{"id":16321,"date":"2026-10-23T17:55:41","date_gmt":"2026-10-23T08:55:41","guid":{"rendered":"https:\/\/debono.co.jp\/media\/ai-usecase\/python-hospital-bed-forecast\/"},"modified":"2026-10-23T17:55:41","modified_gmt":"2026-10-23T08:55:41","slug":"python-hospital-bed-forecast","status":"publish","type":"ai_usecase","link":"https:\/\/debono.co.jp\/media\/ai-usecase\/python-hospital-bed-forecast\/","title":{"rendered":"\u75c5\u9662\u306e\u75c5\u5e8a\u7ba1\u7406\u306e\u62c5\u5f53\u304c\u5165\u9000\u9662\u306e\u8a18\u9332\u304b\u3089 Python \u3067\u75c5\u68df\u3054\u3068\u306e4\u65e5\u5148\u307e\u3067\u306e\u7a7a\u5e8a\u3092\u898b\u8fbc\u307f\u3001\u6bce\u671d\u306e\u5165\u9662\u306e\u53d7\u5165\u308c\u306e\u8abf\u6574\u306b\u4f7f\u3046"},"content":{"rendered":"","protected":false},"excerpt":{"rendered":"<p>\u5165\u9662\u4e2d\u306e\u60a3\u8005\u306e\u8a18\u9332\u3068\u904e\u53bb\u306e\u5165\u9000\u9662\u306e\u8a18\u9332\u304b\u3089\u3001\u75c5\u68df\u3054\u3068\u306b\u5f53\u65e5\u304b\u30894\u65e5\u5148\u307e\u3067\u306e\u7a7a\u5e8a\u306e\u6570\u3092\u898b\u8fbc\u307f\u307e\u3059\u3002\u9000\u9662\u306e\u898b\u8fbc\u307f\u3001\u7dca\u6025\u5165\u9662\u306e\u898b\u8fbc\u307f\u3001\u4e88\u7d04\u6e08\u307f\u306e\u4e88\u5b9a\u5165\u9662\u3092\u5408\u308f\u305b\u3001\u6bce\u671d\u306e\u75c5\u5e8a\u8abf\u6574\u306e\u8cc7\u6599\u3068\u3057\u3066\u75c5\u5e8a\u7ba1\u7406\u306e\u62c5\u5f53\u306b\u6e21\u3057\u307e\u3059\u3002<\/p>\n","protected":false},"author":5,"featured_media":0,"template":"","meta":{"swell_btn_cv_data":"","usecase_id":"UC-1748","platform_main":"Python","publish_date":"","last_updated":"2026-10-23","tech_verified_date":"2026-10-15","trigger":"**\u6bce\u671d6\u6642\u306b\u52d5\u304b\u3057\u307e\u3059\u3002** \u591c\u9593\u306e\u7dca\u6025\u5165\u9662\u3068\u65e9\u671d\u306e\u6b7b\u4ea1\u9000\u9662\u304c\u96fb\u5b50\u30ab\u30eb\u30c6\u306b\u5165\u308a\u7d42\u308f\u308b\u6642\u9593\u3067\u3001**8\u6642\u534a\u306e\u75c5\u5e8a\u8abf\u6574\u306e\u4f1a\u8b70\u307e\u3067\u306b\u3001\u75c5\u5e8a\u7ba1\u7406\u306e\u62c5\u5f53\u304c\u5370\u306e\u4ed8\u3044\u305f\u75c5\u68df\u306b\u96fb\u8a71\u3059\u308b\u6642\u9593\u3092\u6b8b\u305b\u307e\u3059\u3002** 7\u6642\u534a\u3067\u306f\u3001\u7533\u3057\u9001\u308a\u306e\u6642\u9593\u3068\u91cd\u306a\u3063\u3066\u96fb\u8a71\u304c\u3064\u306a\u304c\u308a\u307e\u305b\u3093\u3002\n\n**\u591c\u9593\u306b\u96fb\u5b50\u30ab\u30eb\u30c6\u306e\u66f8\u304d\u51fa\u3057\u304c\u5931\u6557\u3057\u3066\u3044\u305f\u3089\u3001\u524d\u65e5\u306e\u898b\u8fbc\u307f\u3092\u4f7f\u308f\u305a\u3001\u8cc7\u6599\u306e\u5192\u982d\u306b\u300c\u672c\u65e5\u306f\u898b\u8fbc\u307f\u306a\u3057\u300d\u3068\u51fa\u3057\u307e\u3059\u3002** \u524d\u65e5\u306e\u898b\u8fbc\u307f\u306f\u3001\u591c\u9593\u306e\u5165\u9000\u9662\u304c\u5165\u3063\u3066\u3044\u306a\u3044\u306e\u3067\u3001\u75c5\u5e8a\u7ba1\u7406\u306e\u62c5\u5f53\u3092\u8aa4\u3089\u305b\u307e\u3059\u3002\n\n\u65e5\u4e2d\u306e\u51fa\u3057\u76f4\u3057\u306f\u3057\u307e\u305b\u3093\u3002**\u305f\u3060\u3057\u3001\u5927\u304d\u306a\u4e8b\u6545\u306a\u3069\u3067\u7dca\u6025\u5165\u9662\u304c\u307e\u3068\u307e\u3063\u3066\u6765\u305f\u65e5\u306f\u3001\u75c5\u5e8a\u7ba1\u7406\u306e\u62c5\u5f53\u304c\u624b\u3067\u52d5\u304b\u305b\u308b\u3088\u3046\u306b\u3057\u3066\u304a\u304d\u307e\u3059\u3002** \u305d\u306e\u5834\u5408\u3082\u3001\u51fa\u3057\u76f4\u3057\u305f\u6642\u523b\u3092\u8cc7\u6599\u306b\u66f8\u304d\u307e\u3059\u3002\n\n**\u30e2\u30c7\u30eb\u306e\u5b66\u3070\u305b\u76f4\u3057\u306f\u3001\u6bce\u6708\u306e\u521d\u3081\u306b1\u56de\u884c\u3044\u307e\u3059\u3002** \u6bce\u671d\u52d5\u304b\u3059\u306e\u306f\u3001\u5b66\u3070\u305b\u6e08\u307f\u306e\u30e2\u30c7\u30eb\u3067\u5728\u9662\u306e\u60a3\u8005\u306e\u78ba\u304b\u3089\u3057\u3055\u3092\u51fa\u3059\u90e8\u5206\u3060\u3051\u3067\u3059\u3002**\u5b66\u3070\u305b\u76f4\u3057\u305f\u6708\u306f\u3001\u524d\u306e\u7248\u3068\u65b0\u3057\u3044\u7248\u306e\u898b\u8fbc\u307f\u30921\u9031\u9593\u4e26\u3079\u3001** \u5916\u308c\u65b9\u304c\u60aa\u304f\u306a\u3063\u3066\u3044\u306a\u3044\u304b\u3092\u78ba\u304b\u3081\u3066\u304b\u3089\u5207\u308a\u66ff\u3048\u307e\u3059\u3002\u8a3a\u7642\u79d1\u306e\u65b0\u8a2d\u3084\u75c5\u68df\u306e\u518d\u7de8\u304c\u3042\u3063\u305f\u6708\u306f\u3001\u5207\u308a\u66ff\u3048\u30921\u304b\u6708\u9045\u3089\u305b\u307e\u3059\u3002","input_data":"| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u5728\u9662\u306e\u60a3\u8005 | \u60a3\u8005\u306e\u756a\u53f7\uff08\u4eee\u306e\u756a\u53f7\u306b\u7f6e\u304d\u63db\u3048\u308b\uff09\u3001\u75c5\u68df\u3001\u8a3a\u7642\u79d1\u3001\u5165\u9662\u65e5\u3001\u5165\u9662\u306e\u7d4c\u8def\uff08\u4e88\u5b9a\u30fb\u7dca\u6025\u30fb\u7d39\u4ecb\uff09\u3001\u624b\u8853\u65e5\u3001\u9000\u9662\u4e88\u5b9a\u65e5\u306e\u5165\u529b\u306e\u6709\u7121\u3068\u65e5\u4ed8\u3001\u8ee2\u9662\u306e\u8abf\u6574\u4e2d\u306e\u5370\u3001\u5e74\u9f62\u306e\u5e2f | \u96fb\u5b50\u30ab\u30eb\u30c6 |\n| \u904e\u53bb\u306e\u5165\u9000\u9662 | \u904e\u53bb3\u5e74\u306e\u5165\u9662\u3054\u3068\u306e\u5165\u9662\u65e5\u30fb\u9000\u9662\u65e5\u30fb\u8ee2\u68df\u65e5\u3001\u9000\u9662\u306e\u533a\u5206\uff08\u81ea\u5b85\u30fb\u8ee2\u9662\u30fb\u6b7b\u4ea1\u306a\u3069\uff09\u3001\u4e0a\u3068\u540c\u3058\u9805\u76ee | \u96fb\u5b50\u30ab\u30eb\u30c6 |\n| \u4e88\u5b9a\u5165\u9662 | \u5165\u9662\u4e88\u5b9a\u65e5\u3001\u75c5\u68df\u3001\u8a3a\u7642\u79d1\u3001\u4e88\u7d04\u306e\u72b6\u614b\uff08\u78ba\u5b9a\u30fb\u4eee\uff09 | \u5165\u9662\u4e88\u7d04\u306e\u53f0\u5e33 |\n| \u75c5\u68df\u306e\u60c5\u5831 | \u75c5\u68df\u3054\u3068\u306e\u75c5\u5e8a\u306e\u6570\u3001\u9589\u9396\u4e2d\u306e\u5e8a\u3001\u7537\u5973\u306e\u75c5\u5ba4\u306e\u6570 | \u75c5\u5e8a\u7ba1\u7406\u306e\u8868 |\n| \u66a6 | \u66dc\u65e5\u3001\u795d\u65e5\u3001\u5e74\u672b\u5e74\u59cb\u3001\u9023\u4f11\u306e\u524d\u5f8c | \u9662\u5185\u306e\u66a6 |\n\n**\u8cea\u3092\u6c7a\u3081\u308b\u306e\u306f\u3001\u9000\u9662\u4e88\u5b9a\u65e5\u306e\u5165\u529b\u3067\u3059\u3002** \u5165\u529b\u3055\u308c\u3066\u3044\u308b\u60a3\u8005\u306e\u9000\u9662\u306f\u3001\u78ba\u304b\u3089\u3057\u3055\u304c\u9ad8\u304f\u51fa\u307e\u3059\u3002**\u5165\u529b\u3055\u308c\u3066\u3044\u308b\u5272\u5408\u304c\u75c5\u68df\u3054\u3068\u306b\u9055\u3046\u3068\u3001\u898b\u8fbc\u307f\u306e\u5f53\u305f\u308a\u65b9\u3082\u75c5\u68df\u3054\u3068\u306b\u9055\u3044\u307e\u3059\u3002** \u904b\u7528\u3092\u59cb\u3081\u308b\u3068\u3001\u770b\u8b77\u5e2b\u9577\u304b\u3089\u300c\u5165\u529b\u3092\u5897\u3084\u3057\u305f\u3044\u300d\u3068\u3044\u3046\u58f0\u304c\u51fa\u308b\u3053\u3068\u304c\u591a\u304f\u3001\u305d\u308c\u81ea\u4f53\u304c\u3053\u306e\u69cb\u6210\u306e\u52b9\u304d\u76ee\u306e1\u3064\u3067\u3059\u3002\n\n**\u75c5\u540d\u3084\u691c\u67fb\u5024\u306f\u5165\u308c\u307e\u305b\u3093\u3002** \u898b\u8fbc\u307f\u306b\u52b9\u304d\u305d\u3046\u306b\u898b\u3048\u307e\u3059\u304c\u3001**\u5165\u308c\u308b\u9805\u76ee\u3092\u5897\u3084\u3059\u307b\u3069\u3001\u5916\u306b\u51fa\u305b\u306a\u3044\u60c5\u5831\u3092\u6271\u3046\u7bc4\u56f2\u304c\u5e83\u304c\u308a\u307e\u3059\u3002** \u5165\u9662\u304b\u3089\u306e\u65e5\u6570\u3001\u8853\u5f8c\u306e\u65e5\u6570\u3001\u8a3a\u7642\u79d1\u3001\u5165\u9662\u306e\u7d4c\u8def\u3060\u3051\u3067\u8db3\u308a\u308b\u304b\u3092\u3001\u5148\u306b\u78ba\u304b\u3081\u307e\u3059\u3002","data_source":"\u96fb\u5b50\u30ab\u30eb\u30c6\u304b\u3089\u3001**\u6c7a\u307e\u3063\u305f\u5217\u306e\u4e26\u3073\u3067\u8868\u306e\u5f62\u306b\u66f8\u304d\u51fa\u3059\u8a2d\u5b9a**\u3092\u4f5c\u308a\u3001\u9662\u5185\u306e\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u6c7a\u307e\u3063\u305f\u30d5\u30a9\u30eb\u30c0\u306b\u6bce\u671d5\u6642\u534a\u306b\u7f6e\u304d\u307e\u3059\u3002\u591a\u304f\u306e\u96fb\u5b50\u30ab\u30eb\u30c6\u306b\u306f\u3001\u5e33\u7968\u3084\u4e8c\u6b21\u5229\u7528\u306e\u305f\u3081\u306e\u66f8\u304d\u51fa\u3057\u306e\u6a5f\u80fd\u304c\u3042\u308a\u307e\u3059\u3002**\u5b9a\u6642\u306e\u66f8\u304d\u51fa\u3057\u304c\u4f5c\u308c\u308b\u304b\u306f\u3001\u96fb\u5b50\u30ab\u30eb\u30c6\u306e\u63d0\u4f9b\u5143\u306b\u78ba\u304b\u3081\u307e\u3059\u3002** \u4f5c\u308c\u306a\u3044\u3046\u3061\u306f\u3001\u591c\u52e4\u306e\u62c5\u5f53\u304c\u66f8\u304d\u51fa\u3059\u904b\u7528\u3067\u59cb\u3081\u308b\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002\n\n| \u53d6\u308b\u3082\u306e | \u3069\u3053\u304b\u3089 | \u4f55\u306b\u4f7f\u3046\u304b |\n|:--|:--|:--|\n| \u5728\u9662\u306e\u60a3\u8005\u306e\u4e00\u89a7 | \u96fb\u5b50\u30ab\u30eb\u30c6\u306e\u66f8\u304d\u51fa\u3057 | \u898b\u8fbc\u3080\u5bfe\u8c61 |\n| \u904e\u53bb\u306e\u5165\u9000\u9662 | \u96fb\u5b50\u30ab\u30eb\u30c6\u306e\u66f8\u304d\u51fa\u3057\uff08\u6708\u306b1\u56de\uff09 | \u5b66\u3070\u305b\u308b\u8a18\u9332 |\n| \u4e88\u5b9a\u5165\u9662 | \u5165\u9662\u4e88\u7d04\u306e\u53f0\u5e33 | \u78ba\u5b9a\u3057\u305f\u5165\u9662\u306e\u6570 |\n| \u75c5\u5e8a\u306e\u6570\u30fb\u9589\u9396\u4e2d\u306e\u5e8a | \u75c5\u5e8a\u7ba1\u7406\u306e\u8868 | \u7a7a\u5e8a\u306e\u4e0a\u9650 |\n\n**\u60a3\u8005\u306e\u756a\u53f7\u306f\u3001\u66f8\u304d\u51fa\u3059\u3068\u304d\u306b\u4eee\u306e\u756a\u53f7\u306b\u7f6e\u304d\u63db\u3048\u307e\u3059\u3002** \u7f6e\u304d\u63db\u3048\u306e\u5bfe\u5fdc\u8868\u306f\u96fb\u5b50\u30ab\u30eb\u30c6\u306e\u5074\u306b\u6b8b\u3057\u3001\u3053\u306e\u69cb\u6210\u306e\u5074\u306b\u306f\u6301\u3061\u307e\u305b\u3093\u3002**\u770b\u8b77\u5e2b\u9577\u306b\u78ba\u304b\u3081\u308b\u3068\u304d\u306f\u3001\u75c5\u68df\u3068\u4eee\u306e\u756a\u53f7\u304b\u3089\u96fb\u5b50\u30ab\u30eb\u30c6\u3067\u672c\u4eba\u3092\u5f15\u304d\u307e\u3059\u3002**","preprocessing":"1. **\u5165\u9662\u3054\u3068\u306e\u8a18\u9332\u3092\u65e5\u3054\u3068\u306b\u5e83\u3052\u308b** \u2026 \u904e\u53bb\u306e\u5165\u9662\u3092\u300c\u5165\u9662\u304b\u3089\u306e\u65e5\u6570\u3054\u3068\u306e\u884c\u300d\u306b\u5e83\u3052\u3001\u305d\u306e\u65e5\u306e\u3046\u3061\u306b\u9000\u9662\u30fb\u8ee2\u68df\u3057\u305f\u304b\u306e\u5217\uff08\u3057\u305f 1\u3001\u3057\u306a\u3044 0\uff09\u3092\u4f5c\u308a\u307e\u3059\n2. **\u8ee2\u68df\u306e\u6271\u3044\u3092\u6c7a\u3081\u308b** \u2026 \u75c5\u68df\u306e\u7a7a\u5e8a\u3092\u898b\u8fbc\u3080\u306e\u3067\u3001**\u8ee2\u68df\u3082\u305d\u306e\u75c5\u68df\u304b\u3089\u306e\u300c\u9000\u51fa\u300d\u3068\u3057\u3066\u6570\u3048\u307e\u3059\u3002** \u8ee2\u68df\u5148\u306e\u75c5\u68df\u306b\u306f\u3001\u8ee2\u68df\u3092\u300c\u5165\u9662\u300d\u3068\u3057\u3066\u6570\u3048\u307e\u3059\n3. **\u6b7b\u4ea1\u9000\u9662\u306e\u6271\u3044\u3092\u6c7a\u3081\u308b** \u2026 \u7a7a\u5e8a\u306e\u6570\u3068\u3057\u3066\u306f\u9000\u9662\u3068\u540c\u3058\u306b\u6570\u3048\u307e\u3059\u304c\u3001**\u898b\u8fbc\u307f\u306e\u8cc7\u6599\u306b\u306f\u533a\u5206\u3092\u51fa\u3057\u307e\u305b\u3093**\n4. **\u8853\u5f8c\u306e\u65e5\u6570\u3092\u4f5c\u308b** \u2026 \u624b\u8853\u306e\u7121\u3044\u60a3\u8005\u306f\u5024\u306a\u3057\uff08NaN\uff09\u306e\u307e\u307e\u6e21\u3057\u307e\u3059\n5. **\u9000\u9662\u4e88\u5b9a\u65e5\u307e\u3067\u306e\u65e5\u6570\u3092\u4f5c\u308b** \u2026 \u5165\u529b\u306e\u7121\u3044\u60a3\u8005\u306f\u5024\u306a\u3057\u306e\u307e\u307e\u6e21\u3057\u307e\u3059\n6. **\u9589\u9396\u4e2d\u306e\u5e8a\u3092\u5f15\u304f** \u2026 \u4fee\u7406\u3084\u611f\u67d3\u5bfe\u7b56\u3067\u9589\u3058\u3066\u3044\u308b\u5e8a\u306f\u3001\u75c5\u5e8a\u306e\u6570\u304b\u3089\u5f15\u304d\u307e\u3059\n7. **\u9577\u304f\u5165\u9662\u3057\u3066\u3044\u308b\u60a3\u8005\u3092\u5206\u3051\u308b** \u2026 \u5165\u9662\u304b\u308960\u65e5\u3092\u8d85\u3048\u308b\u60a3\u8005\u306f\u3001\u5b66\u3070\u305b\u308b\u8a18\u9332\u306e\u6570\u304c\u5c11\u306a\u3044\u306e\u3067 `long_stay` \u306e\u5370\u3092\u4ed8\u3051\u307e\u3059\n\n**2\u756a\u76ee\u3092\u8efd\u304f\u898b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u96c6\u4e2d\u6cbb\u7642\u5ba4\u304b\u3089\u4e00\u822c\u75c5\u68df\u3078\u306e\u8ee2\u68df\u306f\u3001\u4e00\u822c\u75c5\u68df\u306e\u5074\u304b\u3089\u898b\u308b\u3068\u7dca\u6025\u5165\u9662\u3068\u540c\u3058\u3088\u3046\u306b\u5e8a\u3092\u57cb\u3081\u307e\u3059\u3002**\u8ee2\u68df\u3092\u6570\u3048\u306a\u3044\u3068\u3001\u96c6\u4e2d\u6cbb\u7642\u5ba4\u3092\u6301\u3064\u75c5\u9662\u307b\u3069\u3001\u4e00\u822c\u75c5\u68df\u306e\u7a7a\u5e8a\u3092\u591a\u3081\u306b\u898b\u8fbc\u307f\u307e\u3059\u3002**","ai_processing":"**\u3055\u305b\u308b\u306e\u306f\u3001\u5728\u9662\u306e\u60a3\u8005\u3054\u3068\u306b\u300c\u5404\u65e5\u306e\u7d42\u308f\u308a\u307e\u3067\u306b\u9000\u9662\u30fb\u8ee2\u68df\u3057\u3066\u3044\u308b\u78ba\u304b\u3089\u3057\u3055\u300d\u3092\u51fa\u3059\u3053\u3068\u3068\u3001\u75c5\u68df\u3054\u3068\u30fb\u65e5\u3054\u3068\u306e\u7dca\u6025\u5165\u9662\u306e\u6570\u306e\u5e73\u5747\u3092\u51fa\u3059\u3053\u3068\u3067\u3059\u3002** \u4e88\u5b9a\u5165\u9662\u306e\u6570\u3048\u4e0a\u3052\u3001\u62bd\u9078\u3001\u7a7a\u5e8a\u3078\u306e\u63db\u7b97\u3001\u5370\u4ed8\u3051\u306f\u3001\u6c7a\u307e\u3063\u305f\u8a08\u7b97\u3067\u884c\u3044\u307e\u3059\u3002\n\n| \u898b\u8fbc\u3080\u3082\u306e | \u4f7f\u3046\u3082\u306e | \u5224\u65ad\u3067\u304d\u306a\u3044\u3068\u304d\u306e\u6271\u3044 |\n|:--|:--|:--|\n| \u60a3\u8005\u3054\u3068\u306e\u305d\u306e\u65e5\u306e\u9000\u9662\u30fb\u8ee2\u68df\u306e\u78ba\u304b\u3089\u3057\u3055 | \u5165\u9662\u304b\u3089\u306e\u65e5\u6570\u3001\u8853\u5f8c\u306e\u65e5\u6570\u3001\u9000\u9662\u4e88\u5b9a\u65e5\u307e\u3067\u306e\u65e5\u6570\u3001\u8a3a\u7642\u79d1\u3001\u5165\u9662\u306e\u7d4c\u8def\u3001\u66dc\u65e5\u3001\u8ee2\u9662\u306e\u8abf\u6574\u4e2d\u306e\u5370\u3001\u5e74\u9f62\u306e\u5e2f | \u5165\u9662\u304b\u308960\u65e5\u8d85\u306f `long_stay` |\n| \u75c5\u68df\u3054\u3068\u306e\u7dca\u6025\u5165\u9662\u306e\u6570\u306e\u5e73\u5747 | \u66dc\u65e5\u3001\u795d\u65e5\u3001\u9023\u4f11\u660e\u3051\u3001\u6708\u3001\u75c5\u5e8a\u306e\u6570\uff08`exposure`\uff09 | \u65b0\u3057\u304f\u958b\u3044\u305f\u75c5\u68df\u306f `new_ward` |\n| \u75c5\u68df\u3054\u3068\u30fb\u65e5\u3054\u3068\u306e\u7a7a\u5e8a\uff08\u771f\u3093\u4e2d\u3068\u5c11\u306a\u3081\uff09 | \u4e0a\u306e2\u3064\u3068\u4e88\u5b9a\u5165\u9662\u306e\u6570\u306e\u62bd\u9078 | \u5c11\u306a\u3081\u306e\u5074\u304c0\u672a\u6e80\u306a\u3089 `tight` |\n\n**4\u65e5\u5148\u306e\u78ba\u304b\u3089\u3057\u3055\u306f\u30011\u65e5\u305a\u3064\u7a4d\u307f\u91cd\u306d\u3066\u51fa\u3057\u307e\u3059\u3002** \u660e\u65e5\u306e\u9000\u9662\u306e\u78ba\u304b\u3089\u3057\u3055\u3092\u51fa\u3057\u3001\u660e\u65e5\u307e\u3067\u6b8b\u3063\u3066\u3044\u305f\u3068\u3057\u305f\u5834\u5408\u306e\u3042\u3055\u3063\u3066\u306e\u78ba\u304b\u3089\u3057\u3055\u3092\u51fa\u3057\u3001\u3068\u7d9a\u3051\u307e\u3059\u3002**\u5165\u9662\u304b\u3089\u306e\u65e5\u6570\u3068\u8853\u5f8c\u306e\u65e5\u6570\u306f\u30011\u65e5\u305a\u3064\u9032\u3081\u3066\u6e21\u3057\u307e\u3059\u3002** 