p>\n\n\n\n<p>\u25a0\uff11 \u30d7\u30ed\u30bb\u30b9\u306e\u8a18\u9332<br>\u30c7\u30fc\u30bf\u30af\u30ec\u30f3\u30b8\u30f3\u30b0\u306f\u3001\u5143\u306e\u30c7\u30fc\u30bf\u3092\u5225\u306e\u30c7\u30fc\u30bf\uff0f\u8868\u8a18\u306b\u7f6e\u304d\u63db\u3048\u308b\u3053\u3068\u304c\u30e1\u30a4\u30f3\u3068\u6210\u308b\u3002<br>Excel\u306b\u306f\u3001\u691c\u7d22\u3068\u7f6e\u63db\u3068\u3044\u3046\u6761\u4ef6\u3092\u6e80\u305f\u3059\u30c7\u30fc\u30bf\u3092\u65b0\u3057\u304f\u6307\u5b9a\u3057\u305f\u30c7\u30fc\u30bf\u306b\u7f6e\u304d\u63db\u3048\u308b\u6a5f\u80fd\u304c\u3042\u308b\u3002<br>\u305f\u3060\u3001\u305d\u308c\u3092\u4f7f\u3046\u3068\u3001\u30af\u30ec\u30f3\u30b8\u30f3\u30b0\u306e\u4f5c\u696d\u30d7\u30ed\u30bb\u30b9\u3092\u8a18\u9332\uff08\u30ed\u30b0\uff09\u3068\u3057\u3066\u81ea\u52d5\u3067\u6b8b\u3059\u3053\u3068\u304c\u3067\u304d\u306a\u3044\u3002<\/p>\n\n\n\n<p>\u30c7\u30fc\u30bf\u5206\u6790\u306b\u304a\u3044\u3066\u3001\u8ab0\u304b\u5225\u306e\u4eba\u304c\u4f5c\u696d\u3092\u3057\u3066\u3082\u3001\u540c\u3058\u7d50\u679c\u304c\u5f97\u3089\u308c\u308b\u3053\u3068\u3001\u5ba2\u89b3\u6027\u3084\u518d\u73fe\u6027\u304c\u3042\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3042\u308b\u3002<br>\u4f5c\u696d\u306e\u904e\u7a0b\u3092\u3067\u304d\u308b\u3060\u3051\u6b8b\u3059\u3088\u3046\u306b\u610f\u8b58\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3002<br>Python\u3084R\u3068\u3044\u3063\u305f\u7d71\u8a08\u89e3\u6790\u306b\u7528\u3044\u3089\u308c\u308b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u3067\u306f\u3001\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30b3\u30fc\u30c9\u3084\u30ed\u30b0\u3092\u6b8b\u3059\u3053\u3068\u304c\u3067\u304d\u308b\u3002<br>\u672c\u8b1b\u5ea7\u3067\u306f\u3001Excel\u95a2\u6570\u3092\u4f7f\u3063\u305f\u4f5c\u696d\u30d7\u30ed\u30bb\u30b9\u3092\u6b8b\u3059\u3053\u3068\u306e\u3067\u304d\u308b\u30af\u30ec\u30f3\u30b8\u30f3\u30b0\u4f5c\u696d\u3092\u8aac\u660e\u3059\u308b\u3002<\/p>\n\n\n\n<p>\u25a0\uff12 \u901a\u3057\u756a\u53f7\u306e\u633f\u5165<br>\u5206\u6790\u5bfe\u8c61\u306e\u30c7\u30fc\u30bf\u306b\u901a\u3057\u756a\u53f7\u304c\u542b\u307e\u308c\u3066\u3044\u306a\u3044\u5834\u5408\u306f\u3001\u4e00\u756a\u5de6\u306b\u901a\u3057\u756a\u53f7\u306e\u5217\u3092\u4f5c\u3063\u3066\u304a\u304f\u3002<br>\u901a\u3057\u756a\u53f7\u304c\u3042\u308b\u3068\u3001\u884c\u306e\u7ba1\u7406\u304c\u3067\u304d\u308b\u3002\u30c7\u30fc\u30bf\u6570\u306e\u78ba\u8a8d\u3001\u30c7\u30fc\u30bf\u306e\u4e26\u3073\u66ff\u3048\u306e\u57fa\u6e96\u306b\u3082\u4f7f\u3048\u308b\u3002<\/p>\n\n\n\n<p>\u2460 \u5206\u6790\u5bfe\u8c61\u30c7\u30fc\u30bf\u306e\u5de6\u7aef\u306b\u5217\u3092\u633f\u5165\u3057\u3001\u7a7a\u767d\u5217\u3092\u4f5c\u308b\u3002<br>\u2461 \u5217\u306e\u30bf\u30a4\u30c8\u30eb\u306f\u901a\u3057\u756a\u53f7\u3084No.\u3068\u540d\u4ed8\u3051\u3066\u304a\u304f\u3002<br>\u2462 \u30c7\u30fc\u30bf\u306e\u2460\u884c\u76ee\u306b\uff11\uff0c\uff12\u884c\u76ee\u306b\uff12\u3092\u5165\u529b<br>\u2463 \u30bb\u30eb\u306e\u53f3\u4e0b\u306e\u9685\u306b\u30ab\u30fc\u30bd\u30eb\u3092\u5f53\u3066\u3001\u5341\u5b57\u30ad\u30fc\u306b\u306a\u3063\u305f\u3068\u3053\u308d\u3067\u3001\u30c0\u30d6\u30eb\u30af\u30ea\u30c3\u30af\u3059\u308b\u3068<br>\u6700\u7d42\u884c\u307e\u3067\u4e00\u6c17\u306b\u901a\u3057\u756a\u53f7\u304c\u81ea\u52d5\u5165\u529b\u3055\u308c\u3066\u4fbf\u5229\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<p>\uff11\uff0e\uff13\uff0e\uff13\u6b20\u640d\u5024<br>\u5024\u306e\u629c\u3051\u843d\u3061\u305f\u30c7\u30fc\u30bf\u3092\u6b20\u640d\u5024\u3068\u3044\u3046\u3002 NaN,N\/A,\u7a7a\u6b04\u306a\u3069<br>\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u306e\u4e2d\u306b\u306f\u3001\u6b20\u640d\u5024\u304c\u542b\u307e\u308c\u3066\u3044\u308b\u3053\u3068\u304c\u3088\u304f\u3042\u308b\u3002<br>\u30c7\u30fc\u30bf\u306e\u4e2d\u306b\u6b20\u640d\u5024\u304c\u3042\u308b\u3068\u3001\u5206\u6790\u306b\u652f\u969c\u3068\u306a\u308b\u305f\u3081\u3001\u5bfe\u51e6\u304c\u5fc5\u8981\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<p>\uff08\uff11\uff09 \u6b20\u640d\u5024\u306e\u6709\u7121\u306e\u78ba\u8a8d<br>\u6b20\u640d\u5024\u304c\u30c7\u30fc\u30bf\u306b\u542b\u307e\u308c\u3066\u3044\u308b\u304b\u78ba\u8a8d\u3059\u308b\u3002<br>Excel\u306e\u30b9\u30c6\u30fc\u30bf\u30b9\u30d0\u30fc\u3067\u78ba\u8a8d\u3059\u308b\u306e\u304c\u4fbf\u5229\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<p>\u30b9\u30c6\u30fc\u30bf\u30b9\u30d0\u30fc\u3092\u53f3\u30af\u30ea\u30c3\u30af\u3059\u308b\u3068\u3001\u8868\u793a\u9805\u76ee\u3092\u9078\u629e\u3067\u304d\u308b\u3002<br>\u5e73\u5747\u3001\u30c7\u30fc\u30bf\u306e\u500b\u6570\u3001\u6570