{"id":14563,"date":"2026-10-07T10:03:40","date_gmt":"2026-10-07T01:03:40","guid":{"rendered":"https:\/\/debono.co.jp\/media\/ai-usecase\/delivery-eta-prediction\/"},"modified":"2026-10-07T10:03:40","modified_gmt":"2026-10-07T01:03:40","slug":"delivery-eta-prediction","status":"publish","type":"ai_usecase","link":"https:\/\/debono.co.jp\/media\/ai-usecase\/delivery-eta-prediction\/","title":{"rendered":"\u81ea\u793e\u4fbf\u306e\u914d\u9001\u3067\u3001\u5f53\u65e5\u306e\u7a4d\u8fbc\u30fb\u8d70\u884c\u30fb\u914d\u9054\u306e\u8a18\u9332\u304b\u3089\u914d\u9001\u5148\u3054\u3068\u306e\u5230\u7740\u6642\u523b\u3092\u898b\u8fbc\u307f\u3001\u9045\u308c\u305d\u3046\u306a\u914d\u9001\u5148\u3078\u4e8b\u524d\u306e\u9023\u7d61\u6587\u3092\u4f5c\u308b"},"content":{"rendered":"","protected":false},"excerpt":{"rendered":"<p>\u81ea\u793e\u4fbf\u306e\u5f53\u65e5\u306e\u7a4d\u8fbc\u30fb\u8d70\u884c\u30fb\u914d\u9054\u306e\u8a18\u9332\u304b\u3089\u3001\u6b8b\u308a\u306e\u914d\u9001\u5148\u3054\u3068\u306b\u5230\u7740\u306e\u898b\u8fbc\u307f\u3092\u51fa\u3057\u3001\u6307\u5b9a\u306e\u6642\u9593\u306b\u9045\u308c\u305d\u3046\u306a\u914d\u9001\u5148\u3092\u914d\u8eca\u4fc2\u306b\u77e5\u3089\u305b\u307e\u3059\u3002\u9045\u308c\u305d\u3046\u306a\u914d\u9001\u5148\u306b\u306f\u3001\u5230\u7740\u306e\u898b\u8fbc\u307f\u3092\u4f1d\u3048\u308b\u9023\u7d61\u6587\u306e\u4e0b\u66f8\u304d\u3092\u6dfb\u3048\u307e\u3059\u3002<\/p>\n","protected":false},"author":5,"featured_media":0,"template":"","meta":{"swell_btn_cv_data":"","usecase_id":"UC-0643","platform_main":"Python","publish_date":"","last_updated":"2026-10-07","tech_verified_date":"2026-10-07","trigger":"**\u7a4d\u8fbc\u5b8c\u4e86\u306e\u6642\u70b9\u3068\u30018\u6642\u304b\u308918\u6642\u307e\u3067\u306e30\u5206\u3054\u3068\u306b\u56de\u3057\u307e\u3059\u3002** \u7a4d\u8fbc\u5b8c\u4e86\u306e\u6642\u70b9\u306e\u898b\u8fbc\u307f\u306f\u3001\u305d\u306e\u65e5\u306e\u6700\u521d\u306e\u9023\u7d61\u306b\u4f7f\u3044\u307e\u3059\u3002**\u51fa\u5eab\u524d\u306b\u300c\u4eca\u65e5\u306f\u9045\u308c\u308b\u300d\u3068\u5206\u304b\u308b\u914d\u9001\u5148\u306f\u3001\u671d\u306e\u3046\u3061\u306b\u9023\u7d61\u3057\u307e\u3059\u3002**\n\n**30\u5206\u3054\u3068\u306e\u56de\u306f\u3001\u4fbf\u3054\u3068\u306b\u6700\u65b0\u306e\u8a18\u9332\u3060\u3051\u3067\u898b\u8fbc\u307f\u3092\u4f5c\u308a\u76f4\u3057\u307e\u3059\u3002** \u914d\u9054\u5b8c\u4e86\u306e\u8a18\u9332\u304c\u5165\u308b\u305f\u3073\u306b\u56de\u3059\u5f62\u3082\u8003\u3048\u3089\u308c\u307e\u3059\u304c\u300125\u53f0\u304c1\u65e5\u306b\u6570\u767e\u4ef6\u306e\u5b8c\u4e86\u3092\u8a18\u9332\u3059\u308b\u306e\u3067\u3001**30\u5206\u3054\u3068\u306b\u307e\u3068\u3081\u305f\u307b\u3046\u304c\u3001\u898b\u8fbc\u307f\u306e\u63fa\u308c\u304c\u843d\u3061\u7740\u304d\u307e\u3059\u3002** \u56de\u3059\u305f\u3073\u306b\u7d50\u679c\u3092\u4e0a\u66f8\u304d\u305b\u305a\u3001\u6642\u523b\u4ed8\u304d\u3067\u6b8b\u3057\u307e\u3059\u3002","input_data":"| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u5f53\u65e5\u306e\u4fbf | \u4fbf\u756a\u53f7\u3001\u8eca\u4e21\u3001\u30c9\u30e9\u30a4\u30d0\u30fc\u3001\u914d\u9001\u9806\u3001\u914d\u9001\u5148\u3001**\u6642\u9593\u6307\u5b9a\u306e\u59cb\u307e\u308a\u3068\u7d42\u308f\u308a**\u3001\u7acb\u4f1a\u3044\u306e\u8981\u5426 | \u914d\u8eca\u30b7\u30b9\u30c6\u30e0 |\n| \u8d70\u884c\u3068\u914d\u9054\u306e\u8a18\u9332 | \u51fa\u5eab\u306e\u6642\u523b\u3001\u4f4d\u7f6e\u3068\u6642\u523b\u3001**\u914d\u9001\u5148\u3054\u3068\u306e\u5230\u7740\u3068\u914d\u9054\u5b8c\u4e86\u306e\u6642\u523b** | \u8eca\u8f09\u7aef\u672b |\n| \u914d\u9001\u5148\u306e\u4e00\u89a7 | \u4f4f\u6240\u306e\u7def\u5ea6\u7d4c\u5ea6\u3001\u8377\u53d7\u3051\u306e\u5834\u6240\uff08\u73fe\u5834\u306e\u5165\u53e3\u30fb\u5e97\u8217\u306e\u88cf\u53e3\uff09\u3001**\u904e\u53bb\u306e\u8377\u53d7\u3051\u306b\u304b\u304b\u3063\u305f\u6642\u9593** | \u914d\u9001\u5148\u306e\u4e00\u89a7\u3068\u904e\u53bb\u306e\u8a18\u9332 |\n| \u7a4d\u8fbc\u306e\u8a18\u9332 | \u4fbf\u3054\u3068\u306e\u7a4d\u8fbc\u5b8c\u4e86\u306e\u6642\u523b\u3001\u8377\u306e\u500b\u6570\u30fb\u91cd\u3055 | \u5009\u5eab\u306e\u7a4d\u8fbc\u306e\u8a18\u9332 |\n| \u9053\u8def\u306e\u6240\u8981\u6642\u9593 | \u4eca\u306e\u4f4d\u7f6e\u304b\u3089\u6b21\u306e\u914d\u9001\u5148\u3001\u914d\u9001\u5148\u304b\u3089\u914d\u9001\u5148\u307e\u3067\u306e `duration` \u3068 `staticDuration` | Routes API |\n\n**\u8cea\u3092\u6c7a\u3081\u308b\u306e\u306f\u30012\u884c\u76ee\u306e\u300c\u914d\u9001\u5148\u3054\u3068\u306e\u5230\u7740\u3068\u914d\u9054\u5b8c\u4e86\u306e\u6642\u523b\u300d\u3067\u3059\u3002** \u5230\u7740\u304b\u3089\u5b8c\u4e86\u307e\u3067\u304c\u8377\u53d7\u3051\u306b\u304b\u304b\u3063\u305f\u6642\u9593\u3067\u3001**\u3053\u308c\u304c\u914d\u9001\u5148\u3054\u3068\u306b\u5927\u304d\u304f\u9055\u3044\u307e\u3059\u3002** \u5de5\u4e8b\u73fe\u5834\u306f\u8077\u4eba\u3092\u547c\u3093\u3067\u304f\u308b\u307e\u3067\u5f85\u3061\u3001\u30db\u30fc\u30e0\u30bb\u30f3\u30bf\u30fc\u306f\u691c\u54c1\u306e\u5217\u306b\u4e26\u3073\u307e\u3059\u3002**\u5230\u7740\u3068\u5b8c\u4e86\u306e\u4e21\u65b9\u3092\u62bc\u3059\u904b\u7528\u306b\u306a\u3063\u3066\u3044\u306a\u3051\u308c\u3070\u3001\u6700\u521d\u306b\u305d\u3053\u3092\u76f4\u3057\u307e\u3059\u3002**\n\n**3\u884c\u76ee\u306e\u904e\u53bb\u306e\u8377\u53d7\u3051\u306e\u6642\u9593\u306f\u3001\u914d\u9001\u5148\u3054\u3068\u306e\u4e2d\u592e\u5024\u3068\u3001\u3070\u3089\u3064\u304d\u306e\u5927\u304d\u3055\u3067\u6301\u3061\u307e\u3059\u3002** \u300c\u5e73\u574720\u5206\u300d\u306e\u914d\u9001\u5148\u3067\u3082\u300110\u5206\u306e\u65e5\u306850\u5206\u306e\u65e5\u304c\u6df7\u3056\u3063\u3066\u3044\u308c\u3070\u3001\u9045\u3081\u306e\u898b\u8fbc\u307f\u304c\u5927\u304d\u304f\u5909\u308f\u308a\u307e\u3059\u3002","data_source":"\u914d\u8eca\u30b7\u30b9\u30c6\u30e0\u304b\u3089\u5f53\u65e5\u306e\u4fbf\u3092\u3001\u8eca\u8f09\u7aef\u672b\u306e\u7ba1\u7406\u753b\u9762\u304b\u3089\u4f4d\u7f6e\u3068\u914d\u9054\u306e\u8a18\u9332\u3092\u3001\u305d\u308c\u305e\u308cCSV\u304bAPI\u3067\u53d6\u308a\u3001Python \u306e pandas \u3067\u8aad\u307f\u8fbc\u307f\u307e\u3059\u3002\u3069\u306e\u5f62\u3067\u53d6\u308c\u308b\u304b\u306f\u88fd\u54c1\u3054\u3068\u306b\u9055\u3046\u305f\u3081\u3001**\u6700\u521d\u306b\u3001\u914d\u9054\u5b8c\u4e86\u306e\u8a18\u9332\u304c\u4f55\u5206\u9045\u308c\u3067\u53d6\u308c\u308b\u304b\u3092\u78ba\u304b\u3081\u307e\u3059\u3002** 1\u6642\u9593\u9045\u308c\u3067\u3057\u304b\u53d6\u308c\u306a\u3044\u306a\u3089\u300130\u5206\u3054\u3068\u306b\u56de\u3059\u610f\u5473\u304c\u3042\u308a\u307e\u305b\u3093\u3002\n\n| \u53d6\u308b\u3082\u306e | \u3069\u3053\u304b\u3089 | \u4f55\u306b\u4f7f\u3046\u304b |\n|:--|:--|:--|\n| \u5f53\u65e5\u306e\u4fbf | \u914d\u8eca\u30b7\u30b9\u30c6\u30e0\uff08\u7a4d\u8fbc\u5b8c\u4e86\u306e\u6642\u70b9\uff09 | \u6b8b\u308a\u306e\u914d\u9001\u5148\u3068\u6642\u9593\u6307\u5b9a |\n| \u6700\u65b0\u306e\u4f4d\u7f6e\u3068\u914d\u9054\u5b8c\u4e86 | \u8eca\u8f09\u7aef\u672b\uff0830\u5206\u3054\u3068\uff09 | \u4eca\u3069\u3053\u306b\u3044\u3066\u3001\u4f55\u4ef6\u6b8b\u3063\u3066\u3044\u308b\u304b |\n| \u9053\u8def\u306e\u6240\u8981\u6642\u9593 | Routes API | \u8d70\u884c\u306e\u6642\u9593\u306e\u571f\u53f0 |\n| \u904e\u53bb\u306e\u4fbf\u3068\u5b9f\u969b\u306e\u5230\u7740 | \u3053\u306e\u69cb\u6210\u306e\u4fdd\u5b58\u5148 | \u5b66\u3073\u76f4\u3057 |\n\n**Routes API \u306f\u3001\u6b8b\u308a\u306e\u914d\u9001\u5148\u3092\u9806\u756a\u306b\u7d50\u3093\u3060\u533a\u9593\u3054\u3068\u306b\u547c\u3073\u307e\u3059\u3002** \u4eca\u306e\u4f4d\u7f6e\u304b\u3089\u6b21\u306e\u914d\u9001\u5148\u3001\u6b21\u304b\u3089\u6b21\u3078\u3068\u533a\u9593\u3092\u4e26\u3079\u3001`duration` \u3092\u8db3\u3057\u3066\u3044\u304d\u307e\u3059\u3002**1\u53f0\u3042\u305f\u308a\u6b8b\u308a\u5341\u6570\u533a\u9593\u3067\u300130\u5206\u3054\u3068\u306b25\u53f0\u5206\u306a\u306e\u3067\u3001\u547c\u3076\u56de\u6570\u3068\u6599\u91d1\u3092\u6700\u521d\u306b\u898b\u7a4d\u3082\u308a\u307e\u3059\u3002** \u6df7\u307f\u5177\u5408\u3092\u8003\u3048\u308b\u8a2d\u5b9a\u306f\u6599\u91d1\u304c\u9ad8\u3044\u533a\u5206\u306a\u306e\u3067\u3001**\u5915\u65b9\u4ee5\u964d\u306b\u6b8b\u308a\u304c\u6570\u4ef6\u306b\u306a\u3063\u305f\u4fbf\u304b\u3089\u3001\u547c\u3076\u9593\u9694\u3092\u5e83\u3052\u307e\u3059\u3002**","preprocessing":"1. **\u305d\u306e\u6642\u70b9\u306e\u72b6\u614b\u3092\u4f5c\u308b** \u2026 \u4fbf\u3054\u3068\u306b\u3001\u6700\u5f8c\u306b\u914d\u9054\u3092\u7d42\u3048\u305f\u914d\u9001\u5148\u3001\u4eca\u306e\u4f4d\u7f6e\u3001\u6b8b\u308a\u306e\u914d\u9001\u5148\u306e\u4e26\u3073\u3092\u4f5c\u308a\u307e\u3059\n2. **\u9045\u308c\u306e\u7a4d\u307f\u4e0a\u304c\u308a** \u2026 \u3053\u3053\u307e\u3067\u306e\u914d\u9001\u5148\u3067\u3001\u4e88\u5b9a\u3088\u308a\u3069\u308c\u3060\u3051\u9045\u308c\u3066\u3044\u308b\u304b\uff08\u5206\uff09\u3092\u51fa\u3057\u307e\u3059\n3. **\u8d70\u884c\u306e\u6642\u9593** \u2026 \u6b8b\u308a\u306e\u914d\u9001\u5148\u3054\u3068\u306b\u3001\u4eca\u306e\u4f4d\u7f6e\u304b\u3089\u305d\u306e\u914d\u9001\u5148\u307e\u3067\u306e `duration` \u306e\u5408\u8a08\u3068 `staticDuration` \u306e\u5408\u8a08\u3092\u51fa\u3057\u307e\u3059\n4. **\u8377\u53d7\u3051\u306e\u6642\u9593** \u2026 \u305d\u306e\u914d\u9001\u5148\u3088\u308a\u524d\u306b\u3042\u308b\u914d\u9001\u5148\u306e\u3001\u904e\u53bb\u306e\u8377\u53d7\u3051\u306e\u6642\u9593\u306e\u4e2d\u592e\u5024\u306e\u5408\u8a08\u3092\u51fa\u3057\u307e\u3059\n5. **\u6642\u523b\u306e\u7279\u5fb4** \u2026 \u66dc\u65e5\u3001\u305d\u306e\u6642\u70b9\u306e\u6642\u523b\u3001\u6708\u672b\u304b\u3001\u96e8\u304b\uff08\u6c17\u8c61\u306e\u8a18\u9332\u3092\u53d6\u308a\u8fbc\u3080\u5834\u5408\uff09\u3092\u52a0\u3048\u307e\u3059\n6. **\u6b20\u3051\u305f\u5024\u306e\u6271\u3044** \u2026 \u521d\u3081\u3066\u306e\u914d\u9001\u5148\u306e\u8377\u53d7\u3051\u306e\u6642\u9593\u3001\u4f4d\u7f6e\u304c\u9014\u5207\u308c\u305f\u6642\u9593\u5e2f\u306f\u30010\u3067\u57cb\u3081\u305a\u306b NaN \u306e\u307e\u307e\u6e21\u3057\u307e\u3059\n7. **\u76ee\u7684\u306e\u5024** \u2026 \u300c\u305d\u306e\u6642\u70b9\u304b\u3089\u3001\u305d\u306e\u914d\u9001\u5148\u306b\u5b9f\u969b\u306b\u7740\u304f\u307e\u3067\u306e\u5206\u6570\u300d\u3092\u76ee\u7684\u306e\u5024\u306b\u3057\u307e\u3059\n\n**\u5b66\u7fd2\u7528\u306e\u30c7\u30fc\u30bf\u306f\u3001\u904e\u53bb\u306e\u4fbf\u309230\u5206\u3054\u3068\u306e\u6642\u70b9\u3067\u5207\u3063\u3066\u4f5c\u308a\u307e\u3059\u3002** \u540c\u3058\u4fbf\u306e\u540c\u3058\u914d\u9001\u5148\u306b\u3064\u3044\u3066\u30019\u6642\u306e\u6642\u70b9\u30019\u664230\u5206\u306e\u6642\u70b9\u3001\u2026\u2026\u306e\u884c\u304c\u3067\u304d\u3001\u305d\u308c\u305e\u308c\u306b\u300c\u305d\u306e\u6642\u70b9\u3067\u5206\u304b\u3063\u3066\u3044\u305f\u3053\u3068\u300d\u3060\u3051\u3092\u5165\u308c\u307e\u3059\u3002**\u305d\u306e\u6642\u70b9\u3088\u308a\u5f8c\u306e\u914d\u9054\u5b8c\u4e86\u306e\u8a18\u9332\u3092\u6df7\u305c\u308b\u3068\u3001\u5b66\u7fd2\u3067\u306f\u5f53\u305f\u308b\u306e\u306b\u672c\u756a\u3067\u306f\u5916\u308c\u308b\u30e2\u30c7\u30eb\u306b\u306a\u308a\u307e\u3059\u3002** \u6642\u523b\u3067\u5207\u308b\u51e6\u7406\u3092\u5fc5\u305a\u5165\u308c\u307e\u3059\u3002\n\n**7\u756a\u76ee\u3092\u300c\u5230\u7740\u306e\u6642\u523b\u300d\u3067\u306f\u306a\u304f\u300c\u305d\u306e\u6642\u70b9\u304b\u3089\u306e\u5206\u6570\u300d\u306b\u3059\u308b\u306e\u306f\u3001\u6642\u523b\u306e\u307e\u307e\u3060\u3068\u671d\u306e\u4fbf\u3068\u5348\u5f8c\u306e\u4fbf\u3067\u5024\u306e\u5927\u304d\u3055\u304c\u307e\u3063\u305f\u304f\u9055\u3046\u304b\u3089\u3067\u3059\u3002** \u5206\u6570\u306b\u3057\u3066\u304b\u3089\u3001\u305d\u306e\u6642\u70b9\u306e\u6642\u523b\u306b\u8db3\u3057\u3066\u5230\u7740\u306e\u898b\u8fbc\u307f\u306b\u623b\u3057\u307e\u3059\u3002","ai_processing":"**\u3053\u306e\u69cb\u6210\u306e\u300cAI\u300d\u306f2\u3064\u306e\u90e8\u54c1\u306b\u5206\u304b\u308c\u307e\u3059\u3002** \u5230\u7740\u306e\u898b\u8fbc\u307f\u3092\u51fa\u3059\u306e\u304c\u6a5f\u68b0\u5b66\u7fd2\u306e\u30e2\u30c7\u30eb\u3001\u9023\u7d61\u6587\u3092\u6574\u3048\u308b\u306e\u304c\u751f\u6210AI\u3067\u3059\u3002**\u751f\u6210AI\u306f\u6642\u523b\u3092\u4f5c\u308a\u307e\u305b\u3093\u3002**\n\n| \u90e8\u54c1 | \u3055\u305b\u308b\u3053\u3068 | \u3055\u305b\u306a\u3044\u3053\u3068 |\n|:--|:--|:--|\n| HistGradientBoostingRegressor\uff08\u4e2d\u592e\u5024\uff09 | \u6b8b\u308a\u306e\u914d\u9001\u5148\u3054\u3068\u306e\u666e\u901a\u306e\u898b\u8fbc\u307f | \u914d\u9001\u9806\u3092\u5165\u308c\u66ff\u3048\u305f\u3068\u304d\u306e\u898b\u8fbc\u307f |\n| HistGradientBoostingRegressor\uff0890\uff05\u70b9\uff09 | \u6b8b\u308a\u306e\u914d\u9001\u5148\u3054\u3068\u306e\u9045\u3081\u306e\u898b\u8fbc\u307f | \u2015 |\n| \u5224\u5b9a\uff08Python\uff09 | \u6642\u9593\u6307\u5b9a\u3068\u6bd4\u3079\u3066\u3001\u9045\u308c\u306e\u898b\u8fbc\u307f\uff0f\u9045\u308c\u306e\u304a\u305d\u308c\uff0f\u9593\u306b\u5408\u3046\u898b\u8fbc\u307f\u306b\u5206\u3051\u308b | \u9023\u7d61\u3059\u308b\u304b\u306e\u6700\u7d42\u306e\u6c7a\u5b9a |\n| Claude API | \u9023\u7d61\u6587\u306e\u4e0b\u66f8\u304d | \u6642\u523b\u3092\u5909\u3048\u308b\u3001\u9045\u308c\u306e\u7406\u7531\u3092\u4f5c\u308b |\n\n**\u9045\u3081\u306e\u898b\u8fbc\u307f\u306b90\uff05\u70b9\u3092\u4f7f\u3046\u306e\u306f\u3001\u300c10\u56de\u306b1\u56de\u306f\u3053\u308c\u3088\u308a\u9045\u304f\u306a\u308b\u300d\u30e9\u30a4\u30f3\u3060\u304b\u3089\u3067\u3059\u3002** \u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001`loss='quantile'` \u306f\u30d4\u30f3\u30dc\u30fc\u30eb\u640d\u5931\u3092\u4f7f\u3044\u3001`quantile` \u3067\u63a8\u5b9a\u3059\u308b\u5206\u4f4d\u70b9\u30920\u304b\u30891\u306e\u9593\u3067\u6307\u5b9a\u3059\u308b\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002**\u4e2d\u592e\u5024\uff080.5\uff09\u306890\uff05\u70b9\uff080.9\uff09\u3067\u3001\u30e2\u30c7\u30eb\u30922\u3064\u5b66\u3070\u305b\u307e\u3059\u3002**\n\n**2\u3064\u306e\u30e2\u30c7\u30eb\u306e\u898b\u8fbc\u307f\u304c\u9006\u8ee2\u3059\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002** \u5225\u3005\u306b\u5b66\u3070\u305b\u308b\u306e\u3067\u3001\u307e\u308c\u306b90\uff05\u70b9\u306e\u898b\u8fbc\u307f\u304c\u4e2d\u592e\u5024\u3088\u308a\u65e9\u304f\u51fa\u307e\u3059\u3002**\u305d\u306e\u5834\u5408\u306f90\uff05\u70b9\u3092\u4e2d\u592e\u5024\u306b\u305d\u308d\u3048\u3001\u8a18\u9332\u306b\u5370\u3092\u4ed8\u3051\u307e\u3059\u3002** \u5370\u304c\u5897\u3048\u308b\u914d\u9001\u5148\u306f\u3001\u5b66\u3076\u6750\u6599\u304c\u8db3\u308a\u3066\u3044\u307e\u305b\u3093\u3002\n\n**\u5358\u8abf\u306e\u5236\u7d04\u3082\u5165\u308c\u307e\u3059\u3002** \u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001`monotonic_cst` \u3067\u7279\u5fb4\u3054\u3068\u306b\u5358\u8abf\u5897\u52a0\uff081\uff09\u30fb\u5358\u8abf\u6e1b\u5c11\uff08\u22121\uff09\u3092\u6307\u5b9a\u3067\u304d\u308b\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002**\u6b8b\u308a\u306e\u8d70\u884c\u6642\u9593\u3068\u3001\u524d\u306b\u3042\u308b\u914d\u9001\u5148\u306e\u6570\u306f\u3001\u5897\u3048\u308c\u3070\u5230\u7740\u304c\u9045\u304f\u306a\u308b\u5411\u304d\u306b\u7e1b\u308a\u307e\u3059\u3002** \u7e1b\u3089\u306a\u3044\u3068\u3001\u30c7\u30fc\u30bf\u306e\u5c11\u306a\u3044\u7bc4\u56f2\u3067\u300c\u914d\u9001\u5148\u304c\u5897\u3048\u305f\u306e\u306b\u65e9\u304f\u7740\u304f\u300d\u898b\u8fbc\u307f\u304c\u51fa\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\n\n**\u5b66\u3073\u76f4\u3057\u306e\u6210\u7e3e\u306f\u3001\u6642\u9593\u306e\u9806\u306b\u5206\u3051\u3066\u6e2c\u308a\u307e\u3059\u3002** \u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001`TimeSeriesSplit` \u306f\u6642\u9593\u9806\u306e\u30c7\u30fc\u30bf\u3092\u5206\u3051\u308b\u3082\u306e\u3067\u3001\u307b\u304b\u306e\u5206\u3051\u65b9\u306f\u672a\u6765\u306e\u30c7\u30fc\u30bf\u3067\u5b66\u7fd2\u3057\u3066\u904e\u53bb\u3092\u8a55\u4fa1\u3059\u308b\u3053\u3068\u306b\u306a\u308a\u4e0d\u9069\u5207\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002\n\n| \u751f\u6210AI\u306b\u3055\u305b\u306a\u3044\u3053\u3068 | \u7406\u7531 |\n|:--|:--|\n| \u898b\u8fbc\u307f\u306e\u6642\u523b\u3092\u66f8\u304d\u63db\u3048\u308b\u3001\u4e38\u3081\u3092\u5909\u3048\u308b | \u914d\u8eca\u4fc2\u304c\u78ba\u304b\u3081\u305f\u6642\u523b\u3068\u98df\u3044\u9055\u3046 |\n| \u9045\u308c\u306e\u7406\u7531\u3092\u66f8\u304f\uff08\u6e0b\u6ede\u30fb\u524d\u306e\u914d\u9001\u5148\u306e\u90fd\u5408\uff09 | \u78ba\u304b\u3081\u3066\u3044\u306a\u3044\u7406\u7531\u3092\u914d\u9001\u5148\u3078\u4f1d\u3048\u308b\u3053\u3068\u306b\u306a\u308b |\n| \u300c\u5fc5\u305a\u300d\u300c\u78ba\u5b9f\u306b\u300d\u3068\u7d04\u675f\u3059\u308b | \u898b\u8fbc\u307f\u306f\u898b\u8fbc\u307f\u3002\u5916\u308c\u305f\u3068\u304d\u306b\u7d04\u675f\u3092\u7834\u3063\u305f\u3053\u3068\u306b\u306a\u308b |\n| \u4ed6\u306e\u914d\u9001\u5148\u306e\u540d\u524d\u3084\u8377\u306e\u4e2d\u8eab\u3092\u66f8\u304f | \u5225\u306e\u53d6\u5f15\u5148\u306e\u60c5\u5831\u304c\u6f0f\u308c\u308b |","prompt_example":"**\u30e2\u30c7\u30eb\u306e\u8a2d\u5b9a\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002** \u5b66\u7fd2\u306f\u67081\u56de\u3001\u898b\u8fbc\u307f\u306f30\u5206\u3054\u3068\u306b\u56de\u3057\u307e\u3059\u3002\n\n```python\nimport numpy as np\nfrom sklearn.ensemble import HistGradientBoostingRegressor\n\ncommon = dict(\n    categorical_features=\"from_dtype\",       # \u914d\u9001\u5148\u306e\u7a2e\u985e\u30fb\u66dc\u65e5\u306f Categorical \u578b\n    monotonic_cst={\"remaining_drive_min\": 1, # \u6b8b\u308a\u306e\u8d70\u884c\u6642\u9593\u304c\u5897\u3048\u308c\u3070\u9045\u304f\u306a\u308b\n                   \"stops_before\": 1},       # \u524d\u306b\u3042\u308b\u914d\u9001\u5148\u304c\u5897\u3048\u308c\u3070\u9045\u304f\u306a\u308b\n    max_iter=400, learning_rate=0.05,\n)\np50 = HistGradientBoostingRegressor(loss=\"quantile\", quantile=0.5, **common)\np90 = HistGradientBoostingRegressor(loss=\"quantile\", quantile=0.9, **common)\np50.fit(X_train, y_train)                    # y \u306f\u305d\u306e\u6642\u70b9\u304b\u3089\u5230\u7740\u307e\u3067\u306e\u5206\u6570\np90.fit(X_train, y_train)\n\neta50 = now + p50.predict(X_now)             # \u666e\u901a\u306e\u898b\u8fbc\u307f\neta90 = now + np.maximum(p90.predict(X_now), p50.predict(X_now))  # \u9006\u8ee2\u3092\u305d\u308d\u3048\u308b\n```\n\n**\u5224\u5b9a\u306f\u3001\u6642\u9593\u6307\u5b9a\u306e\u7d42\u308f\u308a\u30682\u3064\u306e\u898b\u8fbc\u307f\u3092\u6bd4\u3079\u308b\u3060\u3051\u306b\u3057\u307e\u3059\u3002** \u666e\u901a\u306e\u898b\u8fbc\u307f\u304c\u904e\u304e\u308c\u3070 `late_likely`\u3001\u9045\u3081\u306e\u898b\u8fbc\u307f\u3060\u3051\u304c\u904e\u304e\u308c\u3070 `late_risk`\u3001\u3069\u3061\u3089\u3082\u904e\u304e\u306a\u3051\u308c\u3070 `on_time` \u3067\u3059\u3002**\u5224\u5b9a\u3092\u751f\u6210AI\u306b\u4efb\u305b\u306a\u3044\u306e\u306f\u3001\u540c\u3058\u898b\u8fbc\u307f\u304b\u3089\u6bce\u56de\u540c\u3058\u7b54\u3048\u304c\u51fa\u308b\u5fc5\u8981\u304c\u3042\u308b\u304b\u3089\u3067\u3059\u3002**\n\n**\u9023\u7d61\u6587\u306e\u4e0b\u66f8\u304d\u306f\u3001Claude API \u306b\u6b21\u306e\u6307\u793a\u3067\u4f5c\u3089\u305b\u307e\u3059\u3002**\n\n```\n\u3042\u306a\u305f\u306f\u5efa\u7bc9\u8cc7\u6750\u306e\u5378\u306e\u914d\u8eca\u4fc2\u3067\u3001\u6642\u9593\u6307\u5b9a\u306e\u3042\u308b\u914d\u9001\u5148\u3078\u3001\u5230\u7740\u306e\u898b\u8fbc\u307f\u3092\u4e8b\u524d\u306b\u77e5\u3089\u305b\u308b\n\u9023\u7d61\u6587\u3092\u66f8\u304f\u7acb\u5834\u3067\u3059\u3002\u6e21\u3055\u308c\u305f\u60c5\u5831\u3060\u3051\u3092\u4f7f\u3063\u3066\u3001\u96fb\u8a71\u3067\u4f1d\u3048\u308b\u8981\u70b9\u3068SMS\u30fb\u30e1\u30fc\u30eb\u306e\u672c\u6587\u3092\n\u4f5c\u3063\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u6e21\u3059\u60c5\u5831\u3011\n- \u914d\u9001\u5148\u306e\u540d\u524d\uff08\u4f1a\u793e\u540d\u3068\u73fe\u5834\u540d\uff09\u3001\u6642\u9593\u6307\u5b9a\uff08\u4f8b\uff1a10:00\u307e\u3067\uff09\n- \u5230\u7740\u306e\u898b\u8fbc\u307f\uff08\u666e\u901a\u306e\u898b\u8fbc\u307f\u3068\u9045\u3081\u306e\u898b\u8fbc\u307f\u3002Python \u304c\u51fa\u3057\u305f\u6642\u523b\uff09\n- \u5224\u5b9a\uff08late_likely \u307e\u305f\u306f late_risk\uff09\n- \u81ea\u793e\u306e\u540d\u524d\u3068\u3001\u914d\u8eca\u4fc2\u306e\u9023\u7d61\u5148\n\n\u3010\u66f8\u304d\u65b9\u3011\n- \u5230\u7740\u306e\u898b\u8fbc\u307f\u306f\u300c\u25ef\u6642\u25ef\u5206\u3054\u308d\u304b\u3089\u25ef\u6642\u25ef\u5206\u3054\u308d\u300d\u3068\u3001\u6e21\u3055\u308c\u305f2\u3064\u306e\u6642\u523b\u306e\u5e45\u3067\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n- late_likely \u306e\u5834\u5408\u306f\u3001\u6642\u9593\u6307\u5b9a\u306b\u9593\u306b\u5408\u308f\u306a\u3044\u898b\u8fbc\u307f\u3067\u3042\u308b\u3053\u3068\u3092\u304a\u8a6b\u3073\u3068\u3068\u3082\u306b\u4f1d\u3048\u3066\u304f\u3060\u3055\u3044\u3002\n- late_risk \u306e\u5834\u5408\u306f\u3001\u6642\u9593\u6307\u5b9a\u304e\u308a\u304e\u308a\u306b\u306a\u308b\u304a\u305d\u308c\u304c\u3042\u308b\u3053\u3068\u3092\u4f1d\u3048\u3066\u304f\u3060\u3055\u3044\u3002\n- \u53d7\u3051\u53d6\u308a\u306e\u6bb5\u53d6\u308a\u306b\u5dee\u3057\u652f\u3048\u304c\u3042\u308c\u3070\u9023\u7d61\u304c\u307b\u3057\u3044\u3068\u66f8\u304d\u3001\u9023\u7d61\u5148\u3092\u6dfb\u3048\u3066\u304f\u3060\u3055\u3044\u3002\n- \u96fb\u8a71\u306e\u8981\u70b9\u306f3\u884c\u4ee5\u5185\u3001SMS\u306e\u672c\u6587\u306f120\u5b57\u4ee5\u5185\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u6642\u523b\u3092\u66f8\u304d\u63db\u3048\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u4e38\u3081\u308b\u5834\u5408\u306f5\u5206\u5358\u4f4d\u3067\u3001\u9045\u3044\u5074\u3078\u4e38\u3081\u3066\u304f\u3060\u3055\u3044\u3002\n- \u9045\u308c\u306e\u7406\u7531\uff08\u6e0b\u6ede\u3001\u524d\u306e\u914d\u9001\u5148\u3001\u5929\u5019 \u306a\u3069\uff09\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u300c\u5fc5\u305a\u300d\u300c\u78ba\u5b9f\u306b\u300d\u306a\u3069\u3001\u5230\u7740\u3092\u7d04\u675f\u3059\u308b\u8868\u73fe\u3092\u4f7f\u308f\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u6e21\u3055\u308c\u305f\u914d\u9001\u5148\u4ee5\u5916\u306e\u4f1a\u793e\u540d\u3084\u3001\u8377\u306e\u4e2d\u8eab\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u6e21\u3055\u308c\u305f\u60c5\u5831\u304c\u8db3\u308a\u306a\u3044\u5834\u5408\u306f\u3001\u6587\u9762\u3092\u4f5c\u3089\u305a missing \u306b\u8db3\u308a\u306a\u3044\u9805\u76ee\u3092\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u914d\u9001\u5148\u3068\u898b\u8fbc\u307f\u3011{stop}\n\u3010\u81ea\u793e\u306e\u60c5\u5831\u3011{company}\n```\n\n**\u300c\u9045\u308c\u306e\u7406\u7531\u3092\u66f8\u304b\u306a\u3044\u300d\u3092\u660e\u8a18\u3057\u306a\u3044\u3068\u3001\u751f\u6210AI\u306f\u4e01\u5be7\u306b\u7406\u7531\u3092\u8db3\u3057\u307e\u3059\u3002** \u300c\u9053\u8def\u306e\u6df7\u96d1\u306b\u3088\u308a\u300d\u3068\u66f8\u304b\u308c\u305f\u9023\u7d61\u3092\u53d7\u3051\u305f\u914d\u9001\u5148\u306f\u3001\u672c\u5f53\u306e\u7406\u7531\u304c\u524d\u306e\u914d\u9001\u5148\u3067\u306e\u5f85\u3061\u3060\u3063\u305f\u3068\u5f8c\u3067\u77e5\u308b\u3068\u3001**\u9023\u7d61\u305d\u306e\u3082\u306e\u3092\u4fe1\u3058\u306a\u304f\u306a\u308a\u307e\u3059\u3002**","output_data":"**\u6b21\u306e\u5f62\u306eJSON\u3092\u3001\u6b8b\u308a\u306e\u914d\u9001\u5148\u3054\u3068\u306b\u4f5c\u308a\u307e\u3059\u3002** \u6642\u523b\u3068\u5224\u5b9a\u306f Python \u304c\u57cb\u3081\u3001`draft` \u3092 Claude API \u306e\u69cb\u9020\u5316\u51fa\u529b\uff08`output_config.format` \u306b `type: \"json_schema\"`\uff09\u3067\u53d7\u3051\u53d6\u308a\u307e\u3059\u3002\n\n```json\n{\n  \"run_at\": \"2026-10-07T09:30:00+09:00\",\n  \"route_id\": \"R-07-12\",\n  \"stop_seq\": 6,\n  \"stop_id\": \"C-20418\",\n  \"window_end\": \"2026-10-07T11:00:00+09:00\",\n  \"eta_p50\": \"2026-10-07T10:52:00+09:00\",\n  \"eta_p90\": \"2026-10-07T11:18:00+09:00\",\n  \"delay_so_far_min\": 14,\n  \"status\": \"late_risk\",\n  \"flags\": [\"first_visit\"],\n  \"draft\": { \"phone_points\": \"\", \"sms\": \"\", \"missing\": [] },\n  \"contacted\": null\n}\n```\n\n**1\u3064\u76ee\u306e\u7406\u7531\u306f\u3001\u6642\u523b\u3068\u6587\u9762\u3092\u5225\u306e\u6b04\u306b\u7f6e\u3051\u308b\u3053\u3068\u3067\u3059\u3002** \u914d\u8eca\u4fc2\u304c\u898b\u308b\u306e\u306f `eta_p50` \u3068 `eta_p90` \u3067\u3001`draft` \u306f\u305d\u308c\u3092\u3082\u3068\u306b\u4f5c\u3063\u305f\u6587\u3067\u3059\u3002**\u4e0b\u66f8\u304d\u306e\u6642\u523b\u304c `eta_p90` \u3068\u98df\u3044\u9055\u3063\u3066\u3044\u306a\u3044\u304b\u3092\u3001\u9001\u308b\u524d\u306b Python \u3067\u7167\u5408\u3057\u307e\u3059\u3002**\n\n**2\u3064\u76ee\u306f\u3001`run_at` \u3067\u898b\u8fbc\u307f\u306e\u52d5\u304d\u3092\u8ffd\u3048\u308b\u3053\u3068\u3067\u3059\u3002** \u540c\u3058\u914d\u9001\u5148\u306e\u898b\u8fbc\u307f\u304c\u30019\u6642\u30019\u664230\u5206\u300110\u6642\u3068\u3001\u3069\u3046\u52d5\u3044\u305f\u304b\u3092\u4e26\u3079\u3066\u898b\u3089\u308c\u307e\u3059\u3002**\u9045\u308c\u306e\u898b\u8fbc\u307f\u304c\u6025\u306b\u8df3\u306d\u305f\u3089\u3001\u524d\u306e\u914d\u9001\u5148\u3067\u4f55\u304b\u8d77\u304d\u3066\u3044\u307e\u3059\u3002**\n\n**3\u3064\u76ee\u306f\u3001`flags` \u3067\u898b\u8fbc\u307f\u306e\u78ba\u304b\u3089\u3057\u3055\u3092\u4f1d\u3048\u3089\u308c\u308b\u3053\u3068\u3067\u3059\u3002** `first_visit`\uff08\u521d\u3081\u3066\u306e\u914d\u9001\u5148\uff09\u3001`gps_gap`\uff08\u4f4d\u7f6e\u304c\u9014\u5207\u308c\u3066\u3044\u308b\uff09\u3001`order_changed`\uff08\u914d\u9001\u9806\u304c\u4e88\u5b9a\u3068\u9055\u3046\uff09\u306e\u3088\u3046\u306a\u5370\u304c\u3042\u308c\u3070\u3001**\u914d\u8eca\u4fc2\u306f\u305d\u306e\u898b\u8fbc\u307f\u3092\u5272\u308a\u5f15\u3044\u3066\u8aad\u307f\u307e\u3059\u3002**","integration_systems":"| \u3064\u306a\u304e\u5148 | \u65b9\u5f0f | \u5185\u5bb9 |\n|:--|:--|:--|\n| \u914d\u8eca\u30b7\u30b9\u30c6\u30e0 | \u66f8\u304d\u51fa\u3057\u306e\u8aad\u307f\u53d6\u308a | \u5f53\u65e5\u306e\u4fbf\u3001\u914d\u9001\u9806\u3001\u6642\u9593\u6307\u5b9a |\n| \u8eca\u8f09\u7aef\u672b | \u7ba1\u7406\u753b\u9762\u306e\u66f8\u304d\u51fa\u3057\u304bAPI | \u4f4d\u7f6e\u3001\u5230\u7740\u3068\u914d\u9054\u5b8c\u4e86\u306e\u6642\u523b |\n| Routes API | API\u547c\u3073\u51fa\u3057 | \u533a\u9593\u3054\u3068\u306e\u6240\u8981\u6642\u9593 |\n| Claude API | API\u547c\u3073\u51fa\u3057 | \u9023\u7d61\u6587\u306e\u4e0b\u66f8\u304d |\n| \u914d\u8eca\u4fc2\u306e\u753b\u9762\u3068\u30c1\u30e3\u30c3\u30c8 | \u4e00\u89a7\u306e\u8868\u793a\u3068\u6295\u7a3f | \u9045\u308c\u306e\u898b\u8fbc\u307f\u3068\u9045\u308c\u306e\u304a\u305d\u308c\u306e\u4e00\u89a7 |\n| \u793e\u5185\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9 | \u66f8\u304d\u8fbc\u307f | \u898b\u8fbc\u307f\u30fb\u5224\u5b9a\u30fb\u9023\u7d61\u306e\u8a18\u9332 |\n\n**\u914d\u9001\u5148\u3078\u306e\u9023\u7d61\u306f\u3001\u3053\u306e\u69cb\u6210\u304b\u3089\u81ea\u52d5\u3067\u9001\u308a\u307e\u305b\u3093\u3002** \u914d\u8eca\u4fc2\u304c\u4e0b\u66f8\u304d\u3092\u78ba\u304b\u3081\u3001\u96fb\u8a71\u3059\u308b\u304b\u3001SMS\u3084\u30e1\u30fc\u30eb\u3067\u9001\u308a\u307e\u3059\u3002**\u9045\u308c\u306e\u9023\u7d61\u306f\u53d6\u5f15\u5148\u3068\u306e\u95a2\u4fc2\u306b\u76f4\u63a5\u3072\u3073\u304f\u306e\u3067\u3001\u9001\u308b\u5224\u65ad\u306f\u4eba\u306b\u7f6e\u304d\u307e\u3059\u3002**\n\n**\u30c9\u30e9\u30a4\u30d0\u30fc\u3078\u306f\u3001\u3053\u306e\u69cb\u6210\u304b\u3089\u4f55\u3082\u9001\u308a\u307e\u305b\u3093\u3002** \u904b\u8ee2\u4e2d\u306e\u30c9\u30e9\u30a4\u30d0\u30fc\u306b\u901a\u77e5\u3092\u9001\u308b\u3068\u3001\u753b\u9762\u3092\u898b\u308b\u7406\u7531\u3092\u4f5c\u3063\u3066\u3057\u307e\u3044\u307e\u3059\u3002**\u30c9\u30e9\u30a4\u30d0\u30fc\u3078\u306e\u6307\u793a\u304c\u8981\u308b\u3068\u304d\u306f\u3001\u3044\u307e\u307e\u3067\u3069\u304a\u308a\u914d\u8eca\u4fc2\u304c\u5224\u65ad\u3057\u3066\u9023\u7d61\u3057\u307e\u3059\u3002**","human_review":"**\u4eba\u304c\u958b\u304f\u306e\u306f\u3001`late_likely` \u3068 `late_risk` \u306e\u914d\u9001\u5148\u3060\u3051\u3067\u3059\u3002** `on_time` \u306e\u3082\u306e\u306f\u3001\u4e00\u89a7\u306e\u8272\u3067\u6d41\u3057\u898b\u308b\u3060\u3051\u306b\u3057\u307e\u3059\u3002\n\n1. **`late_likely` \u3092\u5148\u306b\u898b\u308b** \u2026 \u4e0b\u66f8\u304d\u3092\u78ba\u304b\u3081\u3001\u914d\u9001\u5148\u3078\u9023\u7d61\u3057\u307e\u3059\u3002**\u9023\u7d61\u3057\u305f\u6642\u523b\u3068\u3001\u76f8\u624b\u306e\u8fd4\u4e8b\u3092\u8a18\u9332\u3057\u307e\u3059**\n2. **`late_risk` \u306f\u6642\u9593\u6307\u5b9a\u306e\u8fd1\u3044\u9806\u306b\u898b\u308b** \u2026 \u7acb\u4f1a\u3044\u306e\u8981\u308b\u914d\u9001\u5148\u306f\u9023\u7d61\u3057\u3001\u7f6e\u304d\u5834\u6240\u306e\u6c7a\u307e\u3063\u305f\u914d\u9001\u5148\u306f\u69d8\u5b50\u3092\u898b\u307e\u3059\n3. **`flags` \u306e\u4ed8\u3044\u305f\u898b\u8fbc\u307f\u306f\u5272\u308a\u5f15\u304f** \u2026 \u4f4d\u7f6e\u304c\u9014\u5207\u308c\u3066\u3044\u308b\u306a\u3089\u3001\u30c9\u30e9\u30a4\u30d0\u30fc\u306b1\u56de\u3060\u3051\u78ba\u304b\u3081\u307e\u3059\n4. **\u914d\u9001\u9806\u306e\u5165\u308c\u66ff\u3048\u3084\u5fdc\u63f4\u306e\u8eca\u306f\u3001\u914d\u8eca\u4fc2\u304c\u6c7a\u3081\u308b** \u2026 \u3053\u306e\u69cb\u6210\u306f\u3001\u5165\u308c\u66ff\u3048\u305f\u5f8c\u306e\u898b\u8fbc\u307f\u3092\u51fa\u3057\u307e\u305b\u3093\n\n**\u76ee\u6a19\u306f\u30011,800\u4ef6\u3092\u306a\u3089\u3057\u30661\u4ef61\u5206\u3067\u3059\u3002** \u9045\u308c\u306e\u304a\u305d\u308c\u306e\u3042\u308b\u914d\u9001\u5148\u306f1\u5272\u524d\u5f8c\u3068\u3044\u3046\u60f3\u5b9a\u3067\u3001**\u305d\u308c\u3088\u308a\u591a\u3044\u65e5\u306f\u3001\u7a4d\u8fbc\u306e\u9045\u308c\u304b\u3001\u6642\u9593\u6307\u5b9a\u306e\u4ed8\u3051\u65b9\u306b\u7121\u7406\u304c\u3042\u308a\u307e\u3059\u3002**","exception_handling":"| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u8eca\u8f09\u7aef\u672b\u306e\u4f4d\u7f6e\u304c\u9014\u5207\u308c\u308b | \u6700\u5f8c\u306e\u4f4d\u7f6e\u3068\u914d\u9054\u5b8c\u4e86\u304b\u3089\u898b\u8fbc\u307f\u3092\u4f5c\u308a\u3001`gps_gap` \u3092\u4ed8\u3051\u308b |\n| \u914d\u9001\u9806\u304c\u4e88\u5b9a\u3068\u9055\u3046 | \u5b9f\u969b\u306e\u914d\u9054\u306e\u9806\u304b\u3089\u6b8b\u308a\u3092\u4e26\u3079\u76f4\u3057\u3001`order_changed` \u3092\u4ed8\u3051\u308b |\n| \u4e0d\u5728\u3067\u6301\u3061\u623b\u308a | \u305d\u306e\u914d\u9001\u5148\u3092\u6b8b\u308a\u304b\u3089\u5916\u3057\u3001\u6301\u3061\u623b\u308a\u3068\u3057\u3066\u8a18\u9332\u3059\u308b |\n| \u521d\u3081\u3066\u306e\u914d\u9001\u5148 | \u8377\u53d7\u3051\u306e\u6642\u9593\u3092 NaN \u3067\u6e21\u3057\u3001`first_visit` \u3092\u4ed8\u3051\u308b |\n| Routes API \u304c\u5fdc\u7b54\u3057\u306a\u3044 | \u904e\u53bb\u306e\u8d70\u884c\u8a18\u9332\u304b\u3089\u4f5c\u3063\u305f\u533a\u9593\u3054\u3068\u306e\u5e73\u5747\u3067\u4ee3\u308f\u308a\u306b\u8a08\u7b97\u3057\u3001\u4e00\u89a7\u306b\u8868\u793a\u3059\u308b |\n| \u8eca\u4e21\u306e\u6545\u969c\u30fb\u4e8b\u6545 | \u898b\u8fbc\u307f\u3092\u6b62\u3081\u3001\u914d\u8eca\u4fc2\u3078\u77e5\u3089\u305b\u308b\u3002**\u898b\u8fbc\u307f\u3092\u51fa\u3057\u7d9a\u3051\u306a\u3044** |\n| \u4e0b\u66f8\u304d\u306e\u6642\u523b\u304c\u898b\u8fbc\u307f\u3068\u98df\u3044\u9055\u3046 | \u4e0b\u66f8\u304d\u3092\u6368\u3066\u3066\u4f5c\u308a\u76f4\u3059\u30022\u56de\u7d9a\u3051\u3070\u4e0b\u66f8\u304d\u7121\u3057\u3067\u4e00\u89a7\u306b\u51fa\u3059 |\n| \u5f53\u65e5\u306b\u8ffd\u52a0\u3055\u308c\u305f\u914d\u9001\u5148 | \u6b21\u306e\u56de\u304b\u3089\u6b8b\u308a\u306b\u8db3\u3059\u3002**\u8ffd\u52a0\u306e\u524d\u306e\u898b\u8fbc\u307f\u306b\u306f\u4f7f\u308f\u306a\u3044** |\n\n**6\u884c\u76ee\u306f\u3001\u898b\u8fbc\u307f\u3092\u51fa\u3057\u7d9a\u3051\u308b\u3053\u3068\u306e\u307b\u3046\u304c\u5371\u306a\u3044\u3082\u306e\u3067\u3059\u3002** \u6b62\u307e\u3063\u3066\u3044\u308b\u8eca\u306e\u898b\u8fbc\u307f\u306f\u3001\u8d70\u884c\u306e\u6642\u9593\u3092\u8db3\u3059\u307b\u3069\u73fe\u5b9f\u304b\u3089\u96e2\u308c\u307e\u3059\u3002**\u6545\u969c\u306e\u9023\u7d61\u304c\u5165\u3063\u305f\u4fbf\u306f\u3001\u4eba\u304c\u5224\u65ad\u3059\u308b\u307e\u3067\u4e00\u89a7\u304b\u3089\u5916\u3057\u307e\u3059\u3002**","log_storage":"- 30\u5206\u3054\u3068\u306e\u898b\u8fbc\u307f\uff08`eta_p50`\u30fb`eta_p90`\uff09\u3068\u5224\u5b9a\u3001\u305d\u306e\u3068\u304d\u306e\u4f4d\u7f6e\u3068\u6b8b\u308a\u306e\u914d\u9001\u5148\n- \u547c\u3093\u3060 Routes API \u306e\u533a\u9593\u3068\u3001\u8fd4\u3063\u3066\u304d\u305f `duration`\u30fb`staticDuration`\n- \u4e0b\u66f8\u304d\u3068\u3001\u914d\u8eca\u4fc2\u304c\u76f4\u3057\u305f\u5f8c\u306e\u6587\u9762\u3001\u9023\u7d61\u3057\u305f\u6642\u523b\u3068\u624b\u6bb5\n- **\u898b\u8fbc\u307f\u3068\u5b9f\u969b\u306e\u5230\u7740\u306e\u5dee** \u2026 \u914d\u9001\u5148\u3054\u3068\u3001\u6642\u523b\u3054\u3068\n- \u5b66\u3073\u76f4\u3057\u306e\u65e5\u4ed8\u3068\u3001\u305d\u306e\u3068\u304d\u306e\u6210\u7e3e\uff08\u4e2d\u592e\u5024\u306e\u8aa4\u5dee\u300190\uff05\u70b9\u3092\u8d85\u3048\u305f\u5272\u5408\uff09\n\n**4\u3064\u76ee\u306e\u5dee\u306f\u300190\uff05\u70b9\u304c\u672c\u5f53\u306b\u300c10\u56de\u306b1\u56de\u300d\u306b\u306a\u3063\u3066\u3044\u308b\u304b\u3092\u898b\u308b\u305f\u3081\u306b\u8981\u308a\u307e\u3059\u3002** \u5b9f\u969b\u306e\u5230\u7740\u304c90\uff05\u70b9\u3092\u8d85\u3048\u305f\u5272\u5408\u304c1\u5272\u3092\u5927\u304d\u304f\u8d85\u3048\u308b\u306a\u3089\u3001\u9045\u3081\u306e\u898b\u8fbc\u307f\u304c\u7518\u304f\u3001\u9045\u308c\u3092\u898b\u843d\u3068\u3057\u3066\u3044\u307e\u3059\u3002","implementation_level":"\u672c\u683c\u69cb\u6210","difficulty":4,"cost_band":"\u5927","cost_level_label":"RAG\u30fb\u500b\u5225\u958b\u767a","security_level":"\u4e2d","implementation_status":"\u69cb\u6210\u4f8b","assumption_people":4,"assumption_frequency":1800,"assumption_workdays":22,"volume_month":1800,"before_minutes_per_case":3,"after_minutes_per_case":1,"hourly_cost":3000,"before_hours_month":90,"after_hours_month":30,"saved_hours_month":60,"reduction_rate":67,"saved_hours_year":720,"annual_cost_effect":2160000,"summary":"\u81ea\u793e\u4fbf\u306e\u5f53\u65e5\u306e\u7a4d\u8fbc\u30fb\u8d70\u884c\u30fb\u914d\u9054\u306e\u8a18\u9332\u304b\u3089\u3001\u6b8b\u308a\u306e\u914d\u9001\u5148\u3054\u3068\u306b\u5230\u7740\u306e\u898b\u8fbc\u307f\u3092\u51fa\u3057\u3001\u6307\u5b9a\u306e\u6642\u9593\u306b\u9045\u308c\u305d\u3046\u306a\u914d\u9001\u5148\u3092\u914d\u8eca\u4fc2\u306b\u77e5\u3089\u305b\u307e\u3059\u3002\u9045\u308c\u305d\u3046\u306a\u914d\u9001\u5148\u306b\u306f\u3001\u5230\u7740\u306e\u898b\u8fbc\u307f\u3092\u4f1d\u3048\u308b\u9023\u7d61\u6587\u306e\u4e0b\u66f8\u304d\u3092\u6dfb\u3048\u307e\u3059\u3002","before_flow":"1. \u671d\u3001\u914d\u8eca\u30b7\u30b9\u30c6\u30e0\u3067\u4fbf\u3054\u3068\u306e\u914d\u9001\u9806\u3068\u6642\u9593\u6307\u5b9a\u3092\u78ba\u304b\u3081\u308b\n2. \u51fa\u5eab\u306e\u5f8c\u3001\u6642\u9593\u6307\u5b9a\u306e\u8fd1\u3044\u914d\u9001\u5148\u306b\u3064\u3044\u3066\u3001\u30c9\u30e9\u30a4\u30d0\u30fc\u306b\u96fb\u8a71\u3057\u3066\u4eca\u3069\u3053\u3092\u8d70\u3063\u3066\u3044\u308b\u304b\u3092\u805e\u304f\n3. \u6b8b\u308a\u306e\u914d\u9001\u5148\u306e\u6570\u3068\u9053\u306e\u6df7\u307f\u5177\u5408\u304b\u3089\u3001\u6642\u9593\u6307\u5b9a\u306e\u914d\u9001\u5148\u306b\u4f55\u6642\u3054\u308d\u7740\u304f\u304b\u3092\u982d\u306e\u4e2d\u3067\u898b\u8fbc\u3080\n4. \u9045\u308c\u305d\u3046\u306a\u3089\u3001\u914d\u9001\u5148\u3078\u96fb\u8a71\u3057\u3001\u5230\u7740\u306e\u898b\u8fbc\u307f\u3092\u4f1d\u3048\u308b\u3002\u3064\u306a\u304c\u3089\u306a\u3051\u308c\u3070\u6298\u308a\u8fd4\u3057\u3092\u5f85\u3064\n5. \u914d\u9001\u5148\u304b\u3089\u300c\u307e\u3060\u6765\u306a\u3044\u306e\u304b\u300d\u3068\u554f\u3044\u5408\u308f\u305b\u304c\u6765\u305f\u3089\u3001\u3082\u3046\u4e00\u5ea6\u30c9\u30e9\u30a4\u30d0\u30fc\u306b\u96fb\u8a71\u3057\u3066\u78ba\u304b\u3081\u308b\n6. \u5915\u65b9\u3001\u9045\u308c\u305f\u914d\u9001\u5148\u3068\u9023\u7d61\u3057\u305f\u6642\u523b\u3092\u65e5\u5831\u306b\u66f8\u304f\n\n**\uff08a\uff09\u898b\u8fbc\u307f\u306f\u914d\u8eca\u4fc2\u306e\u982d\u306e\u4e2d\u306b\u3042\u308b\u3002** 3\u756a\u76ee\u306f\u3001\u914d\u9001\u5148\u3054\u3068\u306e\u8377\u53d7\u3051\u306b\u304b\u304b\u308b\u6642\u9593\u3001\u6642\u9593\u5e2f\u3054\u3068\u306e\u9053\u306e\u6df7\u307f\u5177\u5408\u3001\u30c9\u30e9\u30a4\u30d0\u30fc\u3054\u3068\u306e\u8d70\u308a\u65b9\u3092\u77e5\u3063\u3066\u3044\u308b\u914d\u8eca\u4fc2\u306b\u3057\u304b\u3067\u304d\u307e\u305b\u3093\u3002**\u30d9\u30c6\u30e9\u30f3\u304c\u4f11\u3093\u3060\u65e5\u306f\u3001\u9045\u308c\u306b\u6c17\u3065\u304f\u306e\u304c\u9045\u308c\u3001\u554f\u3044\u5408\u308f\u305b\u304c\u5897\u3048\u307e\u3059\u3002**\n\n**\uff08b\uff09\u30c9\u30e9\u30a4\u30d0\u30fc\u3078\u306e\u96fb\u8a71\u304c\u904b\u8ee2\u3092\u6b62\u3081\u308b\u3002** 2\u756a\u76ee\u30685\u756a\u76ee\u306e\u96fb\u8a71\u306e\u305f\u3073\u306b\u3001\u30c9\u30e9\u30a4\u30d0\u30fc\u306f\u8eca\u3092\u6b62\u3081\u3066\u7b54\u3048\u307e\u3059\u3002**\u4f4d\u7f6e\u306f\u8eca\u8f09\u7aef\u672b\u306b\u8a18\u9332\u3055\u308c\u3066\u3044\u308b\u306e\u306b\u3001\u305d\u308c\u3092\u8aad\u3080\u4ed5\u7d44\u307f\u304c\u7121\u3044\u306e\u3067\u3001\u96fb\u8a71\u3067\u805e\u3044\u3066\u3044\u307e\u3059\u3002**\n\n**\uff08c\uff09\u9023\u7d61\u304c\u5f8c\u624b\u306b\u306a\u308b\u3002** 1\u4eba\u306e\u914d\u8eca\u4fc2\u304c\u540c\u6642\u306b\u4f55\u53f0\u3082\u898b\u3066\u3044\u308b\u306e\u3067\u3001**\u6642\u9593\u6307\u5b9a\u306e\u914d\u9001\u5148\u3092\u9806\u756a\u306b\u78ba\u304b\u3081\u3066\u3044\u308b\u3046\u3061\u306b\u3001\u6307\u5b9a\u306e\u6642\u523b\u3092\u904e\u304e\u3066\u3057\u307e\u3046\u914d\u9001\u5148\u304c\u51fa\u307e\u3059\u3002** \u5148\u306b\u96fb\u8a71\u3059\u3079\u304d\u914d\u9001\u5148\u304c\u3069\u308c\u304b\u3092\u3001\u5168\u90e8\u306e\u4fbf\u3092\u898b\u6bd4\u3079\u3066\u6c7a\u3081\u308b\u4f59\u88d5\u304c\u3042\u308a\u307e\u305b\u3093\u3002\n\n**\uff08d\uff09\u554f\u3044\u5408\u308f\u305b\u3078\u306e\u7b54\u3048\u304c\u6bce\u56de\u306e\u78ba\u8a8d\u306b\u306a\u308b\u3002** 5\u756a\u76ee\u306f\u3001\u914d\u9001\u5148\u304b\u3089\u805e\u304b\u308c\u3066\u304b\u3089\u30c9\u30e9\u30a4\u30d0\u30fc\u306b\u96fb\u8a71\u3057\u76f4\u3059\u306e\u3067\u3001**\u540c\u3058\u914d\u9001\u5148\u306b\u3064\u3044\u30661\u65e5\u306b\u4f55\u5ea6\u3082\u540c\u3058\u78ba\u8a8d\u3092\u3059\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002**","before_flow_steps":["\u671d\u3001\u914d\u8eca\u30b7\u30b9\u30c6\u30e0\u3067\u4fbf\u3054\u3068\u306e\u914d\u9001\u9806\u3068\u6642\u9593\u6307\u5b9a\u3092\u78ba\u304b\u3081\u308b","\u51fa\u5eab\u306e\u5f8c\u3001\u6642\u9593\u6307\u5b9a\u306e\u8fd1\u3044\u914d\u9001\u5148\u306b\u3064\u3044\u3066\u3001\u30c9\u30e9\u30a4\u30d0\u30fc\u306b\u96fb\u8a71\u3057\u3066\u4eca\u3069\u3053\u3092\u8d70\u3063\u3066\u3044\u308b\u304b\u3092\u805e\u304f","\u6b8b\u308a\u306e\u914d\u9001\u5148\u306e\u6570\u3068\u9053\u306e\u6df7\u307f\u5177\u5408\u304b\u3089\u3001\u6642\u9593\u6307\u5b9a\u306e\u914d\u9001\u5148\u306b\u4f55\u6642\u3054\u308d\u7740\u304f\u304b\u3092\u982d\u306e\u4e2d\u3067\u898b\u8fbc\u3080","\u9045\u308c\u305d\u3046\u306a\u3089\u3001\u914d\u9001\u5148\u3078\u96fb\u8a71\u3057\u3001\u5230\u7740\u306e\u898b\u8fbc\u307f\u3092\u4f1d\u3048\u308b\u3002\u3064\u306a\u304c\u3089\u306a\u3051\u308c\u3070\u6298\u308a\u8fd4\u3057\u3092\u5f85\u3064","\u914d\u9001\u5148\u304b\u3089\u300c\u307e\u3060\u6765\u306a\u3044\u306e\u304b\u300d\u3068\u554f\u3044\u5408\u308f\u305b\u304c\u6765\u305f\u3089\u3001\u3082\u3046\u4e00\u5ea6\u30c9\u30e9\u30a4\u30d0\u30fc\u306b\u96fb\u8a71\u3057\u3066\u78ba\u304b\u3081\u308b","\u5915\u65b9\u3001\u9045\u308c\u305f\u914d\u9001\u5148\u3068\u9023\u7d61\u3057\u305f\u6642\u523b\u3092\u65e5\u5831\u306b\u66f8\u304f"],"after_flow":"1. **\u3010\u81ea\u52d5\u3011** \u7a4d\u8fbc\u304c\u7d42\u308f\u3063\u305f\u6642\u70b9\u3067\u3001\u4fbf\u3054\u3068\u306e\u914d\u9001\u9806\u30fb\u6642\u9593\u6307\u5b9a\u30fb\u7a4d\u8fbc\u5b8c\u4e86\u306e\u6642\u523b\u3092 Python \u304c\u8aad\u307f\u8fbc\u3080\n2. **\u3010\u81ea\u52d5\u3011** 