4\u65e5\u5206\u306e\u78ba\u304b\u3089\u3057\u3055\u3092\u4e00\u5ea6\u306b\u51fa\u3059\u3088\u308a\u3001\u9805\u76ee\u306e\u610f\u5473\u304c\u305a\u308c\u307e\u305b\u3093\u3002\n\n**\u7a7a\u5e8a\u306e\u6570\u306f\u30011\u4e07\u56de\u306e\u62bd\u9078\u3067\u51fa\u3057\u307e\u3059\u3002** \u60a3\u8005\u3054\u3068\u306e\u78ba\u304b\u3089\u3057\u3055\u306b\u5f93\u3063\u3066\u300c\u9000\u9662\u3059\u308b\u30fb\u3057\u306a\u3044\u300d\u3092\u62bd\u9078\u3057\u3001\u7dca\u6025\u5165\u9662\u306e\u6570\u3092\u30dd\u30a2\u30bd\u30f3\u5206\u5e03\u3067\u62bd\u9078\u3057\u3001\u4e88\u5b9a\u5165\u9662\u3092\u8db3\u3057\u5f15\u304d\u3057\u3066\u3001**\u75c5\u5e8a\u306e\u6570\u304b\u3089\u5728\u9662\u306e\u6570\u3092\u5f15\u3044\u305f\u6b8b\u308a\u3092\u6570\u3048\u308b\u3053\u3068\u30921\u4e07\u56de\u7e70\u308a\u8fd4\u3057\u307e\u3059\u3002** \u305d\u306e\u771f\u3093\u4e2d\u30681\u5272\u306e\u4f4d\u7f6e\u304c\u3001\u7a7a\u5e8a\u306e\u771f\u3093\u4e2d\u3068\u5c11\u306a\u3081\u306e\u6570\u3067\u3059\u3002\n\n**\u75c5\u68df\u306e\u7a7a\u5e8a\u3092\u76f4\u63a5\u898b\u8fbc\u3080\u30e2\u30c7\u30eb\u306b\u3057\u306a\u3044\u306e\u306f\u3001\u610f\u56f3\u3057\u3066\u306e\u3053\u3068\u3067\u3059\u3002** \u75c5\u68df\u3054\u3068\u306e\u65e5\u3005\u306e\u7a7a\u5e8a\u3060\u3051\u3092\u5b66\u3070\u305b\u308b\u3068\u3001**\u8ab0\u304c\u5165\u9662\u3057\u3066\u3044\u308b\u304b\u3068\u3044\u3046\u9854\u3076\u308c\u306e\u9055\u3044\u3092\u6620\u305b\u307e\u305b\u3093\u3002** \u8853\u5f8c\u306e\u60a3\u8005\u304c\u591a\u3044\u9031\u3068\u3001\u8ee2\u9662\u3092\u5f85\u3064\u60a3\u8005\u304c\u591a\u3044\u9031\u306e\u9055\u3044\u306f\u3001\u75c5\u68df\u306e\u5e73\u5747\u304b\u3089\u306f\u51fa\u3066\u304d\u307e\u305b\u3093\u3002\n\n| \u3055\u305b\u306a\u3044\u3053\u3068 | \u7406\u7531 |\n|:--|:--|\n| \u500b\u3005\u306e\u60a3\u8005\u306e\u9000\u9662\u306e\u5224\u65ad | \u4e3b\u6cbb\u533b\u3068\u60a3\u8005\u30fb\u5bb6\u65cf\u304c\u6c7a\u3081\u308b |\n| \u9000\u9662\u3092\u4fc3\u3059\u60a3\u8005\u306e\u4e00\u89a7\u3065\u304f\u308a | \u898b\u8fbc\u307f\u304c\u9000\u9662\u3092\u6025\u304c\u305b\u308b\u5727\u529b\u306b\u306a\u308b |\n| \u5165\u9662\u3092\u53d7\u3051\u308b\u304b\u3069\u3046\u304b\u306e\u5224\u65ad | \u75c5\u5e8a\u7ba1\u7406\u306e\u62c5\u5f53\u3068\u5f53\u76f4\u306e\u533b\u5e2b\u304c\u3001\u305d\u306e\u6642\u70b9\u306e\u72b6\u6cc1\u3067\u6c7a\u3081\u308b |\n| \u75c5\u5ba4\u30fb\u75c5\u5e8a\u306e\u5272\u308a\u5f53\u3066 | \u7537\u5973\u30fb\u611f\u67d3\u5bfe\u7b56\u30fb\u770b\u8b77\u306e\u5fc5\u8981\u5ea6\u3067\u770b\u8b77\u5e2b\u9577\u304c\u6c7a\u3081\u308b |\n| \u75c5\u540d\u3084\u691c\u67fb\u5024\u304b\u3089\u306e\u63a8\u6e2c | \u5165\u529b\u306b\u5165\u308c\u306a\u3044\u3002\u8a18\u9332\u306b\u3042\u308b\u65e5\u4ed8\u3068\u533a\u5206\u3060\u3051\u3092\u4f7f\u3046 |\n\n**2\u884c\u76ee\u304c\u3044\u3061\u3070\u3093\u8d77\u304d\u3084\u3059\u3044\u5931\u6557\u3067\u3059\u3002** \u60a3\u8005\u3054\u3068\u306e\u78ba\u304b\u3089\u3057\u3055\u304c\u51fa\u3066\u3044\u308b\u3068\u3001\u300c\u78ba\u304b\u3089\u3057\u3055\u306e\u9ad8\u3044\u9806\u306b\u9000\u9662\u306e\u8abf\u6574\u3092\u6025\u3050\u300d\u4f7f\u3044\u65b9\u3092\u601d\u3044\u3064\u304d\u307e\u3059\u3002**\u305d\u308c\u306f\u898b\u8fbc\u307f\u306e\u4f7f\u3044\u65b9\u3067\u306f\u306a\u304f\u3001\u9000\u9662\u306e\u5224\u65ad\u3078\u306e\u4ecb\u5165\u3067\u3059\u3002** \u8cc7\u6599\u306b\u306f\u75c5\u68df\u3054\u3068\u306e\u5408\u8a08\u3060\u3051\u3092\u51fa\u3057\u3001\u60a3\u8005\u3054\u3068\u306e\u78ba\u304b\u3089\u3057\u3055\u306f\u51fa\u3057\u307e\u305b\u3093\u3002","prompt_example":"\u3053\u306e\u69cb\u6210\u306f\u751f\u6210AI\u3092\u4f7f\u308f\u306a\u3044\u306e\u3067\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u4ee3\u308f\u308a\u306b\u3001**\u30e2\u30c7\u30eb\u306e\u8a2d\u5b9a\u3068\u8a08\u7b97\u306e\u898f\u5247**\u3092\u66f8\u3044\u3066\u304a\u304d\u307e\u3059\u3002\n\n```\n\u3010\u9000\u9662\u30fb\u8ee2\u68df\u306e\u78ba\u304b\u3089\u3057\u3055\u3011\n- HistGradientBoostingClassifier\uff08loss=\"log_loss\"\uff09\n- 1\u884c = 1\u5165\u9662 \u00d7 \u5165\u9662\u304b\u3089\u306e\u65e5\u6570\n- \u76ee\u7684\u306e\u5024 = \u305d\u306e\u65e5\u306e\u3046\u3061\u306b\u9000\u9662\u30fb\u8ee2\u68df\u3057\u305f\u3089 1\u3001\u3057\u306a\u3051\u308c\u3070 0\n- categorical_features = [\"ward\", \"dept\", \"route\", \"weekday\", \"age_band\"]\n- \u5024\u306a\u3057\u306e\u307e\u307e\u6e21\u3059\u9805\u76ee = \u8853\u5f8c\u306e\u65e5\u6570\u3001\u9000\u9662\u4e88\u5b9a\u65e5\u307e\u3067\u306e\u65e5\u6570\n- \u5b66\u3070\u305b\u65b9\u3068\u78ba\u304b\u3081\u65b9\u306f TimeSeriesSplit\uff08\u5165\u9662\u65e5\u306e\u9806\u306b\u4e26\u3079\u3001gap = 7\u65e5\u5206\uff09\n\n\u3010\u7dca\u6025\u5165\u9662\u306e\u6570\u3011\n- statsmodels \u306e GLM(family=Poisson)\n- 1\u884c = 1\u75c5\u68df \u00d7 1\u65e5\u3001\u76ee\u7684\u306e\u5024 = \u7dca\u6025\u5165\u9662\u3068\u8ee2\u68df\u306b\u3088\u308b\u5165\u308a\u306e\u6570\n- \u9805\u76ee = \u66dc\u65e5\u3001\u795d\u65e5\u3001\u9023\u4f11\u660e\u3051\u3001\u6708\u3001\u5207\u7247\uff08\u81ea\u5206\u3067\u8db3\u3059\uff09\n- exposure = \u305d\u306e\u65e5\u306e\u75c5\u5e8a\u306e\u6570\uff08\u9589\u9396\u4e2d\u306e\u5e8a\u3092\u5f15\u3044\u305f\u3082\u306e\uff09\n\n\u3010\u62bd\u9078\u3011\n- 1\u4e07\u56de\u3001\u4e71\u6570\u306e\u7a2e\u306f\u65e5\u4ed8\u304b\u3089\u6c7a\u3081\u3066\u8a18\u9332\u3059\u308b\n- \u60a3\u8005\u3054\u3068 \u2026 \u65e5\u3054\u3068\u306e\u78ba\u304b\u3089\u3057\u3055\u3067 binomial(1, p) \u3092\u5f15\u304d\u3001\u9000\u9662\u3057\u305f\u65e5\u4ee5\u964d\u306f\u6570\u3048\u306a\u3044\n- \u7dca\u6025\u5165\u9662 \u2026 \u75c5\u68df\u3054\u3068\u306e\u5e73\u5747\u3067 poisson \u3092\u5f15\u304f\n- \u4e88\u5b9a\u5165\u9662 \u2026 \u78ba\u5b9a\u306e\u4e88\u7d04\u306f\u5168\u6570\u3001\u4eee\u306e\u4e88\u7d04\u306f\u6570\u3048\u306a\u3044\n- \u7a7a\u5e8a = \u75c5\u5e8a\u306e\u6570 \u2212 \u5728\u9662\u306e\u6570\uff08\u62bd\u9078\u5f8c\uff09\u2212 \u5165\u3063\u305f\u6570\n\n\u3010\u51fa\u3059\u6570\u3011\n- \u771f\u3093\u4e2d = 1\u4e07\u56de\u306e\u7a7a\u5e8a\u306e\u4e2d\u592e\u5024\n- \u5c11\u306a\u3081 = 1\u4e07\u56de\u306e\u7a7a\u5e8a\u306e 10\uff05\u306e\u4f4d\u7f6e\uff0810\u56de\u306e\u3046\u30619\u56de\u306f\u3053\u308c\u4ee5\u4e0a\u7a7a\u304f\uff09\n- \u7a7a\u5e8a\u304c\u8ca0\u306b\u306a\u308b\u56de\u306e\u5272\u5408 = \u5b9a\u54e1\u3092\u8d85\u3048\u308b\u5165\u308a\u304c\u898b\u8fbc\u307e\u308c\u308b\u5272\u5408\n\n\u3010\u5370\u3092\u4ed8\u3051\u308b\u6761\u4ef6\u3011\n- tight     \u2026 \u5c11\u306a\u3081\u306e\u7a7a\u5e8a\u304c 0 \u672a\u6e80\n- long_stay \u2026 \u5165\u9662\u304b\u308960\u65e5\u8d85\u306e\u60a3\u8005\u304c\u75c5\u68df\u306e2\u5272\u4ee5\u4e0a\n- new_ward  \u2026 \u958b\u3044\u3066\u304b\u3089\u534a\u5e74\u672a\u6e80\u306e\u75c5\u68df\n- shift     \u2026 \u524d\u65e5\u306e\u898b\u8fbc\u307f\u304b\u3089\u771f\u3093\u4e2d\u306e\u7a7a\u5e8a\u304c3\u5e8a\u4ee5\u4e0a\u52d5\u3044\u305f\n- no_plan   \u2026 \u9000\u9662\u4e88\u5b9a\u65e5\u306e\u5165\u529b\u304c\u75c5\u68df\u306e\u60a3\u8005\u306e3\u5272\u672a\u6e80\n- \u5370\u306e\u7121\u3044\u75c5\u68df\u306f\u3001\u770b\u8b77\u5e2b\u9577\u3078\u306e\u96fb\u8a71\u306a\u3057\u3067\u8cc7\u6599\u306b\u8f09\u305b\u308b\n```\n\n**\u5c11\u306a\u3081\u30921\u5272\u306e\u4f4d\u7f6e\u306b\u3059\u308b\u306e\u306f\u3001\u610f\u56f3\u3057\u3066\u306e\u3053\u3068\u3067\u3059\u3002** \u53d7\u5165\u308c\u3092\u7d04\u675f\u3057\u3066\u304b\u3089\u7a7a\u5e8a\u304c\u8db3\u308a\u306a\u304f\u306a\u308b\u3068\u3001**\u5c02\u9580\u5916\u306e\u75c5\u68df\u306b\u5165\u9662\u3057\u3066\u3082\u3089\u3046\u304b\u3001\u53d7\u5165\u308c\u3092\u53d6\u308a\u6d88\u3059\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002** \u5c11\u306a\u3081\u306e\u5074\u3067\u7d04\u675f\u3057\u3001\u7a7a\u3044\u305f\u3089\u8ffd\u52a0\u3067\u53d7\u3051\u308b\u307b\u3046\u304c\u3001\u60a3\u8005\u306b\u3082\u7d39\u4ecb\u5143\u306b\u3082\u8ca0\u62c5\u304c\u5c0f\u3055\u304f\u6e08\u307f\u307e\u3059\u3002\n\n**\u7a7a\u5e8a\u304c\u8ca0\u306b\u306a\u308b\u56de\u306e\u5272\u5408\u3092\u51fa\u3059\u306e\u306f\u3001\u75c5\u5ba4\u306e\u5b9a\u54e1\u3092\u8d85\u3048\u306a\u3044\u305f\u3081\u3067\u3059\u3002** \u533b\u7642\u6cd5\u65bd\u884c\u898f\u5247\u7b2c10\u6761\u306f\u3001\u75c5\u5ba4\u306b\u306f\u5b9a\u54e1\u3092\u8d85\u3048\u3066\u60a3\u8005\u3092\u5165\u9662\u3055\u305b\u306a\u3044\u3053\u3068\u3092\u6c42\u3081\u3066\u3044\u307e\u3059\uff08\u81e8\u6642\u5fdc\u6025\u306e\u305f\u3081\u5165\u9662\u3055\u305b\u308b\u3068\u304d\u3092\u9664\u304f\uff09\u3002**\u3053\u306e\u5272\u5408\u304c\u9ad8\u3044\u65e5\u306f\u3001\u524d\u3082\u3063\u3066\u8ee2\u68df\u3084\u8ee2\u9662\u306e\u8abf\u6574\u3092\u9032\u3081\u308b\u304b\u3092\u4f1a\u8b70\u3067\u6c7a\u3081\u307e\u3059\u3002**","output_data":"**\u75c5\u68df\u30fb\u65e5\u3054\u3068\u306b\u3001\u6b21\u306e\u5f62\u306eJSON\u3092\u4f5c\u308a\u3001\u8868\u306b\u3057\u3066\u75c5\u5e8a\u8abf\u6574\u306e\u4f1a\u8b70\u306e\u8cc7\u6599\u306b\u8f09\u305b\u307e\u3059\u3002**\n\n```json\n{\n  \"ward\": \"\",\n  \"date\": \"\",\n  \"beds_available\": 0,\n  \"census_now\": 0,\n  \"expected_out\": { \"p50\": 0 },\n  \"expected_emergency_in\": { \"mean\": 0 },\n  \"scheduled_in\": 0,\n  \"empty_beds\": { \"p50\": 0, \"p10\": 0 },\n  \"over_capacity_ratio\": 0,\n  \"discharge_plan_coverage\": 0,\n  \"flags\": [\"tight | long_stay | new_ward | shift | no_plan\"],\n  \"model_version\": \"\",\n  \"manager_note\": { \"empty_beds\": null, \"reason\": \"\" }\n}\n```\n\n**1\u3064\u76ee\u306e\u7406\u7531\u306f\u3001\u7a7a\u5e8a\u3092\u300c\u51fa\u308b\u30fb\u5165\u308b\u30fb\u4e88\u5b9a\u300d\u306b\u5206\u3051\u3066\u898b\u305b\u3089\u308c\u308b\u3053\u3068\u3067\u3059\u3002** \u7a7a\u5e8a\u306e\u898b\u8fbc\u307f\u304c\u5c11\u306a\u3044\u3068\u304d\u3001\u9000\u9662\u304c\u5c11\u306a\u3044\u306e\u304b\u3001\u7dca\u6025\u5165\u9662\u304c\u591a\u3044\u306e\u304b\u3001\u4e88\u5b9a\u5165\u9662\u304c\u96c6\u307e\u3063\u3066\u3044\u308b\u306e\u304b\u3067\u3001**\u6253\u3064\u624b\u304c\u9055\u3044\u307e\u3059\u3002** \u4e88\u5b9a\u5165\u9662\u304c\u96c6\u307e\u3063\u3066\u3044\u308b\u306a\u3089\u3001\u5225\u306e\u75c5\u68df\u306b\u632f\u308a\u5206\u3051\u308b\u76f8\u8ac7\u304c\u3067\u304d\u307e\u3059\u3002\n\n**2\u3064\u76ee\u306f\u3001`discharge_plan_coverage` \u3092\u51fa\u305b\u308b\u3053\u3068\u3067\u3059\u3002** \u9000\u9662\u4e88\u5b9a\u65e5\u304c\u5165\u529b\u3055\u308c\u3066\u3044\u308b\u60a3\u8005\u306e\u5272\u5408\u3067\u3001**\u3053\u306e\u5272\u5408\u304c\u4f4e\u3044\u75c5\u68df\u306e\u898b\u8fbc\u307f\u306f\u5e45\u304c\u5e83\u304f\u306a\u308a\u307e\u3059\u3002** \u770b\u8b77\u5e2b\u9577\u306b\u5165\u529b\u3092\u983c\u3080\u6750\u6599\u306b\u306a\u308a\u307e\u3059\u3002\n\n**3\u3064\u76ee\u306f\u3001`manager_note` \u3067\u76f4\u3057\u305f\u8a18\u9332\u304c\u6b8b\u308b\u3053\u3068\u3067\u3059\u3002** \u770b\u8b77\u5e2b\u9577\u306b\u78ba\u304b\u3081\u3066\u7a7a\u5e8a\u306e\u6570\u3092\u76f4\u3057\u305f\u3089\u3001\u305d\u306e\u5024\u3068\u7406\u7531\u3092\u66f8\u304d\u307e\u3059\u3002**\u7fcc\u65e5\u306b\u3001\u3069\u3061\u3089\u304c\u5f53\u305f\u3063\u305f\u304b\u3092\u6bd4\u3079\u3089\u308c\u307e\u3059\u3002**","integration_systems":"| \u3064\u306a\u304e\u5148 | \u65b9\u5f0f | \u5185\u5bb9 |\n|:--|:--|:--|\n| \u96fb\u5b50\u30ab\u30eb\u30c6 | \u5b9a\u6642\u306e\u66f8\u304d\u51fa\u3057\u306e\u30d5\u30a1\u30a4\u30eb\u306e\u8aad\u307f\u8fbc\u307f | \u5728\u9662\u306e\u60a3\u8005\u3001\u904e\u53bb\u306e\u5165\u9000\u9662 |\n| \u5165\u9662\u4e88\u7d04\u306e\u53f0\u5e33 | \u9662\u5185\u306e\u5171\u6709\u30d5\u30a9\u30eb\u30c0\u306e\u8868\u306e\u8aad\u307f\u8fbc\u307f | \u4e88\u5b9a\u5165\u9662 |\n| \u75c5\u5e8a\u7ba1\u7406\u306e\u8868 | \u9662\u5185\u306e\u5171\u6709\u30d5\u30a9\u30eb\u30c0\u306e\u8868\u306e\u8aad\u307f\u8fbc\u307f | \u75c5\u5e8a\u306e\u6570\u3001\u9589\u9396\u4e2d\u306e\u5e8a |\n| \u75c5\u5e8a\u8abf\u6574\u306e\u4f1a\u8b70\u306e\u8cc7\u6599 | \u9662\u5185\u306e\u5171\u6709\u30d5\u30a9\u30eb\u30c0\u3078\u306e\u66f8\u304d\u51fa\u3057 | \u75c5\u68df \u00d7 4\u65e5\u5206\u306e\u7a7a\u5e8a |\n\n**\u96fb\u5b50\u30ab\u30eb\u30c6\u3078\u306f\u66f8\u304d\u8fbc\u307f\u307e\u305b\u3093\u3002** \u51fa\u3059\u306e\u306f\u4f1a\u8b70\u306e\u8cc7\u6599\u307e\u3067\u3067\u3001**\u9000\u9662\u4e88\u5b9a\u65e5\u3092\u81ea\u52d5\u3067\u5165\u308c\u308b\u3001\u75c5\u5ba4\u3092\u81ea\u52d5\u3067\u5272\u308a\u5f53\u3066\u308b\u3001\u3068\u3044\u3063\u305f\u66f8\u304d\u8fbc\u307f\u306f\u3057\u307e\u305b\u3093\u3002** \u66f8\u304d\u8fbc\u307f\u3092\u8db3\u3059\u3068\u3001\u898b\u8fbc\u307f\u304c\u8a3a\u7642\u306e\u8a18\u9332\u306b\u6df7\u3056\u308a\u307e\u3059\u3002\n\n**\u3053\u306e\u69cb\u6210\u306f\u3001\u9662\u5185\u306e\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u4e2d\u3060\u3051\u3067\u52d5\u304b\u3057\u307e\u3059\u3002** \u5916\u90e8\u306e\u30b5\u30fc\u30d3\u30b9\u3068\u306f\u3064\u306a\u304e\u307e\u305b\u3093\u3002\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u66f4\u65b0\u3082\u3001\u9662\u5185\u306e\u624b\u9806\u3067\u53d6\u308a\u8fbc\u307f\u307e\u3059\u3002","human_review":"**\u75c5\u5e8a\u7ba1\u7406\u306e\u62c5\u5f53\u304c\u96fb\u8a71\u3059\u308b\u306e\u306f\u3001\u5370\u306e\u4ed8\u3044\u305f\u75c5\u68df\u3060\u3051\u3067\u3059\u3002** \u5370\u306e\u7121\u3044\u75c5\u68df\u306f\u3001\u8cc7\u6599\u306e\u7a7a\u5e8a\u306e\u898b\u8fbc\u307f\u3092\u305d\u306e\u307e\u307e\u4f1a\u8b70\u306b\u51fa\u3057\u307e\u3059\u3002\u5168\u75c5\u68df\u306b\u96fb\u8a71\u3059\u308b\u904b\u7528\u3092\u6b8b\u3059\u3068\u3001\u7b2c10\u7ae0\u306e12.0\u6642\u9593\u306b\u306f\u53ce\u307e\u308a\u307e\u305b\u3093\u3002\n\n1. **`tight` \u3092\u5148\u306b\u898b\u308b** \u2026 \u5c11\u306a\u3081\u306e\u7a7a\u5e8a\u304c0\u3092\u4e0b\u56de\u308b\u75c5\u68df\u3067\u3059\u3002**\u770b\u8b77\u5e2b\u9577\u306b\u9000\u9662\u306e\u4e88\u5b9a\u3092\u78ba\u304b\u3081\u3001\u4e88\u5b9a\u5165\u9662\u306e\u632f\u308a\u5206\u3051\u3092\u8003\u3048\u307e\u3059**\n2. **`shift` \u3092\u898b\u308b** \u2026 \u524d\u65e5\u304b\u3089\u5927\u304d\u304f\u52d5\u3044\u305f\u75c5\u68df\u306f\u3001\u591c\u9593\u306b\u7dca\u6025\u5165\u9662\u304c\u7d9a\u3044\u305f\u304b\u3001\u8ee2\u9662\u304c\u6c7a\u307e\u3063\u305f\u304b\u3092\u78ba\u304b\u3081\u307e\u3059\n3. **`no_plan` \u3068 `long_stay` \u3092\u898b\u308b** \u2026 \u898b\u8fbc\u307f\u306e\u5e45\u304c\u5e83\u3044\u75c5\u68df\u306f\u3001\u770b\u8b77\u5e2b\u9577\u306e\u898b\u7acb\u3066\u3092\u512a\u5148\u3057\u307e\u3059\n4. **\u76f4\u3057\u305f\u3089\u7406\u7531\u3092\u66f8\u304f** \u2026 `manager_note` \u306b\u5024\u3068\u7406\u7531\u3092\u6b8b\u3057\u307e\u3059\n\n**1\u756a\u76ee\u3067\u3001\u898b\u8fbc\u307f\u3088\u308a\u770b\u8b77\u5e2b\u9577\u306e\u898b\u7acb\u3066\u3092\u512a\u5148\u3059\u308b\u5834\u9762\u304c\u3042\u3063\u3066\u69cb\u3044\u307e\u305b\u3093\u3002** \u898b\u8fbc\u307f\u306f\u904e\u53bb\u306e\u8a18\u9332\u304b\u3089\u51fa\u3057\u305f\u6570\u3067\u3001**\u4eca\u671d\u306e\u60a3\u8005\u306e\u69d8\u5b50\u306f\u77e5\u308a\u307e\u305b\u3093\u3002** \u76f4\u3057\u305f\u8a18\u9332\u3092\u6b8b\u305b\u3070\u3001\u3069\u3061\u3089\u304c\u5f53\u305f\u308a\u3084\u3059\u3044\u304b\u304c\u5206\u304b\u3063\u3066\u304d\u307e\u3059\u3002\n\n**\u4f1a\u8b70\u3067\u306f\u3001\u4eca\u65e5\u306e\u5206\u3088\u308a3\u65e5\u5148\u30fb4\u65e5\u5148\u306e\u884c\u3092\u5148\u306b\u898b\u307e\u3059\u3002** \u4eca\u65e5\u306e\u7a7a\u5e8a\u306f\u3001\u4f1a\u8b70\u306e\u5f8c\u306e\u9000\u9662\u3067\u3069\u3046\u305b\u52d5\u304d\u307e\u3059\u3002**\u6570\u65e5\u5148\u306b `tight` \u304c\u7d9a\u304f\u75c5\u68df\u304c\u3042\u308c\u3070\u3001\u305d\u306e\u65e5\u306e\u4e88\u5b9a\u5165\u9662\u3092\u5225\u306e\u75c5\u68df\u306b\u632f\u308a\u5206\u3051\u308b\u304b\u3001\u8ee2\u9662\u306e\u8abf\u6574\u3092\u65e9\u3081\u308b\u304b\u3092\u3001\u4f59\u88d5\u306e\u3042\u308b\u3046\u3061\u306b\u6c7a\u3081\u3089\u308c\u307e\u3059\u3002** \u7b2c3\u7ae0\u306e\uff08d\uff09\u3067\u8ab0\u3082\u6570\u3048\u3066\u3044\u306a\u304b\u3063\u305f\u90e8\u5206\u304c\u3001\u3053\u306e\u69cb\u6210\u3067\u3044\u3061\u3070\u3093\u4f7f\u308f\u308c\u308b\u90e8\u5206\u306b\u306a\u308a\u307e\u3059\u3002","exception_handling":"| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u96fb\u5b50\u30ab\u30eb\u30c6\u306e\u66f8\u304d\u51fa\u3057\u304c\u5c4a\u3044\u3066\u3044\u306a\u3044 | \u8cc7\u6599\u306b\u300c\u672c\u65e5\u306f\u898b\u8fbc\u307f\u306a\u3057\u300d\u3068\u51fa\u3057\u3001\u5f93\u6765\u306e\u96fb\u8a71\u306e\u805e\u304d\u53d6\u308a\u306b\u623b\u3059\u3002**\u524d\u65e5\u306e\u898b\u8fbc\u307f\u3092\u4f7f\u308f\u306a\u3044** |\n| \u75c5\u68df\u306e\u75c5\u5e8a\u306e\u6570\u304c\u5909\u308f\u3063\u305f | \u75c5\u5e8a\u7ba1\u7406\u306e\u8868\u3092\u76f4\u3057\u3066\u304b\u3089\u52d5\u304b\u3059\u3002**\u8868\u3068\u66f8\u304d\u51fa\u3057\u306e\u75c5\u5e8a\u306e\u6570\u304c\u5408\u308f\u306a\u3051\u308c\u3070\u6b62\u3081\u308b** |\n| \u611f\u67d3\u75c7\u306e\u6d41\u884c\u3067\u75c5\u68df\u3092\u9589\u3058\u305f | \u9589\u9396\u4e2d\u306e\u5e8a\u3068\u3057\u3066\u5f15\u304f\u3002**\u6d41\u884c\u306e\u671f\u9593\u306e\u8a18\u9332\u306f\u5b66\u3070\u305b\u308b\u8a18\u9332\u3067\u5370\u3092\u4ed8\u3051\u3001\u5225\u306b\u6271\u3046** |\n| \u5927\u304d\u306a\u4e8b\u6545\u306a\u3069\u3067\u7dca\u6025\u5165\u9662\u304c\u307e\u3068\u307e\u3063\u305f | \u898b\u8fbc\u307f\u306f\u4f7f\u308f\u305a\u3001\u707d\u5bb3\u6642\u306e\u624b\u9806\u306b\u5207\u308a\u66ff\u3048\u308b |\n| \u65b0\u3057\u3044\u8a3a\u7642\u79d1\u30fb\u75c5\u68df\u304c\u958b\u3044\u305f | \u534a\u5e74\u306f `new_ward`\u3002\u75c5\u5e8a\u7ba1\u7406\u306e\u62c5\u5f53\u306e\u898b\u7acb\u3066\u3092\u512a\u5148\u3059\u308b |\n| \u9000\u9662\u4e88\u5b9a\u65e5\u306e\u5165\u529b\u304c\u4e00\u6589\u306b\u5897\u3048\u305f\u30fb\u6e1b\u3063\u305f | \u5165\u529b\u306e\u904b\u7528\u306e\u5909\u66f4\u3068\u3057\u3066\u8a18\u9332\u3057\u3001\u5b66\u3070\u305b\u76f4\u3059 |\n| \u4eee\u306e\u756a\u53f7\u3068\u96fb\u5b50\u30ab\u30eb\u30c6\u306e\u756a\u53f7\u304c\u5408\u308f\u306a\u3044 | \u305d\u306e\u60a3\u8005\u3092\u898b\u8fbc\u307f\u304b\u3089\u5916\u3057\u3001\u75c5\u5e8a\u7ba1\u7406\u306e\u62c5\u5f53\u306b\u77e5\u3089\u305b\u308b |\n| \u4e88\u5b9a\u5165\u9662\u306e\u4e88\u7d04\u304c\u524d\u65e5\u306b\u53d6\u308a\u6d88\u3055\u308c\u305f | \u5165\u9662\u4e88\u7d04\u306e\u53f0\u5e33\u306e\u72b6\u614b\u3067\u6570\u3048\u308b\u3002**\u53d6\u308a\u6d88\u3057\u304c\u53f0\u5e33\u306b\u5165\u308b\u306e\u304c\u9045\u3044\u75c5\u68df\u306f\u3001\u4eee\u306e\u4e88\u7d04\u3068\u540c\u3058\u306b\u6271\u3046** |\n| \u5916\u6cca\u4e2d\u306e\u60a3\u8005\u304c\u3044\u308b | \u5728\u9662\u3068\u3057\u3066\u6570\u3048\u308b\u3002**\u5916\u6cca\u4e2d\u306e\u5e8a\u306f\u7a7a\u5e8a\u306b\u6570\u3048\u306a\u3044** |\n\n**\u4e0a\u304b\u30893\u884c\u76ee\u306f\u3001\u6bce\u5e74\u306e\u51ac\u306b\u8d77\u304d\u307e\u3059\u3002** \u611f\u67d3\u75c7\u306e\u6d41\u884c\u306e\u6642\u671f\u306e\u8a18\u9332\u306f\u3001\u5e73\u6642\u3068\u9000\u9662\u306e\u4ed5\u65b9\u3082\u7dca\u6025\u5165\u9662\u306e\u6570\u3082\u9055\u3044\u307e\u3059\u3002**\u5e73\u6642\u306e\u8a18\u9332\u3068\u540c\u3058\u306b\u5b66\u3070\u305b\u308b\u3068\u3001\u6d41\u884c\u304c\u7d42\u308f\u3063\u305f\u5f8c\u3082\u898b\u8fbc\u307f\u304c\u305a\u308c\u307e\u3059\u3002** \u6d41\u884c\u306e\u671f\u9593\u306b\u5370\u3092\u4ed8\u3051\u3066\u304a\u304d\u3001\u5e73\u6642\u306e\u898b\u8fbc\u307f\u304b\u3089\u306f\u5916\u3059\u304b\u3001\u9805\u76ee\u3068\u3057\u3066\u6301\u305f\u305b\u307e\u3059\u3002","log_storage":"- \u8aad\u307f\u8fbc\u3093\u3060\u66f8\u304d\u51fa\u3057\u306e\u30d5\u30a1\u30a4\u30eb\u3068\u3001\u66f8\u304d\u51fa\u3057\u305f\u65e5\u6642\n- \u75c5\u68df\u30fb\u65e5\u3054\u3068\u306e\u898b\u8fbc\u307f\uff08\u51fa\u308b\u30fb\u5165\u308b\u30fb\u4e88\u5b9a\u30fb\u7a7a\u5e8a\u306e\u771f\u3093\u4e2d\u3068\u5c11\u306a\u3081\uff09\n- \u62bd\u9078\u306e\u4e71\u6570\u306e\u7a2e\u3068\u3001\u305d\u306e\u3068\u304d\u306e\u30e2\u30c7\u30eb\u306e\u7248\n- **\u770b\u8b77\u5e2b\u9577\u306b\u78ba\u304b\u3081\u3066\u76f4\u3057\u305f\u5024\u3068\u7406\u7531**\n- **\u7fcc\u65e5\u4ee5\u964d\u306e\u5b9f\u969b\u306e\u7a7a\u5e8a\u3068\u3001\u898b\u8fbc\u307f\u3068\u306e\u5dee**\n- \u53d7\u5165\u308c\u3092\u65ad\u3063\u305f\u4ef6\u6570\u3068\u3001\u305d\u306e\u65e5\u306e\u898b\u8fbc\u307f\uff08\u75c5\u5e8a\u7ba1\u7406\u306e\u8a18\u9332\u304b\u3089\uff09\n- \u6708\u3054\u3068\u306e\u5b66\u3070\u305b\u76f4\u3057\u306e\u7248\u3068\u3001\u5207\u308a\u66ff\u3048\u524d\u5f8c\u306e1\u9031\u9593\u306e\u5916\u308c\u65b9\u306e\u6bd4\u3079\n\n**\u4e71\u6570\u306e\u7a2e\u3092\u6b8b\u3059\u306e\u306f\u3001\u540c\u3058\u671d\u306e\u8cc7\u6599\u3092\u5f8c\u304b\u3089\u4f5c\u308a\u76f4\u305b\u308b\u3088\u3046\u306b\u3059\u308b\u305f\u3081\u3067\u3059\u3002** \u7a2e\u304c\u7121\u3044\u3068\u30011\u4e07\u56de\u306e\u62bd\u9078\u306e\u7d50\u679c\u306f\u52d5\u304b\u3059\u305f\u3073\u306b\u5c11\u3057\u305a\u3064\u5909\u308f\u308a\u3001**\u4f1a\u8b70\u3067\u898b\u305f\u6570\u3068\u5f8c\u3067\u78ba\u304b\u3081\u305f\u6570\u304c\u5408\u308f\u306a\u304f\u306a\u308a\u307e\u3059\u3002**\n\n**\u6700\u5f8c\u306e\u884c\u304c\u3001\u3053\u306e\u69cb\u6210\u306e\u52b9\u304d\u76ee\u3092\u6e2c\u308b\u6750\u6599\u306b\u306a\u308a\u307e\u3059\u3002** \u5c11\u306a\u3081\u306e\u7a7a\u5e8a\u304c0\u4ee5\u4e0a\u3068\u898b\u8fbc\u3093\u3060\u65e5\u306b\u53d7\u5165\u308c\u3092\u65ad\u3063\u3066\u3044\u305f\u306a\u3089\u3001**\u898b\u8fbc\u307f\u304c\u697d\u89b3\u7684\u3059\u304e\u305f\u304b\u3001\u75c5\u68df\u306e\u632f\u308a\u5206\u3051\u304c\u3046\u307e\u304f\u3044\u304b\u306a\u304b\u3063\u305f\u304b\u306e\u3069\u3061\u3089\u304b\u3067\u3059\u3002** \u7406\u7531\u3092\u5206\u3051\u3066\u8a18\u9332\u3057\u307e\u3059\u3002","implementation_level":"\u672c\u683c\u69cb\u6210","difficulty":4,"cost_band":"\u5927","cost_level_label":"\u500b\u5225\u958b\u767a","security_level":"\u9ad8","implementation_status":"\u69cb\u6210\u4f8b","assumption_people":2,"assumption_frequency":240,"assumption_workdays":30,"volume_month":240,"before_minutes_per_case":10,"after_minutes_per_case":3,"hourly_cost":3500,"before_hours_month":40,"after_hours_month":12,"saved_hours_month":28,"reduction_rate":70,"saved_hours_year":336,"annual_cost_effect":1176000,"summary":"\u5165\u9662\u4e2d\u306e\u60a3\u8005\u306e\u8a18\u9332\u3068\u904e\u53bb\u306e\u5165\u9000\u9662\u306e\u8a18\u9332\u304b\u3089\u3001\u75c5\u68df\u3054