\u5024\u306e\u500b\u6570\u3001\u6700\u5927\u5024\u3001\u6700\u5c0f\u5024\u3001\u5408\u8a08\u306e\u30c1\u30a7\u30c3\u30af\u3092\u5165\u308c\u3066\u304a\u304f\u3002<br>1\u5217\u76ee\u304c\u5217\u540d\u306e\u5834\u5408\u30012\u884c\u76ee\u304b\u3089\u30c7\u30fc\u30bf\u3068\u306a\u308b\u305f\u3081\u3001\u6570\u5024\u306e\u500b\u6570\uff0b\uff11\u304c\u30c7\u30fc\u30bf\u306e\u500b\u6570\u3068\u306a\u308b\u3002<\/p>\n\n\n\n<p>\uff08\uff12\uff09 \u6b20\u640d\u5024\u306e\u5b58\u5728\u304c\u78ba\u8a8d\u3067\u304d\u305f\u6642\u3001\u5bfe\u51e6\u65b9\u6cd5\u306f\u3001\u53d6\u308a\u9664\u304f\u3001\u4fdd\u7ba1\u3059\u308b\u306e\uff12\u3064\u306b\u5927\u304d\u304f\u5206\u3051\u3089\u308c\u308b\u3002<br>\u25a0\u6b20\u640d\u5024\u3092\u53d6\u308a\u9664\u304f<br>\u6b20\u640d\u5024\u304c\u591a\u3044\u5834\u5408\u306f\u3001\u30c7\u30fc\u30bf\u4e0d\u8db3\u306b\u3042\u3093\u3063\u3066\u3057\u307e\u3063\u305f\u308a\u3001\u5fc5\u8981\u306a\u60c5\u5831\u307e\u3067\u5931\u3046\u3053\u3068\u304c\u3042\u308b\u3002<br>\u30fb\u6b20\u640d\u5024\u3092\u542b\u3080\u884c\u5168\u4f53\u3092\u524a\u9664\u3059\u308b\u3002<br>\u30fb\u30d5\u30a3\u30eb\u30bf\u30fc\u6a5f\u80fd\u3092\u4f7f\u3063\u3066\u6b20\u640d\u5024\u3092\u53d6\u308a\u9664\u304f<br>\u30d7\u30ed\u30bb\u30b9\u8a18\u9332\u306e\u89b3\u70b9\u304b\u3089\u3001\uff12\u3064\u76ee\u306e\u30d5\u30a3\u30eb\u30bf\u30fc\u3092\u66f8\u3051\u308b\u65b9\u6cd5\u304c\u826f\u3044\u3002<br>\u30d5\u30a3\u30eb\u30bf\u30fc\u6a5f\u80fd\u3092\u4f7f\u3046\u3053\u3068\u3067\u3001\u62bd\u51fa\u307e\u305f\u306f\u3001\u9664\u5916\u3059\u308b\u884c\u3092\u6307\u5b9a\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p>\n\n\n\n<p>\u2460 \u30d5\u30a3\u30eb\u30bf\u30fc\u3092\u304b\u3051\u308b<br>\u5bfe\u8c61\u30c7\u30fc\u30bf\u306e\u4efb\u610f\u306e\u30bb\u30eb\u3092\u9078\u629e\u3057\u3066\u3001\u30c7\u30fc\u30bf\u30bf\u30d6\u306e\u30d5\u30a3\u30eb\u30bf\u30fc\u30dc\u30bf\u30f3\u3092\u62bc\u3059\u3002<br>\u30d5\u30a3\u30eb\u30bf\u306e\u9078\u629e\u304c\u30dc\u30bf\u30f3\u304c\u8868\u793a\u3055\u308c\u308b\u3002<\/p>\n\n\n\n<p>\u2461 \u6b20\u640d\u5024\u3092\u975e\u8868\u793a\u306b\u3059\u308b\u3002<br>\u6b20\u640d\u5024(N\/A) \u306e\u30c1\u30a7\u30c3\u30af\u3092\u5916\u3059\u3002<\/p>\n\n\n\n<p>\u25a0\u6b20\u640d\u5024\u3092\u7f6e\u304d\u63db\u3048\u3066\u88dc\u5b8c\u3059\u308b<br>\u6b20\u640d\u5024\u3092\u4f55\u3089\u304b\u306e\u6570\u5b57\u3092\u7528\u3044\u3066\u3001\u4e00\u62ec\u3057\u3066\u6b20\u640d\u5024\u3092\u7f6e\u304d\u63db\u3048\u308b\u3002<br>\u7a7a\u767d\u306e\u6b20\u640d\u5024\u3092\u8abf\u3079\u308b\u306b\u306f\u3001IF\u6587\u3068ISBLANK\u95a2\u6570\u3092\u7528\u3044\u308b\u3002<\/p>\n\n\n\n<p>\u6b20\u640d\u5024\u3092\u7f6e\u63db\u3059\u308b\u3002<\/p>\n\n\n\n<p>\u5916\u308c\u5024<br>\u4ed6\u306e\u30c7\u30fc\u30bf\u304b\u3089\u5927\u304d\u304f\u30cf\u30ba\u30ec\u305f\u5024\u3092\u5916\u308c\u5024\u3068\u3044\u3046\u3002<br>\u5916\u308c\u5024\u304c\u3042\u308b\u3068\u3001\u4e88\u6e2c\u7d50\u679c\u304c\u305d\u306e\u5024\u306b\u5de6\u53f3\u3055\u308c\u3066\u3001\u6b63\u78ba\u6027\u3092\u6b20\u304f\u3053\u3068\u306b\u306a\u308b\u3002<\/p>\n\n\n\n<p>\uff08\uff11\uff09 \u5916\u308c\u5024\u304c\u751f\u3058\u308b\u539f\u56e0<br>\u5916\u308c\u5024\u304c\u751f\u3058\u308b\u539f\u56e0\u306f\u3001\u4e0b\u8a18\u306e\u901a\u308a<br>\u30fb\u30c7\u30fc\u30bf\u5165\u529b\u306b\u304a\u3051\u308b\u30df\u30b9<br>\u30fb\u8868\u8a08\u7b97\u30bd\u30d5\u30c8\u306e\u96c6\u8a08\u884c\u6df7\u5165<br>\u30fb\u7a81\u767a\u7684\u306a\u4e8b\u8c61\u306e\u767a\u751f<br>\u30fbIoT\u6a5f\u5668\u306b\u7d99\u3044\u3066\u3044\u308b\u30bb\u30f3\u30b5\u30fc\u306e\u6545\u969c<br>\u624b\u5165\u529b\u30df\u30b9\u306a\u3069\u4eba\u70ba\u7684\u306a\u30df\u30b9\u304c\u591a\u3044\u3002<\/p>\n\n\n\n<p>\uff08\uff12\uff09 \u5916\u308c\u5024\u306e\u6709\u7121\u306e\u78ba\u8a8d<br>\u5206\u6790\u5bfe\u8c61\u306e\u30c7\u30fc\u30bf\u306e\u4e2d\u306b\u5916\u308c\u5024\u304c\u542b\u307e\u308c\u3066\u3044\u308b\u304b\u3092\u78ba\u8a8d\u3059\u308b\u5834\u5408\u3001\u6b20\u640d\u5024\u3068\u540c\u3058\u3088\u3046\u306bExcel\u306e\u30b9\u30c6\u30fc\u30bf\u30b9\u30d0\u30fc\u3092\u5229\u7528\u3059\u308b\u3068\u4fbf\u5229\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<p>\uff08\uff13\uff09 \u5916\u308c\u5024\u3078\u306e\u5bfe\u51e6<br>\u5916\u308c\u5024\u306f\u3001\u751f\u3058\u305f\u539f\u56e0\u306b\u5fdc\u3058\u3066\u3001\u6271\u3044\u3092\u8003\u3048\u308b\u5fc5\u8981\u304c\u3042\u308b\u3002<br>\u5916\u308c\u5024\u304c\u3001\u7570\u5e38\u5024\u3067\u3042\u308c\u3070\u3001\u53d6\u308a\u9664\u304f\u3002\u767a\u751f\u3059\u3079\u304d\u3067\u306f\u306a\u3044\u5024\u3092\u793a\u3057\u3066\u3044\u308b