30\u5206\u3054\u3068\u306b\u3001\u8eca\u8f09\u7aef\u672b\u306e\u6700\u65b0\u306e\u4f4d\u7f6e\u3068\u914d\u9054\u5b8c\u4e86\u306e\u8a18\u9332\u3092\u8aad\u307f\u8fbc\u3080\n3. **\u3010\u81ea\u52d5\u3011** \u4eca\u306e\u4f4d\u7f6e\u304b\u3089\u6b8b\u308a\u306e\u914d\u9001\u5148\u307e\u3067\u306e\u8d70\u884c\u6642\u9593\u3092\u3001\u9053\u8def\u306e\u6df7\u307f\u5177\u5408\u3092\u8003\u3048\u305f\u7d4c\u8def\u306e\u6240\u8981\u6642\u9593\u3067\u53d6\u308b\n4. **\u3010\u81ea\u52d5\u3011** \u6a5f\u68b0\u5b66\u7fd2\u306e\u30e2\u30c7\u30eb\u304c\u3001\u6b8b\u308a\u306e\u914d\u9001\u5148\u3054\u3068\u306b\u300c\u666e\u901a\u306a\u3089\u300d\u3068\u300c\u9045\u3081\u306a\u3089\u300d\u306e\u5230\u7740\u306e\u898b\u8fbc\u307f\u3092\u51fa\u3059\n5. **\u3010\u81ea\u52d5\u3011** \u9045\u3081\u306e\u898b\u8fbc\u307f\u304c\u6642\u9593\u6307\u5b9a\u306e\u7d42\u308f\u308a\u3092\u904e\u304e\u308b\u914d\u9001\u5148\u3092\u300c\u9045\u308c\u306e\u304a\u305d\u308c\u300d\u3001\u666e\u901a\u306e\u898b\u8fbc\u307f\u3067\u3082\u904e\u304e\u308b\u3082\u306e\u3092\u300c\u9045\u308c\u306e\u898b\u8fbc\u307f\u300d\u3068\u3059\u308b\n6. **\u3010\u81ea\u52d5\u3011** \u9045\u308c\u306e\u304a\u305d\u308c\u4ee5\u4e0a\u306e\u914d\u9001\u5148\u306b\u3064\u3044\u3066\u3001Claude API \u304c\u5230\u7740\u306e\u898b\u8fbc\u307f\u3092\u4f1d\u3048\u308b\u9023\u7d61\u6587\u306e\u4e0b\u66f8\u304d\u3092\u4f5c\u308b\n7. **\u3010\u4eba\u3011** \u914d\u8eca\u4fc2\u304c\u4e00\u89a7\u3092\u958b\u304d\u3001\u9045\u308c\u306e\u898b\u8fbc\u307f\u306e\u914d\u9001\u5148\u304b\u3089\u9806\u306b\u3001\u4e0b\u66f8\u304d\u3092\u78ba\u304b\u3081\u3066\u9023\u7d61\u3059\u308b\n8. **\u3010\u4eba\u3011** \u914d\u9001\u9806\u3092\u5165\u308c\u66ff\u3048\u308b\u3001\u5fdc\u63f4\u306e\u8eca\u3092\u51fa\u3059\u306a\u3069\u306e\u5224\u65ad\u304c\u8981\u308b\u3082\u306e\u306f\u3001\u914d\u8eca\u4fc2\u304c\u6c7a\u3081\u308b\n9. **\u3010\u81ea\u52d5\u3011** \u914d\u9054\u304c\u7d42\u308f\u3063\u305f\u3089\u3001\u898b\u8fbc\u307f\u3068\u5b9f\u969b\u306e\u5230\u7740\u3092\u4e26\u3079\u3066\u8a18\u9332\u3059\u308b\n\n**7\u756a\u76ee\u304c\u3001\u3053\u306e\u8a2d\u8a08\u306e\u5206\u304b\u308c\u76ee\u3067\u3059\u3002\u4eba\u304c\u898b\u308b\u306e\u306f\u9045\u308c\u306e\u304a\u305d\u308c\u306e\u3042\u308b\u914d\u9001\u5148\u3060\u3051\u3067\u3059\u3002** 1,800\u4ef6\u3059\u3079\u3066\u306b\u96fb\u8a71\u3067\u78ba\u304b\u3081\u308b\u5f62\u306e\u307e\u307e\u3060\u3068\u300190.0\u6642\u9593\u306f\u307b\u3068\u3093\u3069\u6e1b\u308a\u307e\u305b\u3093\u3002**\u9593\u306b\u5408\u3046\u898b\u8fbc\u307f\u306e\u914d\u9001\u5148\u306f\u3001\u4e00\u89a7\u306e\u8272\u3067\u6d41\u3057\u898b\u308b\u3060\u3051\u306b\u3057\u307e\u3059\u3002**\n\n**5\u756a\u76ee\u30672\u6bb5\u968e\u306b\u5206\u3051\u308b\u306e\u306f\u3001\u9023\u7d61\u306e\u9806\u756a\u3092\u6c7a\u3081\u308b\u305f\u3081\u3067\u3059\u3002** \u666e\u901a\u306e\u898b\u8fbc\u307f\u3067\u3082\u9045\u308c\u308b\u3082\u306e\u306f\u3001\u307b\u307c\u78ba\u5b9f\u306b\u9045\u308c\u307e\u3059\u3002\u9045\u3081\u306e\u898b\u8fbc\u307f\u3060\u3051\u304c\u904e\u304e\u308b\u3082\u306e\u306f\u3001**\u8377\u53d7\u3051\u304c\u9577\u5f15\u3051\u3070\u9045\u308c\u308b**\u3082\u306e\u3067\u3059\u3002\u524d\u8005\u304b\u3089\u5148\u306b\u9023\u7d61\u3057\u307e\u3059\u3002","after_flow_steps":["**\u3010\u81ea\u52d5\u3011** \u7a4d\u8fbc\u304c\u7d42\u308f\u3063\u305f\u6642\u70b9\u3067\u3001\u4fbf\u3054\u3068\u306e\u914d\u9001\u9806\u30fb\u6642\u9593\u6307\u5b9a\u30fb\u7a4d\u8fbc\u5b8c\u4e86\u306e\u6642\u523b\u3092 Python \u304c\u8aad\u307f\u8fbc\u3080","**\u3010\u81ea\u52d5\u3011** 30\u5206\u3054\u3068\u306b\u3001\u8eca\u8f09\u7aef\u672b\u306e\u6700\u65b0\u306e\u4f4d\u7f6e\u3068\u914d\u9054\u5b8c\u4e86\u306e\u8a18\u9332\u3092\u8aad\u307f\u8fbc\u3080","**\u3010\u81ea\u52d5\u3011** \u4eca\u306e\u4f4d\u7f6e\u304b\u3089\u6b8b\u308a\u306e\u914d\u9001\u5148\u307e\u3067\u306e\u8d70\u884c\u6642\u9593\u3092\u3001\u9053\u8def\u306e\u6df7\u307f\u5177\u5408\u3092\u8003\u3048\u305f\u7d4c\u8def\u306e\u6240\u8981\u6642\u9593\u3067\u53d6\u308b","**\u3010\u81ea\u52d5\u3011** \u6a5f\u68b0\u5b66\u7fd2\u306e\u30e2\u30c7\u30eb\u304c\u3001\u6b8b\u308a\u306e\u914d\u9001\u5148\u3054\u3068\u306b\u300c\u666e\u901a\u306a\u3089\u300d\u3068\u300c\u9045\u3081\u306a\u3089\u300d\u306e\u5230\u7740\u306e\u898b\u8fbc\u307f\u3092\u51fa\u3059","**\u3010\u81ea\u52d5\u3011** \u9045\u3081\u306e\u898b\u8fbc\u307f\u304c\u6642\u9593\u6307\u5b9a\u306e\u7d42\u308f\u308a\u3092\u904e\u304e\u308b\u914d\u9001\u5148\u3092\u300c\u9045\u308c\u306e\u304a\u305d\u308c\u300d\u3001\u666e\u901a\u306e\u898b\u8fbc\u307f\u3067\u3082\u904e\u304e\u308b\u3082\u306e\u3092\u300c\u9045\u308c\u306e\u898b\u8fbc\u307f\u300d\u3068\u3059\u308b","**\u3010\u81ea\u52d5\u3011** \u9045\u308c\u306e\u304a\u305d\u308c\u4ee5\u4e0a\u306e\u914d\u9001\u5148\u306b\u3064\u3044\u3066\u3001Claude API \u304c\u5230\u7740\u306e\u898b\u8fbc\u307f\u3092\u4f1d\u3048\u308b\u9023\u7d61\u6587\u306e\u4e0b\u66f8\u304d\u3092\u4f5c\u308b","**\u3010\u4eba\u3011** \u914d\u8eca\u4fc2\u304c\u4e00\u89a7\u3092\u958b\u304d\u3001\u9045\u308c\u306e\u898b\u8fbc\u307f\u306e\u914d\u9001\u5148\u304b\u3089\u9806\u306b\u3001\u4e0b\u66f8\u304d\u3092\u78ba\u304b\u3081\u3066\u9023\u7d61\u3059\u308b","**\u3010\u4eba\u3011** \u914d\u9001\u9806\u3092\u5165\u308c\u66ff\u3048\u308b\u3001\u5fdc\u63f4\u306e\u8eca\u3092\u51fa\u3059\u306a\u3069\u306e\u5224\u65ad\u304c\u8981\u308b\u3082\u306e\u306f\u3001\u914d\u8eca\u4fc2\u304c\u6c7a\u3081\u308b","**\u3010\u81ea\u52d5\u3011** \u914d\u9054\u304c\u7d42\u308f\u3063\u305f\u3089\u3001\u898b\u8fbc\u307f\u3068\u5b9f\u969b\u306e\u5230\u7740\u3092\u4e26\u3079\u3066\u8a18\u9332\u3059\u308b"],"architecture":"```\n\u914d\u8eca\u30b7\u30b9\u30c6\u30e0\uff08\u4fbf\u30fb\u914d\u9001\u9806\u30fb\u6642\u9593\u6307\u5b9a\uff09\n\u8eca\u8f09\u7aef\u672b\uff08\u4f4d\u7f6e\u30fb\u51fa\u5eab\u30fb\u5230\u7740\u30fb\u914d\u9054\u5b8c\u4e86\u306e\u6642\u523b\uff09\n   \u2502\n   \u25bc\u3010\u30c8\u30ea\u30ac\u30fc\u3011\u7a4d\u8fbc\u5b8c\u4e86\u306e\u6642\u70b9\u3068\u30018\u6642\u301c18\u6642\u306e30\u5206\u3054\u3068\nPython\uff08pandas \u3067\u4fbf\u3054\u3068\u306e\u6b8b\u308a\u306e\u914d\u9001\u5148\u3068\u3001\u305d\u306e\u6642\u70b9\u306e\u72b6\u614b\u3092\u4f5c\u308b\uff09\n   \u2502\n   \u251c\u2500\u2500\u25b6 Routes API \u2500\u2500 \u4eca\u306e\u4f4d\u7f6e\u304b\u3089\u6b8b\u308a\u306e\u914d\u9001\u5148\u307e\u3067\u306e\u6240\u8981\u6642\u9593\uff08\u6df7\u307f\u5177\u5408\u3092\u8003\u616e\uff09\n   \u25bc\nPython\uff08scikit-learn \u306e HistGradientBoostingRegressor \u30922\u3064\uff09\n   \u2502   \u666e\u901a\u306e\u898b\u8fbc\u307f\uff08\u4e2d\u592e\u5024\uff09\uff0f\u9045\u3081\u306e\u898b\u8fbc\u307f\uff0890\uff05\u70b9\uff09\n   \u25bc\n\u6642\u9593\u6307\u5b9a\u3068\u6bd4\u3079\u3066\u5224\u5b9a\uff08\u9045\u308c\u306e\u898b\u8fbc\u307f\uff0f\u9045\u308c\u306e\u304a\u305d\u308c\uff0f\u9593\u306b\u5408\u3046\u898b\u8fbc\u307f\uff09\n   \u2502\n   \u251c\u2500\u2500\u25b6 Claude API \u2500\u2500 \u5230\u7740\u306e\u898b\u8fbc\u307f\u3092\u4f1d\u3048\u308b\u9023\u7d61\u6587\u306e\u4e0b\u66f8\u304d\n   \u25bc\n\u3010\u914d\u8eca\u4fc2\u304c\u78ba\u304b\u3081\u3001\u914d\u9001\u5148\u3078\u9023\u7d61\u3059\u308b\u3011\n   \u25bc\n\u914d\u9054\u5b8c\u4e86\u306e\u8a18\u9332 \u2500\u2500 \u898b\u8fbc\u307f\u3068\u5b9f\u969b\u306e\u5230\u7740\u3092\u8a18\u9332 \u2500\u2500 \u67081\u56de\u306e\u5b66\u3073\u76f4\u3057\n```\n\n| \u5f79\u5272 | \u60f3\u5b9a\u3059\u308b\u88fd\u54c1 | \u4ee3\u66ff\u5019\u88dc |\n|:--|:--|:--|\n| \u5b9f\u884c\u74b0\u5883 | Python\uff08pandas\u30fbscikit-learn \u306e HistGradientBoostingRegressor\uff09 | R\u3001BigQuery ML |\n| \u751f\u6210AI | Claude API\uff08\u5230\u7740\u306e\u898b\u8fbc\u307f\u3092\u4f1d\u3048\u308b\u9023\u7d61\u6587\u306e\u4e0b\u66f8\u304d\uff09 | OpenAI API\u3001Gemini API |\n| \u9053\u8def\u306e\u6240\u8981\u6642\u9593 | Google Maps Platform \u306e Routes API\uff08TRAFFIC_AWARE\uff09 | \u904e\u53bb\u306e\u8d70\u884c\u8a18\u9332\u304b\u3089\u4f5c\u308b\u533a\u9593\u3054\u3068\u306e\u5e73\u5747 |\n| \u30c7\u30fc\u30bf\u306e\u53d6\u5f97\u5143 | \u914d\u8eca\u30b7\u30b9\u30c6\u30e0\u3068\u8eca\u8f09\u7aef\u672b\u306e\u66f8\u304d\u51fa\u3057 | \u5404\u30b7\u30b9\u30c6\u30e0\u306eAPI\uff08\u63d0\u4f9b\u304c\u3042\u308b\u5834\u5408\uff09 |\n| \u901a\u77e5 | \u914d\u8eca\u4fc2\u306e\u753b\u9762\u3068\u30c1\u30e3\u30c3\u30c8 | \u2015 |\n| \u4fdd\u5b58 | \u793e\u5185\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9 | \u30d5\u30a1\u30a4\u30eb\u30b5\u30fc\u30d0\u30fc |\n\n**\u914d\u8eca\u30b7\u30b9\u30c6\u30e0\u306b\u306f\u66f8\u304d\u8fbc\u307f\u307e\u305b\u3093\u3002** \u914d\u9001\u9806\u306e\u5165\u308c\u66ff\u3048\u3082\u3001\u5fdc\u63f4\u306e\u8eca\u306e\u624b\u914d\u3082\u3001\u3044\u307e\u307e\u3067\u3069\u304a\u308a\u914d\u8eca\u4fc2\u304c\u914d\u8eca\u30b7\u30b9\u30c6\u30e0\u3067\u884c\u3044\u307e\u3059\u3002**\u3053\u306e\u69cb\u6210\u304c\u53d7\u3051\u6301\u3064\u306e\u306f\u3001\u5230\u7740\u306e\u898b\u8fbc\u307f\u3068\u3001\u9045\u308c\u305d\u3046\u306a\u914d\u9001\u5148\u306e\u4e00\u89a7\u3068\u3001\u9023\u7d61\u6587\u306e\u4e0b\u66f8\u304d\u307e\u3067\u3067\u3059\u3002**\n\n**\u9053\u8def\u306e\u6240\u8981\u6642\u9593\u306b\u306f\u3001Routes API \u306e\u6df7\u307f\u5177\u5408\u3092\u8003\u3048\u308b\u8a2d\u5b9a\u3092\u4f7f\u3044\u307e\u3059\u3002** \u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001`TRAFFIC_UNAWARE`\uff08\u65e2\u5b9a\uff09\u306f\u73fe\u5728\u306e\u4ea4\u901a\u72b6\u6cc1\u3092\u8003\u3048\u305a\u306b\u8a08\u7b97\u3057\u3066\u5fdc\u7b54\u304c\u6700\u3082\u901f\u304f\u3001`TRAFFIC_AWARE` \u306f\u73fe\u5728\u306e\u4ea4\u901a\u72b6\u6cc1\u3092\u8003\u3048\u3066 `TRAFFIC_UNAWARE` \u3088\u308a\u6b63\u78ba\u306a\u7d50\u679c\u3092\u8fd4\u3057\u3001`TRAFFIC_AWARE_OPTIMAL` \u306f\u5fdc\u7b54\u306e\u9045\u3055\u3092\u554f\u308f\u305a\u6700\u3082\u8cea\u306e\u9ad8\u3044\u7d50\u679c\u3092\u8fd4\u3059\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002**`duration` \u306f\u73fe\u5728\u306e\u4ea4\u901a\u3092\u53cd\u6620\u3057\u305f\u6240\u8981\u6642\u9593\u3001`staticDuration` \u306f\u904e\u53bb\u306e\u4ea4\u901a\u3060\u3051\u3092\u8003\u3048\u305f\u6240\u8981\u6642\u9593\u3067\u3059\u3002** \u6df7\u307f\u5177\u5408\u3092\u8003\u3048\u308b2\u3064\u306e\u8a2d\u5b9a\u306f\u3001**\u6599\u91d1\u304c\u9ad8\u3044\u533a\u5206\u306b\u306a\u308b**\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002\n\n**\u30e2\u30c7\u30eb\u306b HistGradientBoostingRegressor \u3092\u9078\u3076\u7406\u7531\u306f2\u3064\u3042\u308a\u307e\u3059\u3002** 1\u3064\u76ee\u306f\u3001`loss='quantile'` \u3067**\u4e2d\u592e\u5024\u308490\uff05\u70b9\u306e\u3088\u3046\u306a\u5206\u4f4d\u70b9\u3092\u76f4\u63a5\u5b66\u3079\u308b\u3053\u3068**\u3067\u3059\u30022\u3064\u76ee\u306f\u3001**\u6b20\u3051\u305f\u5024\uff08NaN\uff09\u3092\u305d\u306e\u307e\u307e\u6271\u3048\u308b\u3053\u3068**\u3067\u3001\u8eca\u8f09\u7aef\u672b\u306e\u4f4d\u7f6e\u304c\u9014\u5207\u308c\u305f\u6642\u9593\u5e2f\u3084\u3001\u521d\u3081\u3066\u306e\u914d\u9001\u5148\u3067\u904e\u53bb\u306e\u8377\u53d7\u3051\u306e\u6642\u9593\u304c\u7121\u3044\u3082\u306e\u3092\u30010\u3067\u57cb\u3081\u305a\u306b\u6e21\u305b\u307e\u3059\u3002","implementation_steps":"### \u30c8\u30ea\u30ac\u30fc\n\n**\u7a4d\u8fbc\u5b8c\u4e86\u306e\u6642\u70b9\u3068\u30018\u6642\u304b\u308918\u6642\u307e\u3067\u306e30\u5206\u3054\u3068\u306b\u56de\u3057\u307e\u3059\u3002** \u7a4d\u8fbc\u5b8c\u4e86\u306e\u6642\u70b9\u306e\u898b\u8fbc\u307f\u306f\u3001\u305d\u306e\u65e5\u306e\u6700\u521d\u306e\u9023\u7d61\u306b\u4f7f\u3044\u307e\u3059\u3002**\u51fa\u5eab\u524d\u306b\u300c\u4eca\u65e5\u306f\u9045\u308c\u308b\u300d\u3068\u5206\u304b\u308b\u914d\u9001\u5148\u306f\u3001\u671d\u306e\u3046\u3061\u306b\u9023\u7d61\u3057\u307e\u3059\u3002**\n\n**30\u5206\u3054\u3068\u306e\u56de\u306f\u3001\u4fbf\u3054\u3068\u306b\u6700\u65b0\u306e\u8a18\u9332\u3060\u3051\u3067\u898b\u8fbc\u307f\u3092\u4f5c\u308a\u76f4\u3057\u307e\u3059\u3002** \u914d\u9054\u5b8c\u4e86\u306e\u8a18\u9332\u304c\u5165\u308b\u305f\u3073\u306b\u56de\u3059\u5f62\u3082\u8003\u3048\u3089\u308c\u307e\u3059\u304c\u300125\u53f0\u304c1\u65e5\u306b\u6570\u767e\u4ef6\u306e\u5b8c\u4e86\u3092\u8a18\u9332\u3059\u308b\u306e\u3067\u3001**30\u5206\u3054\u3068\u306b\u307e\u3068\u3081\u305f\u307b\u3046\u304c\u3001\u898b\u8fbc\u307f\u306e\u63fa\u308c\u304c\u843d\u3061\u7740\u304d\u307e\u3059\u3002** \u56de\u3059\u305f\u3073\u306b\u7d50\u679c\u3092\u4e0a\u66f8\u304d\u305b\u305a\u3001\u6642\u523b\u4ed8\u304d\u3067\u6b8b\u3057\u307e\u3059\u3002\n\n### \u5165\u529b\u30c7\u30fc\u30bf\n\n| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u5f53\u65e5\u306e\u4fbf | \u4fbf\u756a\u53f7\u3001\u8eca\u4e21\u3001\u30c9\u30e9\u30a4\u30d0\u30fc\u3001\u914d\u9001\u9806\u3001\u914d\u9001\u5148\u3001**\u6642\u9593\u6307\u5b9a\u306e\u59cb\u307e\u308a\u3068\u7d42\u308f\u308a**\u3001\u7acb\u4f1a\u3044\u306e\u8981\u5426 | \u914d\u8eca\u30b7\u30b9\u30c6\u30e0 |\n| \u8d70\u884c\u3068\u914d\u9054\u306e\u8a18\u9332 | \u51fa\u5eab\u306e\u6642\u523b\u3001\u4f4d\u7f6e\u3068\u6642\u523b\u3001**\u914d\u9001\u5148\u3054\u3068\u306e\u5230\u7740\u3068\u914d\u9054\u5b8c\u4e86\u306e\u6642\u523b** | \u8eca\u8f09\u7aef\u672b |\n| \u914d\u9001\u5148\u306e\u4e00\u89a7 | \u4f4f\u6240\u306e\u7def\u5ea6\u7d4c\u5ea6\u3001\u8377\u53d7\u3051\u306e\u5834\u6240\uff08\u73fe\u5834\u306e\u5165\u53e3\u30fb\u5e97\u8217\u306e\u88cf\u53e3\uff09\u3001**\u904e\u53bb\u306e\u8377\u53d7\u3051\u306b\u304b\u304b\u3063\u305f\u6642\u9593** | \u914d\u9001\u5148\u306e\u4e00\u89a7\u3068\u904e\u53bb\u306e\u8a18\u9332 |\n| \u7a4d\u8fbc\u306e\u8a18\u9332 | \u4fbf\u3054\u3068\u306e\u7a4d\u8fbc\u5b8c\u4e86\u306e\u6642\u523b\u3001\u8377\u306e\u500b\u6570\u30fb\u91cd\u3055 | \u5009\u5eab\u306e\u7a4d\u8fbc\u306e\u8a18\u9332 |\n| \u9053\u8def\u306e\u6240\u8981\u6642\u9593 | \u4eca\u306e\u4f4d\u7f6e\u304b\u3089\u6b21\u306e\u914d\u9001\u5148\u3001\u914d\u9001\u5148\u304b\u3089\u914d\u9001\u5148\u307e\u3067\u306e `duration` \u3068 `staticDuration` | Routes API |\n\n**\u8cea\u3092\u6c7a\u3081\u308b\u306e\u306f\u30012\u884c\u76ee\u306e\u300c\u914d\u9001\u5148\u3054\u3068\u306e\u5230\u7740\u3068\u914d\u9054\u5b8c\u4e86\u306e\u6642\u523b\u300d\u3067\u3059\u3002** \u5230\u7740\u304b\u3089\u5b8c\u4e86\u307e\u3067\u304c\u8377\u53d7\u3051\u306b\u304b\u304b\u3063\u305f\u6642\u9593\u3067\u3001**\u3053\u308c\u304c\u914d\u9001\u5148\u3054\u3068\u306b\u5927\u304d\u304f\u9055\u3044\u307e\u3059\u3002** \u5de5\u4e8b\u73fe\u5834\u306f\u8077\u4eba\u3092\u547c\u3093\u3067\u304f\u308b\u307e\u3067\u5f85\u3061\u3001\u30db\u30fc\u30e0\u30bb\u30f3\u30bf\u30fc\u306f\u691c\u54c1\u306e\u5217\u306b\u4e26\u3073\u307e\u3059\u3002**\u5230\u7740\u3068\u5b8c\u4e86\u306e\u4e21\u65b9\u3092\u62bc\u3059\u904b\u7528\u306b\u306a\u3063\u3066\u3044\u306a\u3051\u308c\u3070\u3001\u6700\u521d\u306b\u305d\u3053\u3092\u76f4\u3057\u307e\u3059\u3002**\n\n**3\u884c\u76ee\u306e\u904e\u53bb\u306e\u8377\u53d7\u3051\u306e\u6642\u9593\u306f\u3001\u914d\u9001\u5148\u3054\u3068\u306e\u4e2d\u592e\u5024\u3068\u3001\u3070\u3089\u3064\u304d\u306e\u5927\u304d\u3055\u3067\u6301\u3061\u307e\u3059\u3002** \u300c\u5e73\u574720\u5206\u300d\u306e\u914d\u9001\u5148\u3067\u3082\u300110\u5206\u306e\u65e5\u306850\u5206\u306e\u65e5\u304c\u6df7\u3056\u3063\u3066\u3044\u308c\u3070\u3001\u9045\u3081\u306e\u898b\u8fbc\u307f\u304c\u5927\u304d\u304f\u5909\u308f\u308a\u307e\u3059\u3002\n\n### \u30c7\u30fc\u30bf\u306e\u53d6\u5f97\u65b9\u6cd5\n\n\u914d\u8eca\u30b7\u30b9\u30c6\u30e0\u304b\u3089\u5f53\u65e5\u306e\u4fbf\u3092\u3001\u8eca\u8f09\u7aef\u672b\u306e\u7ba1\u7406\u753b\u9762\u304b\u3089\u4f4d\u7f6e\u3068\u914d\u9054\u306e\u8a18\u9332\u3092\u3001\u305d\u308c\u305e\u308cCSV\u304bAPI\u3067\u53d6\u308a\u3001Python \u306e pandas \u3067\u8aad\u307f\u8fbc\u307f\u307e\u3059\u3002\u3069\u306e\u5f62\u3067\u53d6\u308c\u308b\u304b\u306f\u88fd\u54c1\u3054\u3068\u306b\u9055\u3046\u305f\u3081\u3001**\u6700\u521d\u306b\u3001\u914d\u9054\u5b8c\u4e86\u306e\u8a18\u9332\u304c\u4f55\u5206\u9045\u308c\u3067\u53d6\u308c\u308b\u304b\u3092\u78ba\u304b\u3081\u307e\u3059\u3002** 1\u6642\u9593\u9045\u308c\u3067\u3057\u304b\u53d6\u308c\u306a\u3044\u306a\u3089\u300130\u5206\u3054\u3068\u306b\u56de\u3059\u610f\u5473\u304c\u3042\u308a\u307e\u305b\u3093\u3002\n\n| \u53d6\u308b\u3082\u306e | \u3069\u3053\u304b\u3089 | \u4f55\u306b\u4f7f\u3046\u304b |\n|:--|:--|:--|\n| \u5f53\u65e5\u306e\u4fbf | \u914d\u8eca\u30b7\u30b9\u30c6\u30e0\uff08\u7a4d\u8fbc\u5b8c\u4e86\u306e\u6642\u70b9\uff09 | \u6b8b\u308a\u306e\u914d\u9001\u5148\u3068\u6642\u9593\u6307\u5b9a |\n| \u6700\u65b0\u306e\u4f4d\u7f6e\u3068\u914d\u9054\u5b8c\u4e86 | \u8eca\u8f09\u7aef\u672b\uff0830\u5206\u3054\u3068\uff09 | \u4eca\u3069\u3053\u306b\u3044\u3066\u3001\u4f55\u4ef6\u6b8b\u3063\u3066\u3044\u308b\u304b |\n| \u9053\u8def\u306e\u6240\u8981\u6642\u9593 | Routes API | \u8d70\u884c\u306e\u6642\u9593\u306e\u571f\u53f0 |\n| \u904e\u53bb\u306e\u4fbf\u3068\u5b9f\u969b\u306e\u5230\u7740 | \u3053\u306e\u69cb\u6210\u306e\u4fdd\u5b58\u5148 | \u5b66\u3073\u76f4\u3057 |\n\n**Routes API \u306f\u3001\u6b8b\u308a\u306e\u914d\u9001\u5148\u3092\u9806\u756a\u306b\u7d50\u3093\u3060\u533a\u9593\u3054\u3068\u306b\u547c\u3073\u307e\u3059\u3002** \u4eca\u306e\u4f4d\u7f6e\u304b\u3089\u6b21\u306e\u914d\u9001\u5148\u3001\u6b21\u304b\u3089\u6b21\u3078\u3068\u533a\u9593\u3092\u4e26\u3079\u3001`duration` \u3092\u8db3\u3057\u3066\u3044\u304d\u307e\u3059\u3002**1\u53f0\u3042\u305f\u308a\u6b8b\u308a\u5341\u6570\u533a\u9593\u3067\u300130\u5206\u3054\u3068\u306b25\u53f0\u5206\u306a\u306e\u3067\u3001\u547c\u3076\u56de\u6570\u3068\u6599\u91d1\u3092\u6700\u521d\u306b\u898b\u7a4d\u3082\u308a\u307e\u3059\u3002** \u6df7\u307f\u5177\u5408\u3092\u8003\u3048\u308b\u8a2d\u5b9a\u306f\u6599\u91d1\u304c\u9ad8\u3044\u533a\u5206\u306a\u306e\u3067\u3001**\u5915\u65b9\u4ee5\u964d\u306b\u6b8b\u308a\u304c\u6570\u4ef6\u306b\u306a\u3063\u305f\u4fbf\u304b\u3089\u3001\u547c\u3076\u9593\u9694\u3092\u5e83\u3052\u307e\u3059\u3002**\n\n### \u524d\u51e6\u7406\n\n1. **\u305d\u306e\u6642\u70b9\u306e\u72b6\u614b\u3092\u4f5c\u308b** \u2026 \u4fbf\u3054\u3068\u306b\u3001\u6700\u5f8c\u306b\u914d\u9054\u3092\u7d42\u3048\u305f\u914d\u9001\u5148\u3001\u4eca\u306e\u4f4d\u7f6e\u3001\u6b8b\u308a\u306e\u914d\u9001\u5148\u306e\u4e26\u3073\u3092\u4f5c\u308a\u307e\u3059\n2. **\u9045\u308c\u306e\u7a4d\u307f\u4e0a\u304c\u308a** \u2026 \u3053\u3053\u307e\u3067\u306e\u914d\u9001\u5148\u3067\u3001\u4e88\u5b9a\u3088\u308a\u3069\u308c\u3060\u3051\u9045\u308c\u3066\u3044\u308b\u304b\uff08\u5206\uff09\u3092\u51fa\u3057\u307e\u3059\n3. **\u8d70\u884c\u306e\u6642\u9593** \u2026 \u6b8b\u308a\u306e\u914d\u9001\u5148\u3054\u3068\u306b\u3001\u4eca\u306e\u4f4d\u7f6e\u304b\u3089\u305d\u306e\u914d\u9001\u5148\u307e\u3067\u306e `duration` \u306e\u5408\u8a08\u3068 `staticDuration` \u306e\u5408\u8a08\u3092\u51fa\u3057\u307e\u3059\n4. **\u8377\u53d7\u3051\u306e\u6642\u9593** \u2026 \u305d\u306e\u914d\u9001\u5148\u3088\u308a\u524d\u306b\u3042\u308b\u914d\u9001\u5148\u306e\u3001\u904e\u53bb\u306e\u8377\u53d7\u3051\u306e\u6642\u9593\u306e\u4e2d\u592e\u5024\u306e\u5408\u8a08\u3092\u51fa\u3057\u307e\u3059\n5. **\u6642\u523b\u306e\u7279\u5fb4** \u2026 \u66dc\u65e5\u3001\u305d\u306e\u6642\u70b9\u306e\u6642\u523b\u3001\u6708\u672b\u304b\u3001\u96e8\u304b\uff08\u6c17\u8c61\u306e\u8a18\u9332\u3092\u53d6\u308a\u8fbc\u3080\u5834\u5408\uff09\u3092\u52a0\u3048\u307e\u3059\n6. **\u6b20\u3051\u305f\u5024\u306e\u6271\u3044** \u2026 \u521d\u3081\u3066\u306e\u914d\u9001\u5148\u306e\u8377\u53d7\u3051\u306e\u6642\u9593\u3001\u4f4d\u7f6e\u304c\u9014\u5207\u308c\u305f\u6642\u9593\u5e2f\u306f\u30010\u3067\u57cb\u3081\u305a\u306b NaN \u306e\u307e\u307e\u6e21\u3057\u307e\u3059\n7. **\u76ee\u7684\u306e\u5024** \u2026 \u300c\u305d\u306e\u6642\u70b9\u304b\u3089\u3001\u305d\u306e\u914d\u9001\u5148\u306b\u5b9f\u969b\u306b\u7740\u304f\u307e\u3067\u306e\u5206\u6570\u300d\u3092\u76ee\u7684\u306e\u5024\u306b\u3057\u307e\u3059\n\n**\u5b66\u7fd2\u7528\u306e\u30c7\u30fc\u30bf\u306f\u3001\u904e\u53bb\u306e\u4fbf\u309230\u5206\u3054\u3068\u306e\u6642\u70b9\u3067\u5207\u3063\u3066\u4f5c\u308a\u307e\u3059\u3002** \u540c\u3058\u4fbf\u306e\u540c\u3058\u914d\u9001\u5148\u306b\u3064\u3044\u3066\u30019\u6642\u306e\u6642\u70b9\u30019\u664230\u5206\u306e\u6642\u70b9\u3001\u2026\u2026\u306e\u884c\u304c\u3067\u304d\u3001\u305d\u308c\u305e\u308c\u306b\u300c\u305d\u306e\u6642\u70b9\u3067\u5206\u304b\u3063\u3066\u3044\u305f\u3053\u3068\u300d\u3060\u3051\u3092\u5165\u308c\u307e\u3059\u3002**\u305d\u306e\u6642\u70b9\u3088\u308a\u5f8c\u306e\u914d\u9054\u5b8c\u4e86\u306e\u8a18\u9332\u3092\u6df7\u305c\u308b\u3068\u3001\u5b66\u7fd2\u3067\u306f\u5f53\u305f\u308b\u306e\u306b\u672c\u756a\u3067\u306f\u5916\u308c\u308b\u30e2\u30c7\u30eb\u306b\u306a\u308a\u307e\u3059\u3002** \u6642\u523b\u3067\u5207\u308b\u51e6\u7406\u3092\u5fc5\u305a\u5165\u308c\u307e\u3059\u3002\n\n**7\u756a\u76ee\u3092\u300c\u5230\u7740\u306e\u6642\u523b\u300d\u3067\u306f\u306a\u304f\u300c\u305d\u306e\u6642\u70b9\u304b\u3089\u306e\u5206\u6570\u300d\u306b\u3059\u308b\u306e\u306f\u3001\u6642\u523b\u306e\u307e\u307e\u3060\u3068\u671d\u306e\u4fbf\u3068\u5348\u5f8c\u306e\u4fbf\u3067\u5024\u306e\u5927\u304d\u3055\u304c\u307e\u3063\u305f\u304f\u9055\u3046\u304b\u3089\u3067\u3059\u3002** \u5206\u6570\u306b\u3057\u3066\u304b\u3089\u3001\u305d\u306e\u6642\u70b9\u306e\u6642\u523b\u306b\u8db3\u3057\u3066\u5230\u7740\u306e\u898b\u8fbc\u307f\u306b\u623b\u3057\u307e\u3059\u3002\n\n### AI\u306b\u4f55\u3092\u3055\u305b\u308b\u306e\u304b\n\n**\u3053\u306e\u69cb\u6210\u306e\u300cAI\u300d\u306f2\u3064\u306e\u90e8\u54c1\u306b\u5206\u304b\u308c\u307e\u3059\u3002** \u5230\u7740\u306e\u898b\u8fbc\u307f\u3092\u51fa\u3059\u306e\u304c\u6a5f\u68b0\u5b66\u7fd2\u306e\u30e2\u30c7\u30eb\u3001\u9023\u7d61\u6587\u3092\u6574\u3048\u308b\u306e\u304c\u751f\u6210AI\u3067\u3059\u3002**\u751f\u6210AI\u306f\u6642\u523b\u3092\u4f5c\u308a\u307e\u305b\u3093\u3002**\n\n| \u90e8\u54c1 | \u3055\u305b\u308b\u3053\u3068 | \u3055\u305b\u306a\u3044\u3053\u3068 |\n|:--|:--|:--|\n| HistGradientBoostingRegressor\uff08\u4e2d\u592e\u5024\uff09 | \u6b8b\u308a\u306e\u914d\u9001\u5148\u3054\u3068\u306e\u666e\u901a\u306e\u898b\u8fbc\u307f | \u914d\u9001\u9806\u3092\u5165\u308c\u66ff\u3048\u305f\u3068\u304d\u306e\u898b\u8fbc\u307f |\n| HistGradientBoostingRegressor\uff0890\uff05\u70b9\uff09 | \u6b8b\u308a\u306e\u914d\u9001\u5148\u3054\u3068\u306e\u9045\u3081\u306e\u898b\u8fbc\u307f | \u2015 |\n| \u5224\u5b9a\uff08Python\uff09 | \u6642\u9593\u6307\u5b9a\u3068\u6bd4\u3079\u3066\u3001\u9045\u308c\u306e\u898b\u8fbc\u307f\uff0f\u9045\u308c\u306e\u304a\u305d\u308c\uff0f\u9593\u306b\u5408\u3046\u898b\u8fbc\u307f\u306b\u5206\u3051\u308b | \u9023\u7d61\u3059\u308b\u304b\u306e\u6700\u7d42\u306e\u6c7a\u5b9a |\n| Claude API | \u9023\u7d61\u6587\u306e\u4e0b\u66f8\u304d | \u6642\u523b\u3092\u5909\u3048\u308b\u3001\u9045\u308c\u306e\u7406\u7531\u3092\u4f5c\u308b |\n\n**\u9045\u3081\u306e\u898b\u8fbc\u307f\u306b90\uff05\u70b9\u3092\u4f7f\u3046\u306e\u306f\u3001\u300c10\u56de\u306b1\u56de\u306f\u3053\u308c\u3088\u308a\u9045\u304f\u306a\u308b\u300d\u30e9\u30a4\u30f3\u3060\u304b\u3089\u3067\u3059\u3002** \u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001`loss='quantile'` \u306f\u30d4\u30f3\u30dc\u30fc\u30eb\u640d\u5931\u3092\u4f7f\u3044\u3001`quantile` \u3067\u63a8\u5b9a\u3059\u308b\u5206\u4f4d\u70b9\u30920\u304b\u30891\u306e\u9593\u3067\u6307\u5b9a\u3059\u308b\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002**\u4e2d\u592e\u5024\uff080.5\uff09\u306890\uff05\u70b9\uff080.9\uff09\u3067\u3001\u30e2\u30c7\u30eb\u30922\u3064\u5b66\u3070\u305b\u307e\u3059\u3002**\n\n**2\u3064\u306e\u30e2\u30c7\u30eb\u306e\u898b\u8fbc\u307f\u304c\u9006\u8ee2\u3059\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002** \u5225\u3005\u306b\u5b66\u3070\u305b\u308b\u306e\u3067\u3001\u307e\u308c\u306b90\uff05\u70b9\u306e\u898b\u8fbc\u307f\u304c\u4e2d\u592e\u5024\u3088\u308a\u65e9\u304f\u51fa\u307e\u3059\u3002**\u305d\u306e\u5834\u5408\u306f90\uff05\u70b9\u3092\u4e2d\u592e\u5024\u306b\u305d\u308d\u3048\u3001\u8a18\u9332\u306b\u5370\u3092\u4ed8\u3051\u307e\u3059\u3002** \u5370\u304c\u5897\u3048\u308b\u914d\u9001\u5148\u306f\u3001\u5b66\u3076\u6750\u6599\u304c\u8db3\u308a\u3066\u3044\u307e\u305b\u3093\u3002\n\n**\u5358\u8abf\u306e\u5236\u7d04\u3082\u5165\u308c\u307e\u3059\u3002** \u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001`monotonic_cst` \u3067\u7279\u5fb4\u3054\u3068\u306b\u5358\u8abf\u5897\u52a0\uff081\uff09\u30fb\u5358\u8abf\u6e1b\u5c11\uff08\u22121\uff09\u3092\u6307\u5b9a\u3067\u304d\u308b\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002**\u6b8b\u308a\u306e\u8d70\u884c\u6642\u9593\u3068\u3001\u524d\u306b\u3042\u308b\u914d\u9001\u5148\u306e\u6570\u306f\u3001\u5897\u3048\u308c\u3070\u5230\u7740\u304c\u9045\u304f\u306a\u308b\u5411\u304d\u306b\u7e1b\u308a\u307e\u3059\u3002** \u7e1b\u3089\u306a\u3044\u3068\u3001\u30c7\u30fc\u30bf\u306e\u5c11\u306a\u3044\u7bc4\u56f2\u3067\u300c\u914d\u9001\u5148\u304c\u5897\u3048\u305f\u306e\u306b\u65e9\u304f\u7740\u304f\u300d\u898b\u8fbc\u307f\u304c\u51fa\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\n\n**\u5b66\u3073\u76f4\u3057\u306e\u6210\u7e3e\u306f\u3001\u6642\u9593\u306e\u9806\u306b\u5206\u3051\u3066\u6e2c\u308a\u307e\u3059\u3002** \u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001`TimeSeriesSplit` \u306f\u6642\u9593\u9806\u306e\u30c7\u30fc\u30bf\u3092\u5206\u3051\u308b\u3082\u306e\u3067\u3001\u307b\u304b\u306e\u5206\u3051\u65b9\u306f\u672a\u6765\u306e\u30c7\u30fc\u30bf\u3067\u5b66\u7fd2\u3057\u3066\u904e\u53bb\u3092\u8a55\u4fa1\u3059\u308b\u3053\u3068\u306b\u306a\u308a\u4e0d\u9069\u5207\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002\n\n| \u751f\u6210AI\u306b\u3055\u305b\u306a\u3044\u3053\u3068 | \u7406\u7531 |\n|:--|:--|\n| \u898b\u8fbc\u307f\u306e\u6642\u523b\u3092\u66f8\u304d\u63db\u3048\u308b\u3001\u4e38\u3081\u3092\u5909\u3048\u308b | \u914d\u8eca\u4fc2\u304c\u78ba\u304b\u3081\u305f\u6642\u523b\u3068\u98df\u3044\u9055\u3046 |\n| \u9045\u308c\u306e\u7406\u7531\u3092\u66f8\u304f\uff08\u6e0b\u6ede\u30fb\u524d\u306e\u914d\u9001\u5148\u306e\u90fd\u5408\uff09 | \u78ba\u304b\u3081\u3066\u3044\u306a\u3044\u7406\u7531\u3092\u914d\u9001\u5148\u3078\u4f1d\u3048\u308b\u3053\u3068\u306b\u306a\u308b |\n| \u300c\u5fc5\u305a\u300d\u300c\u78ba\u5b9f\u306b\u300d\u3068\u7d04\u675f\u3059\u308b | \u898b\u8fbc\u307f\u306f\u898b\u8fbc\u307f\u3002\u5916\u308c\u305f\u3068\u304d\u306b\u7d04\u675f\u3092\u7834\u3063\u305f\u3053\u3068\u306b\u306a\u308b |\n| \u4ed6\u306e\u914d\u9001\u5148\u306e\u540d\u524d\u3084\u8377\u306e\u4e2d\u8eab\u3092\u66f8\u304f | \u5225\u306e\u53d6\u5f15\u5148\u306e\u60c5\u5831\u304c\u6f0f\u308c\u308b |\n\n### \u30d7\u30ed\u30f3\u30d7\u30c8\u307e\u305f\u306f\u6307\u793a\u5185\u5bb9\u306e\u4f8b\n\n**\u30e2\u30c7\u30eb\u306e\u8a2d\u5b9a\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002** \u5b66\u7fd2\u306f\u67081\u56de\u3001\u898b\u8fbc\u307f\u306f30\u5206\u3054\u3068\u306b\u56de\u3057\u307e\u3059\u3002\n\n```python\nimport numpy as np\nfrom sklearn.ensemble import HistGradientBoostingRegressor\n\ncommon = dict(\n    categorical_features=\"from_dtype\",       # \u914d\u9001\u5148\u306e\u7a2e\u985e\u30fb\u66dc\u65e5\u306f Categorical \u578b\n    monotonic_cst={\"remaining_drive_min\": 1, # \u6b8b\u308a\u306e\u8d70\u884c\u6642\u9593\u304c\u5897\u3048\u308c\u3070\u9045\u304f\u306a\u308b\n                   \"stops_before\": 1},       # \u524d\u306b\u3042\u308b\u914d\u9001\u5148\u304c\u5897\u3048\u308c\u3070\u9045\u304f\u306a\u308b\n    max_iter=400, learning_rate=0.05,\n)\np50 = HistGradientBoostingRegressor(loss=\"quantile\", quantile=0.5, **common)\np90 = HistGradientBoostingRegressor(loss=\"quantile\", quantile=0.9, **common)\np50.fit(X_train, y_train)                    # y \u306f\u305d\u306e\u6642\u70b9\u304b\u3089\u5230\u7740\u307e\u3067\u306e\u5206\u6570\np90.fit(X_train, y_train)\n\neta50 = now + p50.predict(X_now)             # \u666e\u901a\u306e\u898b\u8fbc\u307f\neta90 = now + np.maximum(p90.predict(X_now), p50.predict(X_now))  # \u9006\u8ee2\u3092\u305d\u308d\u3048\u308b\n```\n\n**\u5224\u5b9a\u306f\u3001\u6642\u9593\u6307\u5b9a\u306e\u7d42\u308f\u308a\u30682\u3064\u306e\u898b\u8fbc\u307f\u3092\u6bd4\u3079\u308b\u3060\u3051\u306b\u3057\u307e\u3059\u3002** \u666e\u901a\u306e\u898b\u8fbc\u307f\u304c\u904e\u304e\u308c\u3070 `late_likely`\u3001\u9045\u3081\u306e\u898b\u8fbc\u307f\u3060\u3051\u304c\u904e\u304e\u308c\u3070 `late_risk`\u3001\u3069\u3061\u3089\u3082\u904e\u304e\u306a\u3051\u308c\u3070 `on_time` \u3067\u3059\u3002**\u5224\u5b9a\u3092\u751f\u6210AI\u306b\u4efb\u305b\u306a\u3044\u306e\u306f\u3001\u540c\u3058\u898b\u8fbc\u307f\u304b\u3089\u6bce\u56de\u540c\u3058\u7b54\u3048\u304c\u51fa\u308b\u5fc5\u8981\u304c\u3042\u308b\u304b\u3089\u3067\u3059\u3002**\n\n**\u9023\u7d61\u6587\u306e\u4e0b\u66f8\u304d\u306f\u3001Claude API \u306b\u6b21\u306e\u6307\u793a\u3067\u4f5c\u3089\u305b\u307e\u3059\u3002**\n\n```\n\u3042\u306a\u305f\u306f\u5efa\u7bc9\u8cc7\u6750\u306e\u5378\u306e\u914d\u8eca\u4fc2\u3067\u3001\u6642\u9593\u6307\u5b9a\u306e\u3042\u308b\u914d\u9001\u5148\u3078\u3001\u5230\u7740\u306e\u898b\u8fbc\u307f\u3092\u4e8b\u524d\u306b\u77e5\u3089\u305b\u308b\n\u9023\u7d61\u6587\u3092\u66f8\u304f\u7acb\u5834\u3067\u3059\u3002\u6e21\u3055\u308c\u305f\u60c5\u5831\u3060\u3051\u3092\u4f7f\u3063\u3066\u3001\u96fb\u8a71\u3067\u4f1d\u3048\u308b\u8981\u70b9\u3068SMS\u30fb\u30e1\u30fc\u30eb\u306e\u672c\u6587\u3092\n\u4f5c\u3063\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u6e21\u3059\u60c5\u5831\u3011\n- \u914d\u9001\u5148\u306e\u540d\u524d\uff08\u4f1a\u793e\u540d\u3068\u73fe\u5834\u540d\uff09\u3001\u6642\u9593\u6307\u5b9a\uff08\u4f8b\uff1a10:00\u307e\u3067\uff09\n- \u5230\u7740\u306e\u898b\u8fbc\u307f\uff08\u666e\u901a\u306e\u898b\u8fbc\u307f\u3068\u9045\u3081\u306e\u898b\u8fbc\u307f\u3002Python \u304c\u51fa\u3057\u305f\u6642\u523b\uff09\n- \u5224\u5b9a\uff08late_likely \u307e\u305f\u306f late_risk\uff09\n- \u81ea\u793e\u306e\u540d\u524d\u3068\u3001\u914d\u8eca\u4fc2\u306e\u9023\u7d61\u5148\n\n\u3010\u66f8\u304d\u65b9\u3011\n- \u5230\u7740\u306e\u898b\u8fbc\u307f\u306f\u300c\u25ef\u6642\u25ef\u5206\u3054\u308d\u304b\u3089\u25ef\u6642\u25ef\u5206\u3054\u308d\u300d\u3068\u3001\u6e21\u3055\u308c\u305f2\u3064\u306e\u6642\u523b\u306e\u5e45\u3067\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n- late_likely \u306e\u5834\u5408\u306f\u3001\u6642\u9593\u6307\u5b9a\u306b\u9593\u306b\u5408\u308f\u306a\u3044\u898b\u8fbc\u307f\u3067\u3042\u308b\u3053\u3068\u3092\u304a\u8a6b\u3073\u3068\u3068\u3082\u306b\u4f1d\u3048\u3066\u304f\u3060\u3055\u3044\u3002\n- late_risk \u306e\u5834\u5408\u306f\u3001\u6642\u9593\u6307\u5b9a\u304e\u308a\u304e\u308a\u306b\u306a\u308b\u304a\u305d\u308c\u304c\u3042\u308b\u3053\u3068\u3092\u4f1d\u3048\u3066\u304f\u3060\u3055\u3044\u3002\n- \u53d7\u3051\u53d6\u308a\u306e\u6bb5\u53d6\u308a\u306b\u5dee\u3057\u652f\u3048\u304c\u3042\u308c\u3070\u9023\u7d61\u304c\u307b\u3057\u3044\u3068\u66f8\u304d\u3001\u9023\u7d61\u5148\u3092\u6dfb\u3048\u3066\u304f\u3060\u3055\u3044\u3002\n- \u96fb\u8a71\u306e\u8981\u70b9\u306f3\u884c\u4ee5\u5185\u3001SMS\u306e\u672c\u6587\u306f120\u5b57\u4ee5\u5185\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u6642\u523b\u3092\u66f8\u304d\u63db\u3048\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u4e38\u3081\u308b\u5834\u5408\u306f5\u5206\u5358\u4f4d\u3067\u3001\u9045\u3044\u5074\u3078\u4e38\u3081\u3066\u304f\u3060\u3055\u3044\u3002\n- \u9045\u308c\u306e\u7406\u7531\uff08\u6e0b\u6ede\u3001\u524d\u306e\u914d\u9001\u5148\u3001\u5929\u5019 \u306a\u3069\uff09\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u300c\u5fc5\u305a\u300d\u300c\u78ba\u5b9f\u306b\u300d\u306a\u3069\u3001\u5230\u7740\u3092\u7d04\u675f\u3059\u308b\u8868\u73fe\u3092\u4f7f\u308f\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u6e21\u3055\u308c\u305f\u914d\u9001\u5148\u4ee5\u5916\u306e\u4f1a\u793e\u540d\u3084\u3001\u8377\u306e\u4e2d\u8eab\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u6e21\u3055\u308c\u305f\u60c5\u5831\u304c\u8db3\u308a\u306a\u3044\u5834\u5408\u306f\u3001\u6587\u9762\u3092\u4f5c\u3089\u305a missing \u306b\u8db3\u308a\u306a\u3044\u9805\u76ee\u3092\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u914d\u9001\u5148\u3068\u898b\u8fbc\u307f\u3011{stop}\n\u3010\u81ea\u793e\u306e\u60c5\u5831\u3011{company}\n```\n\n**\u300c\u9045\u308c\u306e\u7406\u7531\u3092\u66f8\u304b\u306a\u3044\u300d\u3092\u660e\u8a18\u3057\u306a\u3044\u3068\u3001\u751f\u6210AI\u306f\u4e01\u5be7\u306b\u7406\u7531\u3092\u8db3\u3057\u307e\u3059\u3002** \u300c\u9053\u8def\u306e\u6df7\u96d1\u306b\u3088\u308a\u300d\u3068\u66f8\u304b\u308c\u305f\u9023\u7d61\u3092\u53d7\u3051\u305f\u914d\u9001\u5148\u306f\u3001\u672c\u5f53\u306e\u7406\u7531\u304c\u524d\u306e\u914d\u9001\u5148\u3067\u306e\u5f85\u3061\u3060\u3063\u305f\u3068\u5f8c\u3067\u77e5\u308b\u3068\u3001**\u9023\u7d61\u305d\u306e\u3082\u306e\u3092\u4fe1\u3058\u306a\u304f\u306a\u308a\u307e\u3059\u3002**\n\n### \u51fa\u529b\u5f62\u5f0f\n\n**\u6b21\u306e\u5f62\u306eJSON\u3092\u3001\u6b8b\u308a\u306e\u914d\u9001\u5148\u3054\u3068\u306b\u4f5c\u308a\u307e\u3059\u3002** \u6642\u523b\u3068\u5224\u5b9a\u306f Python \u304c\u57cb\u3081\u3001`draft` \u3092 Claude API \u306e\u69cb\u9020\u5316\u51fa\u529b\uff08`output_config.format` \u306b `type: \"json_schema\"`\uff09\u3067\u53d7\u3051\u53d6\u308a\u307e\u3059\u3002\n\n```json\n{\n  \"run_at\": \"2026-10-07T09:30:00+09:00\",\n  \"route_id\": \"R-07-12\",\n  \"stop_seq\": 6,\n  \"stop_id\": \"C-20418\",\n  \"window_end\": \"2026-10-07T11:00:00+09:00\",\n  \"eta_p50\": \"2026-10-07T10:52:00+09:00\",\n  \"eta_p90\": \"2026-10-07T11:18:00+09:00\",\n  \"delay_so_far_min\": 14,\n  \"status\": \"late_risk\",\n  \"flags\": [\"first_visit\"],\n  \"draft\": { \"phone_points\": \"\", \"sms\": \"\", \"missing\": [] },\n  \"contacted\": null\n}\n```\n\n**1\u3064\u76ee\u306e\u7406\u7531\u306f\u3001\u6642\u523b\u3068\u6587\u9762\u3092\u5225\u306e\u6b04\u306b\u7f6e\u3051\u308b\u3053\u3068\u3067\u3059\u3002** \u914d\u8eca\u4fc2\u304c\u898b\u308b\u306e\u306f `eta_p50` \u3068 `eta_p90` \u3067\u3001`draft` \u306f\u305d\u308c\u3092\u3082\u3068\u306b\u4f5c\u3063\u305f\u6587\u3067\u3059\u3002**\u4e0b\u66f8\u304d\u306e\u6642\u523b\u304c `eta_p90` \u3068\u98df\u3044\u9055\u3063\u3066\u3044\u306a\u3044\u304b\u3092\u3001\u9001\u308b\u524d\u306b Python \u3067\u7167\u5408\u3057\u307e\u3059\u3002**\n\n**2\u3064\u76ee\u306f\u3001`run_at` \u3067\u898b\u8fbc\u307f\u306e\u52d5\u304d\u3092\u8ffd\u3048\u308b\u3053\u3068\u3067\u3059\u3002** \u540c\u3058\u914d\u9001\u5148\u306e\u898b\u8fbc\u307f\u304c\u30019\u6642\u30019\u664230\u5206\u300110\u6642\u3068\u3001\u3069\u3046\u52d5\u3044\u305f\u304b\u3092\u4e26\u3079\u3066\u898b\u3089\u308c\u307e\u3059\u3002**\u9045\u308c\u306e\u898b\u8fbc\u307f\u304c\u6025\u306b\u8df3\u306d\u305f\u3089\u3001\u524d\u306e\u914d\u9001\u5148\u3067\u4f55\u304b\u8d77\u304d\u3066\u3044\u307e\u3059\u3002**\n\n**3\u3064\u76ee\u306f\u3001`flags` \u3067\u898b\u8fbc\u307f\u306e\u78ba\u304b\u3089\u3057\u3055\u3092\u4f1d\u3048\u3089\u308c\u308b\u3053\u3068\u3067\u3059\u3002** `first_visit`\uff08\u521d\u3081\u3066\u306e\u914d\u9001\u5148\uff09\u3001`gps_gap`\uff08\u4f4d\u7f6e\u304c\u9014\u5207\u308c\u3066\u3044\u308b\uff09\u3001`order_changed`\uff08\u914d\u9001\u9806\u304c\u4e88\u5b9a\u3068\u9055\u3046\uff09\u306e\u3088\u3046\u306a\u5370\u304c\u3042\u308c\u3070\u3001**\u914d\u8eca\u4fc2\u306f\u305d\u306e\u898b\u8fbc\u307f\u3092\u5272\u308a\u5f15\u3044\u3066\u8aad\u307f\u307e\u3059\u3002**\n\n### \u30b7\u30b9\u30c6\u30e0\u9023\u643a\n\n| \u3064\u306a\u304e\u5148 | \u65b9\u5f0f | \u5185\u5bb9 |\n|:--|:--|:--|\n| \u914d\u8eca\u30b7\u30b9\u30c6\u30e0 | \u66f8\u304d\u51fa\u3057\u306e\u8aad\u307f\u53d6\u308a | \u5f53\u65e5\u306e\u4fbf\u3001\u914d\u9001\u9806\u3001\u6642\u9593\u6307\u5b9a |\n| \u8eca\u8f09\u7aef\u672b | \u7ba1\u7406\u753b\u9762\u306e\u66f8\u304d\u51fa\u3057\u304bAPI | \u4f4d\u7f6e\u3001\u5230\u7740\u3068\u914d\u9054\u5b8c\u4e86\u306e\u6642\u523b |\n| Routes API | API\u547c\u3073\u51fa\u3057 | \u533a\u9593\u3054\u3068\u306e\u6240\u8981\u6642\u9593 |\n| Claude API | API\u547c\u3073\u51fa\u3057 | \u9023\u7d61\u6587\u306e\u4e0b\u66f8\u304d |\n| \u914d\u8eca\u4fc2\u306e\u753b\u9762\u3068\u30c1\u30e3\u30c3\u30c8 | \u4e00\u89a7\u306e\u8868\u793a\u3068\u6295\u7a3f | \u9045\u308c\u306e\u898b\u8fbc\u307f\u3068\u9045\u308c\u306e\u304a\u305d\u308c\u306e\u4e00\u89a7 |\n| \u793e\u5185\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9 | \u66f8\u304d\u8fbc\u307f | \u898b\u8fbc\u307f\u30fb\u5224\u5b9a\u30fb\u9023\u7d61\u306e\u8a18\u9332 |\n\n**\u914d\u9001\u5148\u3078\u306e\u9023\u7d61\u306f\u3001\u3053\u306e\u69cb\u6210\u304b\u3089\u81ea\u52d5\u3067\u9001\u308a\u307e\u305b\u3093\u3002** \u914d\u8eca\u4fc2\u304c\u4e0b\u66f8\u304d\u3092\u78ba\u304b\u3081\u3001\u96fb\u8a71\u3059\u308b\u304b\u3001SMS\u3084\u30e1\u30fc\u30eb\u3067\u9001\u308a\u307e\u3059\u3002**\u9045\u308c\u306e\u9023\u7d61\u306f\u53d6\u5f15\u5148\u3068\u306e\u95a2\u4fc2\u306b\u76f4\u63a5\u3072\u3073\u304f\u306e\u3067\u3001\u9001\u308b\u5224\u65ad\u306f\u4eba\u306b\u7f6e\u304d\u307e\u3059\u3002**\n\n**\u30c9\u30e9\u30a4\u30d0\u30fc\u3078\u306f\u3001\u3053\u306e\u69cb\u6210\u304b\u3089\u4f55\u3082\u9001\u308a\u307e\u305b\u3093\u3002** \u904b\u8ee2\u4e2d\u306e\u30c9\u30e9\u30a4\u30d0\u30fc\u306b\u901a\u77e5\u3092\u9001\u308b\u3068\u3001\u753b\u9762\u3092\u898b\u308b\u7406\u7531\u3092\u4f5c\u3063\u3066\u3057\u307e\u3044\u307e\u3059\u3002**\u30c9\u30e9\u30a4\u30d0\u30fc\u3078\u306e\u6307\u793a\u304c\u8981\u308b\u3068\u304d\u306f\u3001\u3044\u307e\u307e\u3067\u3069\u304a\u308a\u914d\u8eca\u4fc2\u304c\u5224\u65ad\u3057\u3066\u9023\u7d61\u3057\u307e\u3059\u3002**\n\n### \u4eba\u9593\u306e\u78ba\u8a8d\n\n**\u4eba\u304c\u958b\u304f\u306e\u306f\u3001`late_likely` \u3068 `late_risk` \u306e\u914d\u9001\u5148\u3060\u3051\u3067\u3059\u3002** `on_time` \u306e\u3082\u306e\u306f\u3001\u4e00\u89a7\u306e\u8272\u3067\u6d41\u3057\u898b\u308b\u3060\u3051\u306b\u3057\u307e\u3059\u3002\n\n1. **`late_likely` \u3092\u5148\u306b\u898b\u308b** \u2026 \u4e0b\u66f8\u304d\u3092\u78ba\u304b\u3081\u3001\u914d\u9001\u5148\u3078\u9023\u7d61\u3057\u307e\u3059\u3002**\u9023\u7d61\u3057\u305f\u6642\u523b\u3068\u3001\u76f8\u624b\u306e\u8fd4\u4e8b\u3092\u8a18\u9332\u3057\u307e\u3059**\n2. **`late_risk` \u306f\u6642\u9593\u6307\u5b9a\u306e\u8fd1\u3044\u9806\u306b\u898b\u308b** \u2026 \u7acb\u4f1a\u3044\u306e\u8981\u308b\u914d\u9001\u5148\u306f\u9023\u7d61\u3057\u3001\u7f6e\u304d\u5834\u6240\u306e\u6c7a\u307e\u3063\u305f\u914d\u9001\u5148\u306f\u69d8\u5b50\u3092\u898b\u307e\u3059\n3. **`flags` \u306e\u4ed8\u3044\u305f\u898b\u8fbc\u307f\u306f\u5272\u308a\u5f15\u304f** \u2026 \u4f4d\u7f6e\u304c\u9014\u5207\u308c\u3066\u3044\u308b\u306a\u3089\u3001\u30c9\u30e9\u30a4\u30d0\u30fc\u306b1\u56de\u3060\u3051\u78ba\u304b\u3081\u307e\u3059\n4. **\u914d\u9001\u9806\u306e\u5165\u308c\u66ff\u3048\u3084\u5fdc\u63f4\u306e\u8eca\u306f\u3001\u914d\u8eca\u4fc2\u304c\u6c7a\u3081\u308b** \u2026 \u3053\u306e\u69cb\u6210\u306f\u3001\u5165\u308c\u66ff\u3048\u305f\u5f8c\u306e\u898b\u8fbc\u307f\u3092\u51fa\u3057\u307e\u305b\u3093\n\n**\u76ee\u6a19\u306f\u30011,800\u4ef6\u3092\u306a\u3089\u3057\u30661\u4ef61\u5206\u3067\u3059\u3002** \u9045\u308c\u306e\u304a\u305d\u308c\u306e\u3042\u308b\u914d\u9001\u5148\u306f1\u5272\u524d\u5f8c\u3068\u3044\u3046\u60f3\u5b9a\u3067\u3001**\u305d\u308c\u3088\u308a\u591a\u3044\u65e5\u306f\u3001\u7a4d\u8fbc\u306e\u9045\u308c\u304b\u3001\u6642\u9593\u6307\u5b9a\u306e\u4ed8\u3051\u65b9\u306b\u7121\u7406\u304c\u3042\u308a\u307e\u3059\u3002**\n\n### \u4f8b\u5916\u51e6\u7406\n\n| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u8eca\u8f09\u7aef\u672b\u306e\u4f4d\u7f6e\u304c\u9014\u5207\u308c\u308b | \u6700\u5f8c\u306e\u4f4d\u7f6e\u3068\u914d\u9054\u5b8c\u4e86\u304b\u3089\u898b\u8fbc\u307f\u3092\u4f5c\u308a\u3001`gps_gap` \u3092\u4ed8\u3051\u308b |\n| \u914d\u9001\u9806\u304c\u4e88\u5b9a\u3068\u9055\u3046 | \u5b9f\u969b\u306e\u914d\u9054\u306e\u9806\u304b\u3089\u6b8b\u308a\u3092\u4e26\u3079\u76f4\u3057\u3001`order_changed` \u3092\u4ed8\u3051\u308b |\n| \u4e0d\u5728\u3067\u6301\u3061\u623b\u308a | \u305d\u306e\u914d\u9001\u5148\u3092\u6b8b\u308a\u304b\u3089\u5916\u3057\u3001\u6301\u3061\u623b\u308a\u3068\u3057\u3066\u8a18\u9332\u3059\u308b |\n| \u521d\u3081\u3066\u306e\u914d\u9001\u5148 | \u8377\u53d7\u3051\u306e\u6642\u9593\u3092 NaN \u3067\u6e21\u3057\u3001`first_visit` \u3092\u4ed8\u3051\u308b |\n| Routes API \u304c\u5fdc\u7b54\u3057\u306a\u3044 | \u904e\u53bb\u306e\u8d70\u884c\u8a18\u9332\u304b\u3089\u4f5c\u3063\u305f\u533a\u9593\u3054\u3068\u306e\u5e73\u5747\u3067\u4ee3\u308f\u308a\u306b\u8a08\u7b97\u3057\u3001\u4e00\u89a7\u306b\u8868\u793a\u3059\u308b |\n| \u8eca\u4e21\u306e\u6545\u969c\u30fb\u4e8b\u6545 | \u898b\u8fbc\u307f\u3092\u6b62\u3081\u3001\u914d\u8eca\u4fc2\u3078\u77e5\u3089\u305b\u308b\u3002**\u898b\u8fbc\u307f\u3092\u51fa\u3057\u7d9a\u3051\u306a\u3044** |\n| \u4e0b\u66f8\u304d\u306e\u6642\u523b\u304c\u898b\u8fbc\u307f\u3068\u98df\u3044\u9055\u3046 | \u4e0b\u66f8\u304d\u3092\u6368\u3066\u3066\u4f5c\u308a\u76f4\u3059\u30022\u56de\u7d9a\u3051\u3070\u4e0b\u66f8\u304d\u7121\u3057\u3067\u4e00\u89a7\u306b\u51fa\u3059 |\n| \u5f53\u65e5\u306b\u8ffd\u52a0\u3055\u308c\u305f\u914d\u9001\u5148 | \u6b21\u306e\u56de\u304b\u3089\u6b8b\u308a\u306b\u8db3\u3059\u3002**\u8ffd\u52a0\u306e\u524d\u306e\u898b\u8fbc\u307f\u306b\u306f\u4f7f\u308f\u306a\u3044** |\n\n**6\u884c\u76ee\u306f\u3001\u898b\u8fbc\u307f\u3092\u51fa\u3057\u7d9a\u3051\u308b\u3053\u3068\u306e\u307b\u3046\u304c\u5371\u306a\u3044\u3082\u306e\u3067\u3059\u3002** \u6b62\u307e\u3063\u3066\u3044\u308b\u8eca\u306e\u898b\u8fbc\u307f\u306f\u3001\u8d70\u884c\u306e\u6642\u9593\u3092\u8db3\u3059\u307b\u3069\u73fe\u5b9f\u304b\u3089\u96e2\u308c\u307e\u3059\u3002**\u6545\u969c\u306e\u9023\u7d61\u304c\u5165\u3063\u305f\u4fbf\u306f\u3001\u4eba\u304c\u5224\u65ad\u3059\u308b\u307e\u3067\u4e00\u89a7\u304b\u3089\u5916\u3057\u307e\u3059\u3002**\n\n### \u4fdd\u5b58\u30fb\u30ed\u30b0\n\n- 30\u5206\u3054\u3068\u306e\u898b\u8fbc\u307f\uff08`eta_p50`\u30fb`eta_p90`\uff09\u3068\u5224\u5b9a\u3001\u305d\u306e\u3068\u304d\u306e\u4f4d\u7f6e\u3068\u6b8b\u308a\u306e\u914d\u9001\u5148\n- \u547c\u3093\u3060 Routes API \u306e\u533a\u9593\u3068\u3001\u8fd4\u3063\u3066\u304d\u305f `duration`\u30fb`staticDuration`\n- \u4e0b\u66f8\u304d\u3068\u3001\u914d\u8eca\u4fc2\u304c\u76f4\u3057\u305f\u5f8c\u306e\u6587\u9762\u3001\u9023\u7d61\u3057\u305f\u6642\u523b\u3068\u624b\u6bb5\n- **\u898b\u8fbc\u307f\u3068\u5b9f\u969b\u306e\u5230\u7740\u306e\u5dee** \u2026 \u914d\u9001\u5148\u3054\u3068\u3001\u6642\u523b\u3054\u3068\n- \u5b66\u3073\u76f4\u3057\u306e\u65e5\u4ed8\u3068\u3001\u305d\u306e\u3068\u304d\u306e\u6210\u7e3e\uff08\u4e2d\u592e\u5024\u306e\u8aa4\u5dee\u300190\uff05\u70b9\u3092\u8d85\u3048\u305f\u5272\u5408\uff09\n\n**4\u3064\u76ee\u306e\u5dee\u306f\u300190\uff05\u70b9\u304c\u672c\u5f53\u306b\u300c10\u56de\u306b1\u56de\u300d\u306b\u306a\u3063\u3066\u3044\u308b\u304b\u3092\u898b\u308b\u305f\u3081\u306b\u8981\u308a\u307e\u3059\u3002** \u5b9f\u969b\u306e\u5230\u7740\u304c90\uff05\u70b9\u3092\u8d85\u3048\u305f\u5272\u5408\u304c1\u5272\u3092\u5927\u304d\u304f\u8d85\u3048\u308b\u306a\u3089\u3001\u9045\u3081\u306e\u898b\u8fbc\u307f\u304c\u7518\u304f\u3001\u9045\u308c\u3092\u898b\u843d\u3068\u3057\u3066\u3044\u307e\u3059\u3002","minimal_setup":"1. \u5148\u6708\u306e1\u304b\u6708\u5206\u306b\u3064\u3044\u3066\u3001\u4fbf\u3054\u3068\u306e\u914d\u9001\u9806\u30fb\u6642\u9593\u6307\u5b9a\u3068\u3001\u914d\u9001\u5148\u3054\u3068\u306e\u5230\u7740\u3068\u914d\u9054\u5b8c\u4e86\u306e\u6642\u523b\u3092\u66f8\u304d\u51fa\u3059\n2. \u914d\u9001\u5148\u3054\u3068\u306b\u3001\u8377\u53d7\u3051\u306b\u304b\u304b\u3063\u305f\u6642\u9593\u306e\u4e2d\u592e\u5024\u3068\u3001\u9045\u3044\u65e5\u306e\u5024\uff08\u4e0a\u304b\u30891\u5272\u306e\u5024\uff09\u3092\u8868\u8a08\u7b97\u3067\u51fa\u3059\n3. \u5148\u6708\u306e\u4fbf\u304b\u308920\u4fbf\u3092\u9078\u3073\u3001\u51fa\u5eab\u306e\u6642\u70b9\u3067\u3001\u6642\u9593\u6307\u5b9a\u306e\u914d\u9001\u5148\u306b\u4f55\u6642\u306b\u7740\u304f\u304b\u3092\u300c\u8d70\u884c\u306e\u76ee\u5b89\uff0b\u8377\u53d7\u3051\u306e\u4e2d\u592e\u5024\u300d\u3067\u8db3\u3057\u4e0a\u3052\u308b\n4. \u540c\u3058\u8a08\u7b97\u3092\u300c\u8377\u53d7\u3051\u306e\u9045\u3044\u65e5\u306e\u5024\u300d\u3067\u3082\u3046\u4e00\u5ea6\u884c\u3044\u3001\u9045\u3081\u306e\u898b\u8fbc\u307f\u306b\u3059\u308b\n5. \u5b9f\u969b\u306e\u5230\u7740\u3068\u4e26\u3079\u3001\u9045\u308c\u305f\u914d\u9001\u5148\u304c\u9045\u3081\u306e\u898b\u8fbc\u307f\u3067\u62fe\u3048\u3066\u3044\u305f\u304b\u3092\u898b\u308b\n\n**\u78ba\u304b\u3081\u305f\u3044\u306e\u306f\u3001\u300c\u8a18\u9332\u3060\u3051\u3067\u3001\u914d\u8eca\u4fc2\u3088\u308a\u65e9\u304f\u9045\u308c\u306b\u6c17\u3065\u3051\u305f\u304b\u300d\u3067\u3059\u3002** \u30e2\u30c7\u30eb\u3092\u4f5c\u308b\u524d\u306b\u3001**\u8377\u53d7\u3051\u306e\u6642\u9593\u306e\u9055\u3044\u3060\u3051\u3067\u3069\u3053\u307e\u3067\u8aac\u660e\u3067\u304d\u308b\u304b**\u3092\u898b\u307e\u3059\u3002\n\n| \u51fa\u3066\u304d\u305f\u5185\u5bb9 | \u5224\u65ad |\n|:--|:--|\n| \u9045\u308c\u305f\u914d\u9001\u5148\u306e\u591a\u304f\u304c\u9045\u3081\u306e\u898b\u8fbc\u307f\u3067\u62fe\u3048\u305f | **\u30e2\u30c7\u30eb\u306830\u5206\u3054\u3068\u306e\u898b\u8fbc\u307f\u306b\u9032\u3080** |\n| \u5230\u7740\u3068\u5b8c\u4e86\u306e\u8a18\u9332\u304c\u629c\u3051\u3066\u3044\u3066\u8a08\u7b97\u3067\u304d\u306a\u3044 | \u8eca\u8f09\u7aef\u672b\u306e\u62bc\u3057\u65b9\u3092\u76f4\u3059\u306e\u304c\u5148\u3002**AI\u306e\u554f\u984c\u3067\u306f\u306a\u3044** |\n| \u8377\u53d7\u3051\u306e\u6642\u9593\u3067\u306f\u8aac\u660e\u3067\u304d\u306a\u3044\u9045\u308c\u304c\u591a\u3044 | \u8d70\u884c\u306e\u6642\u9593\uff08\u6642\u9593\u5e2f\u30fb\u9053\uff09\u306e\u5f71\u97ff\u304c\u5927\u304d\u3044\u3002**Routes API \u3092\u8db3\u3057\u3066\u8a66\u3059** |\n\n**2\u884c\u76ee\u304c\u51fa\u308b\u3053\u3068\u306f\u73cd\u3057\u304f\u3042\u308a\u307e\u305b\u3093\u3002** \u5931\u6557\u3067\u306f\u306a\u304f\u3001**\u914d\u8eca\u4fc2\u304c\u96fb\u8a71\u3067\u78ba\u304b\u3081\u3066\u3044\u305f\u7406\u7531\u304c1\u3064\u5206\u304b\u3063\u305f\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002**","minimal_setup_short":"\u8868\u8a08\u7b97\u3067\u8377\u53d7\u3051\u306e\u6642\u9593\u3092\u8db3\u3057\u4e0a\u3052\u3001\u904e\u53bb\u306e\u4fbf\u3067\u898b\u8fbc\u307f\u3092\u8a66\u3059 \uff0f \u904e\u53bb\u306e\u4fbf\u3067\u306e\u78ba\u304b\u3081","semi_auto_setup":"\u4e0a\u8a18\uff0bPython \u304c\u7a4d\u8fbc\u5b8c\u4e86\u306830\u5206\u3054\u3068\u306b\u8a18\u9332\u3092\u8aad\u307f\u3001\u8377\u53d7\u3051\u306e\u6642\u9593\u3068\u904e\u53bb\u306e\u5e73\u5747\u306e\u8d70\u884c\u6642\u9593\u3067\u898b\u8fbc\u307f\u306e\u4e00\u89a7\u3092\u51fa\u3059 \uff0f \u898b\u8fbc\u307f\u3068\u9045\u308c\u306e\u4e00\u89a7","full_setup":"\u4e0a\u8a18\uff0bRoutes API \u306e\u6240\u8981\u6642\u9593\u30012\u3064\u306e\u5206\u4f4d\u70b9\u306e\u30e2\u30c7\u30eb\u3001\u9023\u7d61\u6587\u306e\u4e0b\u66f8\u304d\u3001\u898b\u8fbc\u307f\u3068\u5b9f\u969b\u306e\u8a18\u9332\u3068\u5b66\u3073\u76f4\u3057 \uff0f \u898b\u8fbc\u307f\u304b\u3089\u9023\u7d61\u306e\u4e0b\u66f8\u304d\u307e\u3067","level_note":"**\u6700\u5c0f\u69cb\u6210\u306f\u5f53\u65e5\u306b\u306f\u4f7f\u3048\u307e\u305b\u3093\u3002** \u904e\u53bb\u306e\u4fbf\u3067\u8a66\u3059\u305f\u3081\u306e\u6bb5\u968e\u3067\u3059\u3002\n**\u534a\u81ea\u52d5\u5316\u3067\u30011\u4ef63\u5206\u304c2\u5206\u7a0b\u5ea6\u306b\u306a\u308a\u307e\u3059\u3002** \u30c9\u30e9\u30a4\u30d0\u30fc\u3078\u306e\u96fb\u8a71\u306f\u307b\u307c\u7121\u304f\u306a\u308a\u307e\u3059\u304c\u3001\u898b\u8fbc\u307f\u304c\u7c97\u3044\u306e\u3067\u3001\u9045\u308c\u305d\u3046\u306b\u898b\u3048\u308b\u914d\u9001\u5148\u3092\u914d\u8eca\u4fc2\u304c\u4e00\u3064\u305a\u3064\u78ba\u304b\u3081\u308b\u4f5c\u696d\u3068\u3001\u9023\u7d61\u6587\u3092\u66f8\u304f\u4f5c\u696d\u304c\u6b8b\u308a\u307e\u3059\u3002**\u672c\u683c\u69cb\u6210\u30671\u5206\u306b\u306a\u308a\u3001\u3053\u306e\u6bb5\u968e\u304c\u672c\u8a18\u4e8b\u306e\u60f3\u5b9a\u3067\u3059\u3002**\n**\u6bb5\u968e\u3092\u98db\u3070\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u534a\u81ea\u52d5\u5316\u306e\u4e00\u89a7\u30921\u304b\u6708\u4f7f\u3046\u3068\u3001\u5230\u7740\u3068\u5b8c\u4e86\u306e\u8a18\u9332\u304c\u629c\u3051\u3084\u3059\u3044\u30c9\u30e9\u30a4\u30d0\u30fc\u3068\u3001\u8377\u53d7\u3051\u306e\u6642\u9593\u304c\u8aad\u3081\u306a\u3044\u914d\u9001\u5148\u304c\u5206\u304b\u308a\u307e\u3059\u3002**\u305d\u3053\u3092\u76f4\u3057\u3066\u304b\u3089\u30e2\u30c7\u30eb\u3092\u5b66\u3070\u305b\u308b\u307b\u3046\u304c\u3001\u898b\u8fbc\u307f\u304c\u65e9\u304f\u5f53\u305f\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002**","troubleshooting":"| \u554f\u984c | \u5bfe\u7b56 |\n|:--|:--|\n| \u5b66\u7fd2\u3067\u306f\u5f53\u305f\u308b\u306e\u306b\u672c\u756a\u3067\u5916\u308c\u308b | **\u305d\u306e\u6642\u70b9\u3088\u308a\u5f8c\u306e\u8a18\u9332\u3092\u7279\u5fb4\u306b\u6df7\u305c\u306a\u3044\u3002** \u6642\u523b\u3067\u5207\u308b |\n| \u666e\u901a\u306e\u898b\u8fbc\u307f\u3060\u3051\u3067\u9045\u308c\u3092\u898b\u843d\u3068\u3059 | 90\uff05\u70b9\u306e\u898b\u8fbc\u307f\u3092\u4e26\u3079\u3001\u9045\u3081\u306e\u898b\u8fbc\u307f\u3067\u5224\u5b9a\u3059\u308b |\n| 90\uff05\u70b9\u304c\u4e2d\u592e\u5024\u3088\u308a\u65e9\u304f\u51fa\u308b | \u5225\u3005\u306b\u5b66\u3076\u306e\u3067\u8d77\u304d\u308b\u3002\u4e2d\u592e\u5024\u306b\u305d\u308d\u3048\u3001\u5370\u3092\u4ed8\u3051\u308b |\n| \u914d\u9001\u5148\u304c\u5897\u3048\u305f\u306e\u306b\u65e9\u304f\u7740\u304f\u898b\u8fbc\u307f\u304c\u51fa\u308b | `monotonic_cst` \u3067\u5411\u304d\u3092\u7e1b\u308b |\n| \u5230\u7740\u3068\u5b8c\u4e86\u306e\u8a18\u9332\u304c\u629c\u3051\u308b | \u8eca\u8f09\u7aef\u672b\u306e\u62bc\u3057\u65b9\u3092\u305d\u308d\u3048\u308b\u3002**\u6700\u521d\u306e\u4f5c\u696d** |\n| \u914d\u9001\u9806\u306e\u5165\u308c\u66ff\u3048\u3067\u898b\u8fbc\u307f\u304c\u5d29\u308c\u308b | \u5b9f\u969b\u306e\u914d\u9054\u306e\u9806\u304b\u3089\u4e26\u3079\u76f4\u3059 |\n| Routes API \u306e\u6599\u91d1\u304c\u3075\u304f\u3089\u3080 | \u547c\u3076\u9593\u9694\u3068\u533a\u9593\u3092\u307e\u3068\u3081\u3001\u6b8b\u308a\u306e\u5c11\u306a\u3044\u4fbf\u306f\u9593\u9694\u3092\u5e83\u3052\u308b |\n| \u521d\u3081\u3066\u306e\u914d\u9001\u5148\u306e\u898b\u8fbc\u307f\u304c\u5916\u308c\u308b | NaN \u3067\u6e21\u3057\u3001`first_visit` \u3092\u4ed8\u3051\u3066\u4eba\u304c\u5272\u308a\u5f15\u304f |\n| \u9023\u7d61\u6587\u306b\u9045\u308c\u306e\u7406\u7531\u304c\u5165\u308b | \u6307\u793a\u3067\u7981\u3058\u3001\u6642\u523b\u3060\u3051\u3092\u4f1d\u3048\u308b |\n| \u9023\u7d61\u304c\u81ea\u52d5\u3067\u914d\u9001\u5148\u306b\u98db\u3076 | **\u4e0b\u66f8\u304d\u307e\u3067\u306b\u3059\u308b\u3002** \u9001\u308b\u306e\u306f\u914d\u8eca\u4fc2 |\n| \u30c9\u30e9\u30a4\u30d0\u30fc\u306b\u901a\u77e5\u3092\u9001\u3063\u3066\u3057\u307e\u3046 | \u904b\u8ee2\u4e2d\u306e\u753b\u9762\u3092\u898b\u308b\u7406\u7531\u3092\u4f5c\u3089\u306a\u3044 |\n\n**\u4e0a\u306e2\u884c\u304c\u3001\u3053\u306e\u69cb\u6210\u306e\u5931\u6557\u306e\u307b\u3068\u3093\u3069\u3067\u3059\u3002** 1\u884c\u76ee\u306f\u5b66\u3076\u6bb5\u306e\u8aa4\u308a\u3067\u3001**\u6210\u7e3e\u306e\u6570\u5b57\u304c\u826f\u304f\u898b\u3048\u308b\u306e\u3067\u6c17\u3065\u3051\u307e\u305b\u3093\u3002** 2\u884c\u76ee\u306f\u5224\u5b9a\u306e\u6bb5\u306e\u8aa4\u308a\u3067\u3001\u5e73\u5747\u7684\u306a\u898b\u8fbc\u307f\u3067\u306f\u300c\u304e\u308a\u304e\u308a\u9593\u306b\u5408\u3046\u300d\u914d\u9001\u5148\u304c\u3001\u8377\u53d7\u3051\u304c\u9577\u5f15\u3044\u305f\u65e5\u306b\u305d\u308d\u3063\u3066\u9045\u308c\u307e\u3059\u3002\n\n**5\u884c\u76ee\u306f\u3001AI\u306e\u5916\u306e\u8a71\u3067\u3059\u3002** \u8a18\u9332\u304c\u629c\u3051\u3066\u3044\u308b\u4fbf\u306f\u3001\u3069\u308c\u3060\u3051\u30e2\u30c7\u30eb\u3092\u5de5\u592b\u3057\u3066\u3082\u898b\u8fbc\u3081\u307e\u305b\u3093\u3002**\u904b\u7528\u3092\u305d\u308d\u3048\u308b\u3053\u3068\u304c\u3001\u3053\u306e\u69cb\u6210\u306e\u571f\u53f0\u3067\u3059\u3002**","governance_notes":"**\u3053\u306e\u69cb\u6210\u3067\u6271\u3046\u30c7\u30fc\u30bf\uff1a** \u8eca\u4e21\u3068\u30c9\u30e9\u30a4\u30d0\u30fc\u306e\u4f4d\u7f6e\u3068\u6642\u523b\u3001\u914d\u9001\u5148\u306e\u540d\u524d\u3068\u4f4f\u6240\u3001\u6642\u9593\u6307\u5b9a\u3001\u8377\u306e\u500b\u6570\u3002**\u4f4d\u7f6e\u306e\u8a18\u9332\u306f\u3001\u30c9\u30e9\u30a4\u30d0\u30fc\u500b\u4eba\u306e\u50cd\u304d\u65b9\u306e\u8a18\u9332\u3067\u3082\u3042\u308a\u307e\u3059\u3002**\n\n1. **\u4f4d\u7f6e\u306e\u8a18\u9332\u3092\u3001\u5230\u7740\u306e\u898b\u8fbc\u307f\u4ee5\u5916\u306b\u4f7f\u308f\u306a\u3044** \u2026 \u30c9\u30e9\u30a4\u30d0\u30fc\u306e\u8a55\u4fa1\u3084\u6307\u5c0e\u306b\u8ee2\u7528\u3059\u308b\u3068\u3001\u8a18\u9332\u3092\u62bc\u3059\u904b\u7528\u304c\u5d29\u308c\u307e\u3059\u3002**\u4f7f\u3046\u76ee\u7684\u3092\u6c7a\u3081\u3066\u3001\u30c9\u30e9\u30a4\u30d0\u30fc\u306b\u8aac\u660e\u3057\u307e\u3059**\n2. **\u751f\u6210AI\u3078\u6e21\u3059\u306e\u306f\u3001\u305d\u306e\u914d\u9001\u5148\u306e\u60c5\u5831\u3060\u3051\u306b\u3059\u308b** \u2026 \u4ed6\u306e\u914d\u9001\u5148\u306e\u540d\u524d\u3084\u3001\u30c9\u30e9\u30a4\u30d0\u30fc\u306e\u540d\u524d\u306f\u6e21\u3057\u307e\u305b\u3093\n3. **\u9023\u7d61\u3092\u81ea\u52d5\u3067\u9001\u3089\u306a\u3044** \u2026 \u9045\u308c\u306e\u9023\u7d61\u306f\u53d6\u5f15\u5148\u3068\u306e\u95a2\u4fc2\u306b\u76f4\u63a5\u3072\u3073\u304d\u307e\u3059\u3002**\u5224\u5b9a\u304c\u5916\u308c\u305f\u3068\u304d\u306e1\u4ef6\u306e\u9023\u7d61\u306f\u3001\u524a\u6e1b\u3057\u305f\u6642\u9593\u3088\u308a\u9ad8\u304f\u3064\u304d\u307e\u3059**\n4. **\u3053\u306e\u69cb\u6210\u306f\u3001\u914d\u9001\u306e\u5224\u65ad\u3092\u4ee3\u66ff\u3057\u307e\u305b\u3093** \u2026 \u914d\u9001\u9806\u3092\u5165\u308c\u66ff\u3048\u308b\u304b\u3001\u5fdc\u63f4\u306e\u8eca\u3092\u51fa\u3059\u304b\u3001\u6642\u9593\u6307\u5b9a\u306b\u9593\u306b\u5408\u308f\u306a\u3044\u3068\u304d\u306b\u3069\u3046\u3059\u308b\u304b\u306f\u3001**\u914d\u8eca\u4fc2\u3068\u53d6\u5f15\u5148\u3068\u306e\u53d6\u308a\u6c7a\u3081\u3067\u6c7a\u3081\u308b\u3053\u3068\u3067\u3059**\n5. **\u898b\u8fbc\u307f\u306e\u5916\u308c\u3092\u8a18\u9332\u3057\u3066\u898b\u76f4\u3059** \u2026 90\uff05\u70b9\u3092\u8d85\u3048\u305f\u5272\u5408\u3092\u6bce\u6708\u898b\u3066\u3001\u9045\u3081\u306e\u898b\u8fbc\u307f\u304c\u7518\u304f\u306a\u3063\u3066\u3044\u306a\u3044\u304b\u3092\u78ba\u304b\u3081\u307e\u3059\n6. **\u904b\u8ee2\u4e2d\u306e\u30c9\u30e9\u30a4\u30d0\u30fc\u306b\u901a\u77e5\u3057\u306a\u3044** \u2026 \u898b\u8fbc\u307f\u306e\u4e00\u89a7\u306f\u914d\u8eca\u4fc2\u3060\u3051\u304c\u898b\u307e\u3059\n\n\u8aa4\u308a\u304c\u8d77\u304d\u305f\u5834\u5408\u306e\u30ea\u30b9\u30af\u306f\u3001**\u9045\u308c\u308b\u914d\u9001\u5148\u3092\u898b\u843d\u3068\u3059\u3053\u3068\u3068\u3001\u9045\u308c\u306a\u3044\u914d\u9001\u5148\u306b\u9045\u308c\u306e\u9023\u7d61\u3092\u3057\u3066\u3057\u307e\u3046\u3053\u3068\u306e2\u3064\u3067\u3059\u3002** \u524d\u8005\u306f\u666e\u901a\u306e\u898b\u8fbc\u307f\u3060\u3051\u3067\u5224\u5b9a\u3059\u308b\u3068\u8d77\u304d\u3001\u5f8c\u8005\u306f\u8a18\u9332\u304c\u629c\u3051\u305f\u4fbf\u306e\u898b\u8fbc\u307f\u3092\u4fe1\u3058\u308b\u3068\u8d77\u304d\u307e\u3059\u3002**\u3069\u3061\u3089\u3082\u30012\u3064\u306e\u898b\u8fbc\u307f\u3068 `flags` \u3092\u4e26\u3079\u3066\u898b\u308b\u3053\u3068\u3067\u9632\u304e\u307e\u3059\u3002**","recommended_for":"\u81ea\u793e\u306e\u30c8\u30e9\u30c3\u30af\u3067\u3001\u5e97\u8217\u30fb\u5de5\u4e8b\u73fe\u5834\u30fb\u4e8b\u696d\u6240\u306a\u3069\u30781\u65e5\u306b\u6570\u767e\u4ef6\u3092\u914d\u9001\u3057\u3001\u6642\u9593\u6307\u5b9a\u3084\u7acb\u4f1a\u3044\u306e\u3042\u308b\u914d\u9001\u5148\u304c\u591a\u3044\u904b\u9001\u4f1a\u793e\u30fb\u5378\u30fb\u30e1\u30fc\u30ab\u30fc\u306e\u7269\u6d41\u90e8\u9580\u3002\u914d\u8eca\u4fc2\u304c\u30c9\u30e9\u30a4\u30d0\u30fc\u306b\u96fb\u8a71\u3067\u9032\u307f\u5177\u5408\u3092\u805e\u304d\u3001\u9045\u308c\u305d\u3046\u306a\u914d\u9001\u5148\u3078\u9023\u7d61\u3059\u308b\u304b\u3092\u7d4c\u9a13\u3067\u6c7a\u3081\u3066\u3044\u308b\u5834\u5408\u3002\u8eca\u8f09\u7aef\u672b\u3084\u30b9\u30de\u30fc\u30c8\u30d5\u30a9\u30f3\u306e\u30a2\u30d7\u30ea\u3067\u3001\u51fa\u5eab\u30fb\u5230\u7740\u30fb\u914d\u9054\u5b8c\u4e86\u306e\u6642\u523b\u3068\u4f4d\u7f6e\u304c\u8a18\u9332\u306b\u6b8b\u3063\u3066\u3044\u308b\u5834\u5408\u3002","not_recommended_for":"\u914d\u9001\u3092\u5b85\u914d\u4fbf\u306a\u3069\u306e\u4ed6\u793e\u4fbf\u306b\u4efb\u305b\u3066\u3044\u3066\u3001\u81ea\u793e\u3067\u8d70\u884c\u306e\u8a18\u9332\u3092\u6301\u305f\u306a\u3044\u5834\u5408\u3002\u6642\u9593\u6307\u5b9a\u304c\u307b\u3068\u3093\u3069\u7121\u304f\u3001\u9045\u308c\u3066\u3082\u9023\u7d61\u306e\u8981\u3089\u306a\u3044\u914d\u9001\u304c\u4e2d\u5fc3\u306e\u5834\u5408\u3002\u904e\u53bb\u306e\u914d\u9054\u306e\u6642\u523b\u304c\u8a18\u9332\u306b\u6b8b\u3063\u3066\u304a\u3089\u305a\u3001\u5b66\u3076\u6750\u6599\u304c\u7121\u3044\u5834\u5408\u3002\u306a\u304a\u3001\u914d\u9001\u306e\u9806\u756a\u3092\u7d44\u307f\u66ff\u3048\u308b\u304b\u3001\u5fdc\u63f4\u306e\u8eca\u3092\u51fa\u3059\u304b\u306e\u5224\u65ad\u306f\u3001\u3053\u306e\u69cb\u6210\u3067\u306f\u4ee3\u66ff\u3067\u304d\u307e\u305b\u3093\u3002","first_step":"**1\u9031\u76ee\uff1a\u5230\u7740\u3068\u914d\u9054\u5b8c\u4e86\u306e\u8a18\u9332\u3092\u305d\u308d\u3048\u308b**\n\n\u8eca\u8f09\u7aef\u672b\u3067\u3001\u914d\u9001\u5148\u3054\u3068\u306b**\u5230\u7740\u3068\u914d\u9054\u5b8c\u4e86\u306e\u4e21\u65b9\u3092\u62bc\u3059\u904b\u7528**\u306b\u306a\u3063\u3066\u3044\u308b\u304b\u3092\u78ba\u304b\u3081\u307e\u3059\u3002\u629c\u3051\u3066\u3044\u308b\u30c9\u30e9\u30a4\u30d0\u30fc\u304c\u3044\u308c\u3070\u3001\u62bc\u3059\u5834\u6240\u3068\u62bc\u3059\u7406\u7531\u3092\u8aac\u660e\u3057\u307e\u3059\u3002\u3042\u308f\u305b\u3066\u3001\u914d\u8eca\u30b7\u30b9\u30c6\u30e0\u3068\u8eca\u8f09\u7aef\u672b\u306e\u8a18\u9332\u304c\u4f55\u5206\u9045\u308c\u3067\u53d6\u308c\u308b\u304b\u3092\u78ba\u304b\u3081\u307e\u3059\u3002\n\n**2\u9031\u76ee\uff1a\u904e\u53bb\u306e20\u4fbf\u3067\u8a66\u3059**\n\n\u5148\u6708\u306e20\u4fbf\u306b\u3064\u3044\u3066\u3001\u8377\u53d7\u3051\u306e\u6642\u9593\u306e\u4e2d\u592e\u5024\u3068\u9045\u3044\u65e5\u306e\u5024\u3067\u898b\u8fbc\u307f\u3092\u8db3\u3057\u4e0a\u3052\u3001\u5b9f\u969b\u306e\u5230\u7740\u3068\u4e26\u3079\u307e\u3059\u3002**\u9045\u308c\u305f\u914d\u9001\u5148\u304c\u9045\u3081\u306e\u898b\u8fbc\u307f\u3067\u62fe\u3048\u3066\u3044\u305f\u304b\u3092\u898b\u307e\u3059\u3002**\n\n**3\u9031\u76ee\uff1a\u5224\u5b9a\u3068\u9023\u7d61\u306e\u6c7a\u307e\u308a\u3092\u6c7a\u3081\u308b**\n\n**\u3069\u306e\u5224\u5b9a\u3067\u9023\u7d61\u3059\u308b\u304b\u3001\u3069\u306e\u624b\u6bb5\u3067\u9023\u7d61\u3059\u308b\u304b\u3001\u8ab0\u304c\u9001\u308b\u304b\u3092\u3001\u914d\u8eca\u8ab2\u3068\u55b6\u696d\u3067\u6c7a\u3081\u307e\u3059\u3002** \u7acb\u4f1a\u3044\u306e\u8981\u308b\u914d\u9001\u5148\u3068\u3001\u7f6e\u304d\u5834\u6240\u306e\u6c7a\u307e\u3063\u305f\u914d\u9001\u5148\u3067\u3001\u6271\u3044\u3092\u5206\u3051\u307e\u3059\u3002\n\n**4\u9031\u76ee\uff1a\u534a\u81ea\u52d5\u5316\u306e\u4e00\u89a7\u3092\u51fa\u3059**\n\nPython \u3067\u7a4d\u8fbc\u5b8c\u4e86\u306830\u5206\u3054\u3068\u306b\u8a18\u9332\u3092\u8aad\u307f\u3001\u8377\u53d7\u3051\u306e\u6642\u9593\u3068\u904e\u53bb\u306e\u5e73\u5747\u306e\u8d70\u884c\u6642\u9593\u3067\u898b\u8fbc\u307f\u306e\u4e00\u89a7\u3092\u51fa\u3059\u3068\u3053\u308d\u307e\u3067\u4f5c\u308a\u307e\u3059\u3002**\u3053\u306e\u6642\u70b9\u3067\u306f\u9023\u7d61\u6587\u306e\u4e0b\u66f8\u304d\u3092\u51fa\u3055\u305a\u3001\u898b\u8fbc\u307f\u3068\u5b9f\u969b\u306e\u5230\u7740\u306e\u5dee\u3060\u3051\u3092\u898b\u307e\u3059\u3002**\n\n**2\u304b\u6708\u76ee\uff1a** Routes API \u306e\u6240\u8981\u6642\u9593\u30682\u3064\u306e\u5206\u4f4d\u70b9\u306e\u30e2\u30c7\u30eb\u3092\u8db3\u3057\u300190\uff05\u70b9\u3092\u8d85\u3048\u305f\u5272\u5408\u3092\u6bce\u9031\u6570\u3048\u307e\u3059\u3002**3\u304b\u6708\u76ee\u4ee5\u964d\uff1a** \u9023\u7d61\u6587\u306e\u4e0b\u66f8\u304d\u3092\u8db3\u3057\u30011\u4ef63\u5206\u304c\u4f55\u5206\u306b\u306a\u3063\u305f\u304b\u3092\u5b9f\u6e2c\u3057\u307e\u3059\u3002**\u898b\u8fbc\u307f\u3068\u5b9f\u969b\u306e\u5dee\u3092\u898b\u306a\u304c\u3089\u5b66\u3073\u76f4\u3057\u306e\u9593\u9694\u3092\u6c7a\u3081\u305f\u6642\u70b9\u3067\u3001\u3053\u306e\u69cb\u6210\u306f\u5b8c\u6210\u3067\u3059\u3002**\n\n---","related_usecases":["UC-0551","UC-0276","UC-0263","UC-0008"],"related_articles":[{"id":2156,"slug":"data-bunseki-ai-katsuyo","title":"\u30de\u30fc\u30b1\u306e\u30c7\u30fc\u30bf\u5206\u6790\u306bAI\u3092\u6d3b\u304b\u3059\u65b9\u6cd5\uff5c\u96c6\u8a08\u304b\u3089\u793a\u5506\u51fa\u3057\u307e\u3067\u52b9\u7387\u5316"},{"id":3208,"slug":"churn-yosoku-ai","title":"\u89e3\u7d04\u4e88\u6e2c\uff08\u30c1\u30e3\u30fc\u30f3\u5206\u6790\uff09\u306b\u751f\u6210AI\u3092\u6d3b\u304b\u3059\u65b9\u6cd5\uff5c\u96e2\u8131\u306e\u5146\u3057\u3092\u5148\u56de\u308a"},{"id":5151,"slug":"ga4-yosoku-shihyo","title":"GA4\u306e\u4e88\u6e2c\u6307\u6a19\u306f\u4f7f\u3048\u308b\u304b\uff5c\u6761\u4ef6\u3068\u4ee3\u308f\u308a\u306e\u898b\u65b9"}],"sources":"| \u78ba\u8a8d\u3057\u305f\u5185\u5bb9 | \u60c5\u5831\u6e90 | \u78ba\u8a8d\u65e5 |\n|:--|:--|:--|\n| `loss` \u306b `'quantile'` \u304c\u3042\u308a\u3001\u30d4\u30f3\u30dc\u30fc\u30eb\u640d\u5931\u3092\u4f7f\u3046\u3053\u3068\u3002`quantile` \u3067\u63a8\u5b9a\u3059\u308b\u5206\u4f4d\u70b9\u30920\u304b\u30891\u306e\u9593\u3067\u6307\u5b9a\u3059\u308b\u3053\u3068\u3002\u6b20\u3051\u305f\u5024\uff08NaN\uff09\u3092\u305d\u306e\u307e\u307e\u6271\u3044\u3001\u5b66\u7fd2\u6642\u306b\u9001\u308a\u5148\u3092\u5b66\u3076\u3053\u3068\u3002`categorical_features` \u306e\u65e2\u5b9a\u304c `'from_dtype'` \u3067\u3042\u308b\u3053\u3068\u3002`monotonic_cst` \u3067\u7279\u5fb4\u3054\u3068\u306b\u5358\u8abf\u5897\u52a0\uff081\uff09\u30fb\u5358\u8abf\u6e1b\u5c11\uff08\u22121\uff09\u3092\u6307\u5b9a\u3067\u304d\u3001\u8f9e\u66f8\u3067\u540d\u524d\u3092\u6307\u5b9a\u3067\u304d\u308b\u3053\u3068 | [scikit-learn: HistGradientBoostingRegressor](https:\/\/scikit-learn.org\/stable\/modules\/generated\/sklearn.ensemble.HistGradientBoostingRegressor.html) | 2026-10-07 |\n| `TimeSeriesSplit` \u304c\u6642\u9593\u9806\u306e\u30c7\u30fc\u30bf\u3092\u5206\u3051\u3001\u307b\u304b\u306e\u5206\u3051\u65b9\u306f\u672a\u6765\u306e\u30c7\u30fc\u30bf\u3067\u5b66\u7fd2\u3057\u3066\u904e\u53bb\u3092\u8a55\u4fa1\u3059\u308b\u3053\u3068\u306b\u306a\u308a\u4e0d\u9069\u5207\u3068\u3055\u308c\u308b\u3053\u3068\u3002`gap` \u3067\u5b66\u7fd2\u7528\u306e\u672b\u5c3e\u3092\u9664\u3051\u308b\u3053\u3068 | [scikit-learn: TimeSeriesSplit](https:\/\/scikit-learn.org\/stable\/modules\/generated\/sklearn.model_selection.TimeSeriesSplit.html) | 2026-10-07 |\n| `TRAFFIC_UNAWARE`\uff08\u65e2\u5b9a\uff09\u30fb`TRAFFIC_AWARE`\u30fb`TRAFFIC_AWARE_OPTIMAL` \u306e\u9055\u3044\u3002`duration` \u304c\u73fe\u5728\u306e\u4ea4\u901a\u3092\u53cd\u6620\u3057\u3001`staticDuration` \u304c\u904e\u53bb\u306e\u4ea4\u901a\u3060\u3051\u3092\u8003\u3048\u305f\u6240\u8981\u6642\u9593\u3067\u3042\u308b\u3053\u3068\u3002\u6df7\u307f\u5177\u5408\u3092\u8003\u3048\u308b2\u3064\u306e\u8a2d\u5b9a\u304c\u9ad8\u3044\u6599\u91d1\u306e\u533a\u5206\u306b\u306a\u308b\u3053\u3068 | [Google Maps Platform: Routes API \u306e\u4ea4\u901a\u306e\u8a2d\u5b9a](https:\/\/developers.google.com\/maps\/documentation\/routes\/config_trade_offs) | 2026-10-07 |\n| \u69cb\u9020\u5316\u51fa\u529b\u3067 `output_config.format` \u306b `type: \"json_schema\"` \u3092\u6307\u5b9a\u3067\u304d\u308b\u3053\u3068 | [Claude Docs: Structured outputs](https:\/\/platform.claude.com\/docs\/en\/build-with-claude\/structured-outputs) | 2026-10-07 |\n\n**\u5224\u5b9a\u306e\u57fa\u6e96\uff08\u4e2d\u592e\u5024\u306890\uff05\u70b9\uff09\u3001\u898b\u8fbc\u307f\u3092\u51fa\u3059\u9593\u9694\uff0830\u5206\uff09\u306f\u672c\u8a18\u4e8b\u306e\u30e2\u30c7\u30eb\u6761\u4ef6\u3067\u3059\u3002** \u5b9f\u969b\u306e\u5024\u306f\u3001\u904e\u53bb\u306e\u4fbf\u3067\u8a66\u3057\u3066\u6c7a\u3081\u3066\u304f\u3060\u3055\u3044\u3002\u914d\u8eca\u30b7\u30b9\u30c6\u30e0\u3068\u8eca\u8f09\u7aef\u672b\u304b\u3089\u306e\u8a18\u9332\u306e\u53d6\u308a\u51fa\u3057\u65b9\u306f\u88fd\u54c1\u3054\u3068\u306b\u9055\u3044\u3001\u672c\u8a18\u4e8b\u3067\u306f\u78ba\u304b\u3081\u3066\u3044\u307e\u305b\u3093\u3002\n\n**\u5b9f\u88c5\u30b9\u30c6\u30fc\u30bf\u30b9\uff1a\u69cb\u6210\u4f8b\u3002** \u516c\u958b\u4ed5\u69d8\u306b\u57fa\u3065\u3044\u3066\u8a2d\u8a08\u3057\u305f\u69cb\u6210\u3067\u3042\u308a\u3001\u5f53\u793e\u3067\u5b9f\u969b\u306b\u69cb\u7bc9\u30fb\u691c\u8a3c\u3057\u305f\u3082\u306e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u5de5\u6570\u306e\u6570\u5024\u306f\u30e2\u30c7\u30eb\u6761\u4ef6\u306b\u3088\u308b\u8a66\u7b97\u3067\u3059\u3002","featured":false,"priority_score":50,"footnotes":""},"uc_ai_model":[123,122,124],"uc_ai_service":[],"uc_automation":[138],"uc_industry":[28,22,21,18],"uc_department":[40,53],"uc_task":[55,62],"uc_issue":[76,69,70],"uc_effect":[86,82,78],"uc_ai_function":[94],"class_list":["post-14563","ai_usecase","type-ai_usecase","status-publish","hentry","uc_ai_model-chatgpt","uc_ai_model-claude","uc_ai_model-gemini","uc_automation-python","uc_industry-trading","uc_industry-retail","uc_industry-logistics","uc_industry-manufacturing","uc_department-customer-support","uc_department-logistics-dept","uc_task-document-creation","uc_task-analysis","uc_issue-slow-decision","uc_issue-many-inquiries","uc_issue-person-dependent","uc_effect-decision-support","uc_effect-faster-response","uc_effect-hours-saved","uc_ai_function-prediction"],"_links":{"self":[{"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/ai_usecase\/14563","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/ai_usecase"}],"about":[{"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/types\/ai_usecase"}],"author":[{"embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/users\/5"}],"version-history":[{"count":0,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/ai_usecase\/14563\/revisions"}],"wp:attachment":[{"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/media?parent=14563"}],"wp:term":[{"taxonomy":"uc_ai_model","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_ai_model?post=14563"},{"taxonomy":"uc_ai_service","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_ai_service?post=14563"},{"taxonomy":"uc_automation","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_automation?post=14563"},{"taxonomy":"uc_industry","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_industry?post=14563"},{"taxonomy":"uc_department","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_department?post=14563"},{"taxonomy":"uc_task","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_task?post=14563"},{"taxonomy":"uc_issue","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_issue?post=14563"},{"taxonomy":"uc_effect","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_effect?post=14563"},{"taxonomy":"uc_ai_function","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_ai_function?post=14563"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}