\u3068\u306b\u5f53\u65e5\u304b\u30894\u65e5\u5148\u307e\u3067\u306e\u7a7a\u5e8a\u306e\u6570\u3092\u898b\u8fbc\u307f\u307e\u3059\u3002\u9000\u9662\u306e\u898b\u8fbc\u307f\u3001\u7dca\u6025\u5165\u9662\u306e\u898b\u8fbc\u307f\u3001\u4e88\u7d04\u6e08\u307f\u306e\u4e88\u5b9a\u5165\u9662\u3092\u5408\u308f\u305b\u3001\u6bce\u671d\u306e\u75c5\u5e8a\u8abf\u6574\u306e\u8cc7\u6599\u3068\u3057\u3066\u75c5\u5e8a\u7ba1\u7406\u306e\u62c5\u5f53\u306b\u6e21\u3057\u307e\u3059\u3002","before_flow":"1. \u671d7\u6642\u534a\u3054\u308d\u3001\u96fb\u5b50\u30ab\u30eb\u30c6\u306e\u75c5\u5e8a\u306e\u4e00\u89a7\u3092\u958b\u304d\u3001\u75c5\u68df\u3054\u3068\u306e\u5728\u9662\u306e\u60a3\u8005\u6570\u3068\u7a7a\u5e8a\u3092\u6570\u3048\u308b\n2. \u5165\u9662\u4e88\u7d04\u306e\u53f0\u5e33\u304b\u3089\u3001\u4eca\u65e5\u304b\u30894\u65e5\u5148\u307e\u3067\u306e\u4e88\u5b9a\u5165\u9662\u3092\u75c5\u68df\u3054\u3068\u306b\u6570\u3048\u308b\n3. \u5404\u75c5\u68df\u306e\u770b\u8b77\u5e2b\u9577\u306b\u96fb\u8a71\u3057\u3001\u4eca\u65e5\u3068\u660e\u65e5\u4ee5\u964d\u306b\u9000\u9662\u3057\u305d\u3046\u306a\u60a3\u8005\u306e\u6570\u3092\u805e\u304f\n4. \u904e\u53bb\u306e\u540c\u3058\u66dc\u65e5\u306e\u7dca\u6025\u5165\u9662\u306e\u6570\u3092\u601d\u3044\u51fa\u3057\u3001\u75c5\u68df\u3054\u3068\u306b\u4f55\u5e8a\u6b8b\u3057\u3066\u304a\u304f\u304b\u3092\u6c7a\u3081\u308b\n5. \u30db\u30ef\u30a4\u30c8\u30dc\u30fc\u30c9\u3068\u8868\u8a08\u7b97\u306b\u3001\u75c5\u68df\u3054\u3068\u306e\u7a7a\u5e8a\u306e\u898b\u8fbc\u307f\u3092\u66f8\u304f\n6. 8\u6642\u534a\u306e\u75c5\u5e8a\u8abf\u6574\u306e\u4f1a\u8b70\u3067\u3001\u4e88\u5b9a\u5165\u9662\u306e\u75c5\u68df\u306e\u632f\u308a\u5206\u3051\u3068\u3001\u7dca\u6025\u5165\u9662\u3092\u53d7\u3051\u308b\u75c5\u68df\u306e\u9806\u3092\u6c7a\u3081\u308b\n7. \u65e5\u4e2d\u306b\u9000\u9662\u3084\u7dca\u6025\u5165\u9662\u304c\u3042\u308b\u305f\u3073\u306b\u3001\u30db\u30ef\u30a4\u30c8\u30dc\u30fc\u30c9\u3092\u66f8\u304d\u76f4\u3059\n\n**\uff08a\uff09\u96fb\u8a71\u306e\u805e\u304d\u53d6\u308a\u306b\u6642\u9593\u304c\u304b\u304b\u308b\u3002** 3\u756a\u76ee\u306e\u96fb\u8a71\u306f8\u75c5\u68df\u5206\u3067\u3001\u3064\u306a\u304c\u3089\u306a\u3051\u308c\u3070\u304b\u3051\u76f4\u3057\u307e\u3059\u3002**\u770b\u8b77\u5e2b\u9577\u306e\u5074\u3082\u3001\u7533\u3057\u9001\u308a\u306e\u6700\u4e2d\u306b\u624b\u3092\u6b62\u3081\u3066\u7b54\u3048\u3066\u3044\u307e\u3059\u3002** \u805e\u304d\u53d6\u3063\u305f\u6570\u306f\u300c\u305f\u3076\u30932\u4eba\u300d\u306e\u3088\u3046\u306a\u5e45\u306e\u3042\u308b\u7b54\u3048\u3067\u3001\u305d\u308c\u30921\u3064\u306e\u6570\u306b\u4e38\u3081\u3066\u66f8\u3044\u3066\u3044\u307e\u3059\u3002\n\n**\uff08b\uff09\u7dca\u6025\u5165\u9662\u306e\u6b8b\u3057\u65b9\u304c\u7d4c\u9a13\u306b\u983c\u308b\u3002** 4\u756a\u76ee\u306e\u300c\u4f55\u5e8a\u6b8b\u3059\u304b\u300d\u306f\u3001\u6708\u66dc\u306e\u671d\u306f\u591a\u3081\u306b\u3001\u9023\u4f11\u660e\u3051\u306f\u591a\u3081\u306b\u3001\u3068\u3044\u3046\u7d4c\u9a13\u3067\u6c7a\u3081\u3066\u3044\u307e\u3059\u3002**\u9577\u304f\u62c5\u5f53\u3057\u3066\u3044\u308b1\u540d\u304c\u4f11\u3080\u3068\u3001\u6b8b\u3059\u5e8a\u304c\u5c11\u306a\u3059\u304e\u3066\u5348\u5f8c\u306b\u65ad\u308b\u65e5\u3068\u3001\u6b8b\u3057\u3059\u304e\u3066\u4e88\u5b9a\u5165\u9662\u3092\u5f85\u305f\u305b\u308b\u65e5\u304c\u51fa\u307e\u3059\u3002**\n\n**\uff08c\uff09\u9000\u9662\u4e88\u5b9a\u65e5\u304c\u5165\u3063\u3066\u3044\u306a\u3044\u60a3\u8005\u306e\u898b\u7acb\u3066\u304c\u4eba\u306b\u3088\u3063\u3066\u9055\u3046\u3002** \u540c\u3058\u8853\u5f8c5\u65e5\u76ee\u306e\u60a3\u8005\u3067\u3082\u3001\u770b\u8b77\u5e2b\u9577\u306b\u3088\u3063\u3066\u300c\u660e\u65e5\u9000\u9662\u300d\u300c\u307e\u3060\u6570\u65e5\u300d\u3068\u7b54\u3048\u304c\u5206\u304b\u308c\u307e\u3059\u3002**\u898b\u7acb\u3066\u306e\u304f\u305b\u304c\u3001\u75c5\u68df\u3054\u3068\u306e\u7a7a\u5e8a\u306e\u898b\u8fbc\u307f\u306e\u305a\u308c\u306b\u306a\u308a\u307e\u3059\u3002**\n\n**\uff08d\uff094\u65e5\u5148\u304c\u898b\u3048\u306a\u3044\u3002** \u805e\u304d\u53d6\u308a\u306f\u4eca\u65e5\u3068\u660e\u65e5\u306e\u5206\u304c\u4e2d\u5fc3\u3067\u3001**3\u65e5\u5148\u30fb4\u65e5\u5148\u306e\u7a7a\u304d\u65b9\u306f\u8ab0\u3082\u6570\u3048\u3066\u3044\u307e\u305b\u3093\u3002** \u7d39\u4ecb\u5143\u306e\u8a3a\u7642\u6240\u304b\u3089\u300c\u6765\u9031\u306e\u6708\u66dc\u306b\u5165\u9662\u3055\u305b\u305f\u3044\u300d\u3068\u805e\u304b\u308c\u3066\u3082\u3001\u305d\u306e\u5834\u3067\u7b54\u3048\u3089\u308c\u307e\u305b\u3093\u3002","before_flow_steps":["\u671d7\u6642\u534a\u3054\u308d\u3001\u96fb\u5b50\u30ab\u30eb\u30c6\u306e\u75c5\u5e8a\u306e\u4e00\u89a7\u3092\u958b\u304d\u3001\u75c5\u68df\u3054\u3068\u306e\u5728\u9662\u306e\u60a3\u8005\u6570\u3068\u7a7a\u5e8a\u3092\u6570\u3048\u308b","\u5165\u9662\u4e88\u7d04\u306e\u53f0\u5e33\u304b\u3089\u3001\u4eca\u65e5\u304b\u30894\u65e5\u5148\u307e\u3067\u306e\u4e88\u5b9a\u5165\u9662\u3092\u75c5\u68df\u3054\u3068\u306b\u6570\u3048\u308b","\u5404\u75c5\u68df\u306e\u770b\u8b77\u5e2b\u9577\u306b\u96fb\u8a71\u3057\u3001\u4eca\u65e5\u3068\u660e\u65e5\u4ee5\u964d\u306b\u9000\u9662\u3057\u305d\u3046\u306a\u60a3\u8005\u306e\u6570\u3092\u805e\u304f","\u904e\u53bb\u306e\u540c\u3058\u66dc\u65e5\u306e\u7dca\u6025\u5165\u9662\u306e\u6570\u3092\u601d\u3044\u51fa\u3057\u3001\u75c5\u68df\u3054\u3068\u306b\u4f55\u5e8a\u6b8b\u3057\u3066\u304a\u304f\u304b\u3092\u6c7a\u3081\u308b","\u30db\u30ef\u30a4\u30c8\u30dc\u30fc\u30c9\u3068\u8868\u8a08\u7b97\u306b\u3001\u75c5\u68df\u3054\u3068\u306e\u7a7a\u5e8a\u306e\u898b\u8fbc\u307f\u3092\u66f8\u304f","8\u6642\u534a\u306e\u75c5\u5e8a\u8abf\u6574\u306e\u4f1a\u8b70\u3067\u3001\u4e88\u5b9a\u5165\u9662\u306e\u75c5\u68df\u306e\u632f\u308a\u5206\u3051\u3068\u3001\u7dca\u6025\u5165\u9662\u3092\u53d7\u3051\u308b\u75c5\u68df\u306e\u9806\u3092\u6c7a\u3081\u308b","\u65e5\u4e2d\u306b\u9000\u9662\u3084\u7dca\u6025\u5165\u9662\u304c\u3042\u308b\u305f\u3073\u306b\u3001\u30db\u30ef\u30a4\u30c8\u30dc\u30fc\u30c9\u3092\u66f8\u304d\u76f4\u3059"],"after_flow":"1. **\u3010\u81ea\u52d5\u3011** \u6bce\u671d6\u6642\u306b\u3001\u96fb\u5b50\u30ab\u30eb\u30c6\u3068\u5165\u9662\u4e88\u7d04\u306e\u53f0\u5e33\u304b\u3089\u524d\u65e5\u307e\u3067\u306e\u8a18\u9332\u3092\u66f8\u304d\u51fa\u3057\u305f\u30d5\u30a1\u30a4\u30eb\u3092\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u8aad\u307f\u8fbc\u3080\n2. **\u3010\u81ea\u52d5\u3011** \u5165\u9662\u4e2d\u306e\u60a3\u8005\u3054\u3068\u306b\u3001\u4eca\u65e5\u304b\u30894\u65e5\u5148\u307e\u3067\u306e\u5404\u65e5\u306b\u300c\u305d\u306e\u65e5\u306e\u7d42\u308f\u308a\u307e\u3067\u306b\u9000\u9662\u307e\u305f\u306f\u8ee2\u68df\u3057\u3066\u3044\u308b\u78ba\u304b\u3089\u3057\u3055\u300d\u3092\u51fa\u3059\n3. **\u3010\u81ea\u52d5\u3011** \u75c5\u68df\u3054\u3068\u30fb\u66dc\u65e5\u3054\u3068\u306b\u3001\u7dca\u6025\u5165\u9662\u306e\u6570\u306e\u5e73\u5747\u3092\u898b\u8fbc\u3080\n4. **\u3010\u81ea\u52d5\u3011** \u5165\u9662\u4e88\u7d04\u306e\u53f0\u5e33\u304b\u3089\u3001\u75c5\u68df\u3054\u3068\u30fb\u65e5\u3054\u3068\u306e\u4e88\u5b9a\u5165\u9662\u3092\u6570\u3048\u308b\n5. **\u3010\u81ea\u52d5\u3011** 