\u3053\u3068\u304c\u524d\u63d0\u3002<br>\u30c7\u30fc\u30bf\u3092\u6607\u9806\u3084\u964d\u9806\u306b\u3057\u3066\u3001\u4e0a\u9650\u4ee5\u964d\u3092\u4e00\u5f8b\u306b\u5207\u308a\u6368\u3066\u308b\u65b9\u6cd5\u304c\u3042\u308b\u304c\u3001\u3084\u308a\u3059\u304e\u308b\u3068\u30c7\u30fc\u30bf\u306e\u6b63\u78ba\u6027\u304c\u6b20\u5982\u3059\u308b\u3002<\/p>\n\n\n\n<p>\uff11\uff0e\uff13\uff0e\uff15\u8868\u8a18\u63fa\u308c<br>\u8868\u8a18\u63fa\u308c\u3068\u306f\u3001\u3042\u308b\u5358\u8a9e\u306e\u66f8\u304d\u65b9\u304c\u8907\u6570\u5b58\u5728\u3059\u308b\u3053\u3068\u3067\u3001\u6307\u3057\u793a\u3059\u8868\u8a18\u306b\u3070\u3089\u3064\u304d\u304c\u51fa\u3066\u3001\u7d71\u4e00\u611f\u304c\u306a\u304f\u3001\u30c7\u30fc\u30bf\u306e\u4fe1\u983c\u6027\u3092\u6b20\u304f\u3053\u3068\u306b\u306a\u308b\u3002<br>\u4e00\u3064\u306e\u4f1a\u793e\u3092\u3001\u8907\u6570\u306e\u547c\u3073\u540d\u3067\u6307\u3057\u793a\u3057\u3066\u3044\u308b\u5834\u5408\u3001\u30c7\u30fc\u30bf\u3092\u7d71\u4e00\u3057\u3001\u96c6\u7d04\u3057\u306a\u3051\u308c\u3070\u3001\u30c7\u30fc\u30bf\u306e\u7d71\u5408\u751f\u304c\u6b20\u5982\u3068\u306a\u308b\u3002<\/p>\n\n\n\n<p>\uff08\uff11\uff09 \u8868\u8a18\u63fa\u308c\u306e\u6709\u7121\u306e\u78ba\u8a8d\u306b\u306f\u3001\u30d5\u30a3\u30eb\u30bf\u30fc\u6a5f\u80fd\u304c\u4fbf\u5229\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<p>\uff08\uff12\uff09 \u8868\u8a18\u63fa\u308c\u3078\u306e\u5bfe\u51e6<br>\u8868\u8a18\u3092\u7d71\u4e00\u3059\u308b\u306b\u306f\u3001\u30d1\u30bf\u30fc\u30f3\u306e\u6d17\u3044\u51fa\u3057\u3092\u3057\u3066\u3001\u3069\u306e\u3088\u3046\u306b\u3057\u3066\u7d71\u4e00\u3055\u305b\u305f\u304b\u3092\u8a18\u9332\u306b\u6b8b\u3057\u3066\u304a\u304f\u3053\u3068\u3002<\/p>\n\n\n\n<p>\u3072\u3089\u304c\u305f\u3001\u30ab\u30bf\u30ab\u30ca\u3001\u5168\u89d2\u30ab\u30bf\u30ab\u30ca\u3001\u534a\u89d2\u30ab\u30bf\u30ab\u30ca\u306e\u7d71\u4e00<br>PHONETIC\u95a2\u6570\u3092\u4f7f\u3046\u3002<\/p>\n\n\n\n<p>\u2461 \u6587\u5b57\u5217\u306b\u542b\u307e\u308c\u308b\u7a7a\u767d\u306e\u9664\u53bb<br>TRIM\u95a2\u6570\u3092\u4f7f\u3046<\/p>\n\n\n\n<p>\u2462 \u6587\u5b57\u306e\u7f6e\u304d\u63db\u3048\u306b\u3088\u308b\u8868\u8a18\u306e\u7d71\u4e00<br>SUBSTITUTE\u95a2\u6570\u3092\u4f7f\u3046<\/p>\n\n\n\n<p>\u2463 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