2\u301c4\u756a\u76ee\u3092\u5408\u308f\u305b\u30661\u4e07\u56de\u306e\u62bd\u9078\u3092\u884c\u3044\u3001\u75c5\u68df\u3054\u3068\u30fb\u65e5\u3054\u3068\u306e\u7a7a\u5e8a\u306e\u771f\u3093\u4e2d\u3068\u5c11\u306a\u3081\u306e\u6570\u3092\u51fa\u3059\n6. **\u3010\u81ea\u52d5\u3011** \u7a7a\u5e8a\u304c\u5c11\u306a\u3081\u306e\u5074\u30670\u3092\u4e0b\u56de\u308a\u305d\u3046\u306a\u75c5\u68df\u3068\u65e5\u3001\u898b\u8fbc\u307f\u304c\u524d\u65e5\u304b\u3089\u5927\u304d\u304f\u52d5\u3044\u305f\u75c5\u68df\u306b\u5370\u3092\u4ed8\u3051\u308b\n7. **\u3010\u4eba\u3011** \u75c5\u5e8a\u7ba1\u7406\u306e\u62c5\u5f53\u304c\u3001\u5370\u306e\u4ed8\u3044\u305f\u75c5\u68df\u3060\u3051\u770b\u8b77\u5e2b\u9577\u306b\u78ba\u304b\u3081\u308b\n8. **\u3010\u4eba\u3011** 8\u6642\u534a\u306e\u75c5\u5e8a\u8abf\u6574\u306e\u4f1a\u8b70\u3067\u3001\u7a7a\u5e8a\u306e\u898b\u8fbc\u307f\u3092\u898b\u306a\u304c\u3089\u4e88\u5b9a\u5165\u9662\u306e\u632f\u308a\u5206\u3051\u3068\u7dca\u6025\u5165\u9662\u306e\u53d7\u5165\u308c\u306e\u9806\u3092\u6c7a\u3081\u308b\n9. **\u3010\u4eba\u3011** \u65e5\u4e2d\u306e\u5165\u9000\u9662\u306f\u3001\u3053\u308c\u307e\u3067\u3069\u304a\u308a\u96fb\u5b50\u30ab\u30eb\u30c6\u3068\u30db\u30ef\u30a4\u30c8\u30dc\u30fc\u30c9\u3067\u8ffd\u3046\n\n**7\u756a\u76ee\u304c\u3001\u3053\u306e\u8a2d\u8a08\u306e\u5206\u304b\u308c\u76ee\u3067\u3059\u3002** 8\u75c5\u68df\u3059\u3079\u3066\u306b\u96fb\u8a71\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001**\u7a7a\u304d\u65b9\u304c\u53b3\u3057\u3044\u75c5\u68df\u3068\u3001\u898b\u8fbc\u307f\u304c\u5927\u304d\u304f\u52d5\u3044\u305f\u75c5\u68df\u3060\u3051\u306b\u96fb\u8a71\u3057\u307e\u3059\u3002** \u5168\u75c5\u68df\u3078\u306e\u96fb\u8a71\u3092\u6b8b\u3059\u3068\u3001\u6642\u9593\u306f\u307b\u3068\u3093\u3069\u6e1b\u308a\u307e\u305b\u3093\u3002\n\n**9\u756a\u76ee\u3092\u81ea\u52d5\u306b\u3057\u306a\u3044\u306e\u3082\u3001\u610f\u56f3\u3057\u3066\u306e\u3053\u3068\u3067\u3059\u3002** \u65e5\u4e2d\u306e\u5165\u9000\u9662\u306f\u5206\u5358\u4f4d\u3067\u52d5\u304d\u3001**\u671d\u306e\u898b\u8fbc\u307f\u3092\u65e5\u4e2d\u306b\u4f55\u5ea6\u3082\u51fa\u3057\u76f4\u3059\u3088\u308a\u3001\u76ee\u306e\u524d\u306e\u5165\u9000\u9662\u3092\u8ffd\u3046\u307b\u3046\u304c\u78ba\u304b\u3067\u3059\u3002** \u3053\u306e\u69cb\u6210\u304c\u53d7\u3051\u6301\u3064\u306e\u306f\u3001\u671d\u306e\u6642\u70b9\u306e\u6570\u65e5\u5148\u306e\u898b\u901a\u3057\u3067\u3059\u3002","after_flow_steps":["**\u3010\u81ea\u52d5\u3011** \u6bce\u671d6\u6642\u306b\u3001\u96fb\u5b50\u30ab\u30eb\u30c6\u3068\u5165\u9662\u4e88\u7d04\u306e\u53f0\u5e33\u304b\u3089\u524d\u65e5\u307e\u3067\u306e\u8a18\u9332\u3092\u66f8\u304d\u51fa\u3057\u305f\u30d5\u30a1\u30a4\u30eb\u3092\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u8aad\u307f\u8fbc\u3080","**\u3010\u81ea\u52d5\u3011** \u5165\u9662\u4e2d\u306e\u60a3\u8005\u3054\u3068\u306b\u3001\u4eca\u65e5\u304b\u30894\u65e5\u5148\u307e\u3067\u306e\u5404\u65e5\u306b\u300c\u305d\u306e\u65e5\u306e\u7d42\u308f\u308a\u307e\u3067\u306b\u9000\u9662\u307e\u305f\u306f\u8ee2\u68df\u3057\u3066\u3044\u308b\u78ba\u304b\u3089\u3057\u3055\u300d\u3092\u51fa\u3059","**\u3010\u81ea\u52d5\u3011** \u75c5\u68df\u3054\u3068\u30fb\u66dc\u65e5\u3054\u3068\u306b\u3001\u7dca\u6025\u5165\u9662\u306e\u6570\u306e\u5e73\u5747\u3092\u898b\u8fbc\u3080","**\u3010\u81ea\u52d5\u3011** \u5165\u9662\u4e88\u7d04\u306e\u53f0\u5e33\u304b\u3089\u3001\u75c5\u68df\u3054\u3068\u30fb\u65e5\u3054\u3068\u306e\u4e88\u5b9a\u5165\u9662\u3092\u6570\u3048\u308b","**\u3010\u81ea\u52d5\u3011** 2\u301c4\u756a\u76ee\u3092\u5408\u308f\u305b\u30661\u4e07\u56de\u306e\u62bd\u9078\u3092\u884c\u3044\u3001\u75c5\u68df\u3054\u3068\u30fb\u65e5\u3054\u3068\u306e\u7a7a\u5e8a\u306e\u771f\u3093\u4e2d\u3068\u5c11\u306a\u3081\u306e\u6570\u3092\u51fa\u3059","**\u3010\u81ea\u52d5\u3011** \u7a7a\u5e8a\u304c\u5c11\u306a\u3081\u306e\u5074\u30670\u3092\u4e0b\u56de\u308a\u305d\u3046\u306a\u75c5\u68df\u3068\u65e5\u3001\u898b\u8fbc\u307f\u304c\u524d\u65e5\u304b\u3089\u5927\u304d\u304f\u52d5\u3044\u305f\u75c5\u68df\u306b\u5370\u3092\u4ed8\u3051\u308b","**\u3010\u4eba\u3011** \u75c5\u5e8a\u7ba1\u7406\u306e\u62c5\u5f53\u304c\u3001\u5370\u306e\u4ed8\u3044\u305f\u75c5\u68df\u3060\u3051\u770b\u8b77\u5e2b\u9577\u306b\u78ba\u304b\u3081\u308b","**\u3010\u4eba\u3011** 8\u6642\u534a\u306e\u75c5\u5e8a\u8abf\u6574\u306e\u4f1a\u8b70\u3067\u3001\u7a7a\u5e8a\u306e\u898b\u8fbc\u307f\u3092\u898b\u306a\u304c\u3089\u4e88\u5b9a\u5165\u9662\u306e\u632f\u308a\u5206\u3051\u3068\u7dca\u6025\u5165\u9662\u306e\u53d7\u5165\u308c\u306e\u9806\u3092\u6c7a\u3081\u308b","**\u3010\u4eba\u3011** \u65e5\u4e2d\u306e\u5165\u9000\u9662\u306f\u3001\u3053\u308c\u307e\u3067\u3069\u304a\u308a\u96fb\u5b50\u30ab\u30eb\u30c6\u3068\u30db\u30ef\u30a4\u30c8\u30dc\u30fc\u30c9\u3067\u8ffd\u3046"],"architecture":"```\n\u96fb\u5b50\u30ab\u30eb\u30c6\uff08\u5165\u9662\u30fb\u9000\u9662\u30fb\u8ee2\u68df\u306e\u8a18\u9332\u3001\u5728\u9662\u306e\u60a3\u8005\u306e\u60c5\u5831\u3001\u9000\u9662\u4e88\u5b9a\u65e5\u306e\u66f8\u304d\u51fa\u3057\uff09\n\u5165\u9662\u4e88\u7d04\u306e\u53f0\u5e33\n   \u2502\n   \u25bc\u3010\u30c8\u30ea\u30ac\u30fc\u3011\u6bce\u671d6\u6642\nPython\uff08pandas\uff09\n   \u251c\u2500\u2500\u25b6 \u5728\u9662\u306e\u60a3\u8005\u3054\u3068\u306b\u3001\u5165\u9662\u304b\u3089\u306e\u65e5\u6570\u30fb\u8853\u5f8c\u306e\u65e5\u6570\u306a\u3069\u306e\u9805\u76ee\u3092\u4f5c\u308b\n   \u25bc\nscikit-learn\uff08HistGradientBoostingClassifier\uff09\n   \u2502   \u60a3\u8005\u3054\u3068\u30fb\u65e5\u3054\u3068\u306e\u300c\u305d\u306e\u65e5\u307e\u3067\u306b\u9000\u9662\u30fb\u8ee2\u68df\u3057\u3066\u3044\u308b\u78ba\u304b\u3089\u3057\u3055\u300d\n   \u25bc\nstatsmodels\uff08GLM\u3001\u30dd\u30a2\u30bd\u30f3\u5206\u5e03\uff09\n   \u2502   \u75c5\u68df\u3054\u3068\u30fb\u65e5\u3054\u3068\u306e\u7dca\u6025\u5165\u9662\u306e\u6570\u306e\u5e73\u5747\n   \u25bc\nNumPy \u2500\u2500 1\u4e07\u56de\u306e\u62bd\u9078\u3067\u3001\u75c5\u68df\u3054\u3068\u30fb\u65e5\u3054\u3068\u306e\u7a7a\u5e8a\u306e\u771f\u3093\u4e2d\u3068\u5c11\u306a\u3081\u306e\u6570\n   \u25bc\n\u3010\u4eba\u304c\u5370\u306e\u4ed8\u3044\u305f\u75c5\u68df\u3060\u3051\u78ba\u8a8d\u3011\u2500\u2500 \u75c5\u5e8a\u7ba1\u7406\u306e\u62c5\u5f53\n   \u25bc\n\u75c5\u5e8a\u8abf\u6574\u306e\u4f1a\u8b70\u306e\u8cc7\u6599\uff08\u75c5\u68df \u00d7 4\u65e5\u5206\u306e\u7a7a\u5e8a\uff09\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\u30fbstatsmodels\u30fbNumPy\uff09 | R |\n| \u51e6\u7406\u30a8\u30f3\u30b8\u30f3 | scikit-learn \u306e HistGradientBoostingClassifier\uff08\u9000\u9662\u306e\u78ba\u304b\u3089\u3057\u3055\uff09 | LightGBM\u3001statsmodels \u306e\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30 |\n| \u96c6\u8a08 | Python\uff08statsmodels \u306e GLM \u306b\u3088\u308b\u7dca\u6025\u5165\u9662\u306e\u898b\u8fbc\u307f\u3068\u3001NumPy \u306b\u3088\u308b\u62bd\u9078\u3068\u7a7a\u5e8a\u306e\u96c6\u8a08\uff09 | \u75c5\u5e8a\u7ba1\u7406\u306e\u8868 |\n| \u30c7\u30fc\u30bf\u306e\u53d6\u5f97\u5143 | \u96fb\u5b50\u30ab\u30eb\u30c6\u3068\u5165\u9662\u4e88\u7d04\u306e\u53f0\u5e33\u306e\u66f8\u304d\u51fa\u3057 | \u96fb\u5b50\u30ab\u30eb\u30c6\u306e\u4e8c\u6b21\u5229\u7528\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9 |\n| \u7d50\u679c\u306e\u51fa\u529b\u5148 | \u9662\u5185\u306e\u5171\u6709\u30d5\u30a9\u30eb\u30c0\u306e\u75c5\u5e8a\u8abf\u6574\u306e\u8cc7\u6599 | \u75c5\u5e8a\u7ba1\u7406\u306e\u753b\u9762 |\n\n**\u96fb\u5b50\u30ab\u30eb\u30c6\u3068\u5165\u9662\u4e88\u7d04\u306e\u53f0\u5e33\u306f\u3001\u65b0\u3057\u304f\u8db3\u3059\u3082\u306e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002** \u3069\u3061\u3089\u304b\u3089\u3082\u66f8\u304d\u51fa\u3059\u3060\u3051\u3067\u3001\u3053\u306e\u69cb\u6210\u304b\u3089\u8a18\u9332\u3092\u66f8\u304d\u63db\u3048\u308b\u3053\u3068\u306f\u3057\u307e\u305b\u3093\u3002**\u75c5\u5ba4\u306e\u5272\u308a\u5f53\u3066\u3082\u884c\u3044\u307e\u305b\u3093\u3002** \u51fa\u3059\u306e\u306f\u75c5\u68df\u3054\u3068\u306e\u7a7a\u5e8a\u306e\u898b\u8fbc\u307f\u307e\u3067\u3067\u3059\u3002\n\n**\u9000\u9662\u306e\u78ba\u304b\u3089\u3057\u3055\u306b\u306f\u3001scikit-learn \u306e HistGradientBoostingClassifier \u3092\u4f7f\u3044\u307e\u3059\u3002** \u640d\u5931\u306f `'log_loss'` \u3067\u30012\u3064\u306e\u533a\u5206\u306e\u5834\u5408\u306f\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u306e\u95a2\u6570\u3067\u6b63\u306e\u533a\u5206\u306e\u78ba\u304b\u3089\u3057\u3055\u3092\u51fa\u3057\u307e\u3059\u3002**`predict_proba` \u3067\u533a\u5206\u3054\u3068\u306e\u78ba\u304b\u3089\u3057\u3055\u304c\u53d6\u308c\u307e\u3059\u3002** \u6b20\u3051\u305f\u5024\u3092\u305d\u306e\u307e\u307e\u6271\u3048\u3001\u5b66\u7fd2\u306e\u969b\u306b\u5206\u304b\u308c\u76ee\u3054\u3068\u306b\u5de6\u53f3\u3069\u3061\u3089\u3078\u9001\u308b\u304b\u3092\u6539\u5584\u306e\u5927\u304d\u3055\u304b\u3089\u5b66\u3076\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002**\u9000\u9662\u4e88\u5b9a\u65e5\u304c\u5165\u529b\u3055\u308c\u3066\u3044\u306a\u3044\u60a3\u8005\u306e\u300c\u9000\u9662\u4e88\u5b9a\u65e5\u307e\u3067\u306e\u65e5\u6570\u300d\u3092\u3001\u57cb\u3081\u305a\u306b\u6e21\u305b\u307e\u3059\u3002** \u5165\u529b\u304c\u7121\u3044\u3053\u3068\u81ea\u4f53\u304c\u3001\u898b\u8fbc\u307f\u306e\u6750\u6599\u306b\u306a\u308a\u307e\u3059\u3002\n\n**\u7dca\u6025\u5165\u9662\u306e\u6570\u306b\u306f\u3001statsmodels \u306e GLM \u3092\u4f7f\u3044\u307e\u3059\u3002** \u4e00\u822c\u5316\u7dda\u5f62\u30e2\u30c7\u30eb\u3067\u3001`family` \u306b\u30dd\u30a2\u30bd\u30f3\u5206\u5e03\u3092\u9078\u3079\u307e\u3059\u3002**\u5207\u7247\u306f\u65e2\u5b9a\u3067\u306f\u5165\u3089\u305a\u3001\u81ea\u5206\u3067\u8db3\u3059\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002** `exposure` \u3092\u6e21\u3059\u3068\u3001\u305d\u306e\u5bfe\u6570\u304c\u7dda\u5f62\u306e\u4e88\u6e2c\u306b\u4fc2\u65701\u3067\u52a0\u308f\u308a\u3001**\u5bfe\u6570\u306e\u7d50\u3073\u4ed8\u3051\u306e\u3068\u304d\u3060\u3051\u4f7f\u3048\u307e\u3059\u3002** \u75c5\u68df\u3054\u3068\u306e\u75c5\u5e8a\u306e\u6570\u3092 `exposure` \u306b\u5165\u308c\u3001\u75c5\u5e8a\u306e\u6570\u304c\u9055\u3046\u75c5\u68df\u3092\u540c\u3058\u30e2\u30c7\u30eb\u3067\u6271\u3044\u307e\u3059\u3002\n\n**\u62bd\u9078\u306b\u306f\u3001NumPy \u306e `Generator.binomial` \u3068 `Generator.poisson` \u3092\u4f7f\u3044\u307e\u3059\u3002** `binomial` \u306f\u78ba\u304b\u3089\u3057\u3055 `p` \u3092\u914d\u5217\u3067\u6e21\u305b\u3001\u60a3\u8005\u3054\u3068\u306e\u78ba\u304b\u3089\u3057\u3055\u3092\u307e\u3068\u3081\u3066\u62bd\u9078\u3067\u304d\u307e\u3059\u3002","implementation_steps":"### \u30c8\u30ea\u30ac\u30fc\n\n**\u6bce\u671d6\u6642\u306b\u52d5\u304b\u3057\u307e\u3059\u3002** \u591c\u9593\u306e\u7dca\u6025\u5165\u9662\u3068\u65e9\u671d\u306e\u6b7b\u4ea1\u9000\u9662\u304c\u96fb\u5b50\u30ab\u30eb\u30c6\u306b\u5165\u308a\u7d42\u308f\u308b\u6642\u9593\u3067\u3001**8\u6642\u534a\u306e\u75c5\u5e8a\u8abf\u6574\u306e\u4f1a\u8b70\u307e\u3067\u306b\u3001\u75c5\u5e8a\u7ba1\u7406\u306e\u62c5\u5f53\u304c\u5370\u306e\u4ed8\u3044\u305f\u75c5\u68df\u306b\u96fb\u8a71\u3059\u308b\u6642\u9593\u3092\u6b8b\u305b\u307e\u3059\u3002** 7\u6642\u534a\u3067\u306f\u3001\u7533\u3057\u9001\u308a\u306e\u6642\u9593\u3068\u91cd\u306a\u3063\u3066\u96fb\u8a71\u304c\u3064\u306a\u304c\u308a\u307e\u305b\u3093\u3002\n\n**\u591c\u9593\u306b\u96fb\u5b50\u30ab\u30eb\u30c6\u306e\u66f8\u304d\u51fa\u3057\u304c\u5931\u6557\u3057\u3066\u3044\u305f\u3089\u3001\u524d\u65e5\u306e\u898b\u8fbc\u307f\u3092\u4f7f\u308f\u305a\u3001\u8cc7\u6599\u306e\u5192\u982d\u306b\u300c\u672c\u65e5\u306f\u898b\u8fbc\u307f\u306a\u3057\u300d\u3068\u51fa\u3057\u307e\u3059\u3002** \u524d\u65e5\u306e\u898b\u8fbc\u307f\u306f\u3001\u591c\u9593\u306e\u5165\u9000\u9662\u304c\u5165\u3063\u3066\u3044\u306a\u3044\u306e\u3067\u3001\u75c5\u5e8a\u7ba1\u7406\u306e\u62c5\u5f53\u3092\u8aa4\u3089\u305b\u307e\u3059\u3002\n\n\u65e5\u4e2d\u306e\u51fa\u3057\u76f4\u3057\u306f\u3057\u307e\u305b\u3093\u3002**\u305f\u3060\u3057\u3001\u5927\u304d\u306a\u4e8b\u6545\u306a\u3069\u3067\u7dca\u6025\u5165\u9662\u304c\u307e\u3068\u307e\u3063\u3066\u6765\u305f\u65e5\u306f\u3001\u75c5\u5e8a\u7ba1\u7406\u306e\u62c5\u5f53\u304c\u624b\u3067\u52d5\u304b\u305b\u308b\u3088\u3046\u306b\u3057\u3066\u304a\u304d\u307e\u3059\u3002** \u305d\u306e\u5834\u5408\u3082\u3001\u51fa\u3057\u76f4\u3057\u305f\u6642\u523b\u3092\u8cc7\u6599\u306b\u66f8\u304d\u307e\u3059\u3002\n\n**\u30e2\u30c7\u30eb\u306e\u5b66\u3070\u305b\u76f4\u3057\u306f\u3001\u6bce\u6708\u306e\u521d\u3081\u306b1\u56de\u884c\u3044\u307e\u3059\u3002** \u6bce\u671d\u52d5\u304b\u3059\u306e\u306f\u3001\u5b66\u3070\u305b\u6e08\u307f\u306e\u30e2\u30c7\u30eb\u3067\u5728\u9662\u306e\u60a3\u8005\u306e\u78ba\u304b\u3089\u3057\u3055\u3092\u51fa\u3059\u90e8\u5206\u3060\u3051\u3067\u3059\u3002**\u5b66\u3070\u305b\u76f4\u3057\u305f\u6708\u306f\u3001\u524d\u306e\u7248\u3068\u65b0\u3057\u3044\u7248\u306e\u898b\u8fbc\u307f\u30921\u9031\u9593\u4e26\u3079\u3001** \u5916\u308c\u65b9\u304c\u60aa\u304f\u306a\u3063\u3066\u3044\u306a\u3044\u304b\u3092\u78ba\u304b\u3081\u3066\u304b\u3089\u5207\u308a\u66ff\u3048\u307e\u3059\u3002\u8a3a\u7642\u79d1\u306e\u65b0\u8a2d\u3084\u75c5\u68df\u306e\u518d\u7de8\u304c\u3042\u3063\u305f\u6708\u306f\u3001\u5207\u308a\u66ff\u3048\u30921\u304b\u6708\u9045\u3089\u305b\u307e\u3059\u3002\n\n### \u5165\u529b\u30c7\u30fc\u30bf\n\n| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u5728\u9662\u306e\u60a3\u8005 | \u60a3\u8005\u306e\u756a\u53f7\uff08\u4eee\u306e\u756a\u53f7\u306b\u7f6e\u304d\u63db\u3048\u308b\uff09\u3001\u75c5\u68df\u3001\u8a3a\u7642\u79d1\u3001\u5165\u9662\u65e5\u3001\u5165\u9662\u306e\u7d4c\u8def\uff08\u4e88\u5b9a\u30fb\u7dca\u6025\u30fb\u7d39\u4ecb\uff09\u3001\u624b\u8853\u65e5\u3001\u9000\u9662\u4e88\u5b9a\u65e5\u306e\u5165\u529b\u306e\u6709\u7121\u3068\u65e5\u4ed8\u3001\u8ee2\u9662\u306e\u8abf\u6574\u4e2d\u306e\u5370\u3001\u5e74\u9f62\u306e\u5e2f | \u96fb\u5b50\u30ab\u30eb\u30c6 |\n| \u904e\u53bb\u306e\u5165\u9000\u9662 | \u904e\u53bb3\u5e74\u306e\u5165\u9662\u3054\u3068\u306e\u5165\u9662\u65e5\u30fb\u9000\u9662\u65e5\u30fb\u8ee2\u68df\u65e5\u3001\u9000\u9662\u306e\u533a\u5206\uff08\u81ea\u5b85\u30fb\u8ee2\u9662\u30fb\u6b7b\u4ea1\u306a\u3069\uff09\u3001\u4e0a\u3068\u540c\u3058\u9805\u76ee | \u96fb\u5b50\u30ab\u30eb\u30c6 |\n| \u4e88\u5b9a\u5165\u9662 | \u5165\u9662\u4e88\u5b9a\u65e5\u3001\u75c5\u68df\u3001\u8a3a\u7642\u79d1\u3001\u4e88\u7d04\u306e\u72b6\u614b\uff08\u78ba\u5b9a\u30fb\u4eee\uff09 | \u5165\u9662\u4e88\u7d04\u306e\u53f0\u5e33 |\n| \u75c5\u68df\u306e\u60c5\u5831 | \u75c5\u68df\u3054\u3068\u306e\u75c5\u5e8a\u306e\u6570\u3001\u9589\u9396\u4e2d\u306e\u5e8a\u3001\u7537\u5973\u306e\u75c5\u5ba4\u306e\u6570 | \u75c5\u5e8a\u7ba1\u7406\u306e\u8868 |\n| \u66a6 | \u66dc\u65e5\u3001\u795d\u65e5\u3001\u5e74\u672b\u5e74\u59cb\u3001\u9023\u4f11\u306e\u524d\u5f8c | \u9662\u5185\u306e\u66a6 |\n\n**\u8cea\u3092\u6c7a\u3081\u308b\u306e\u306f\u3001\u9000\u9662\u4e88\u5b9a\u65e5\u306e\u5165\u529b\u3067\u3059\u3002** \u5165\u529b\u3055\u308c\u3066\u3044\u308b\u60a3\u8005\u306e\u9000\u9662\u306f\u3001\u78ba\u304b\u3089\u3057\u3055\u304c\u9ad8\u304f\u51fa\u307e\u3059\u3002**\u5165\u529b\u3055\u308c\u3066\u3044\u308b\u5272\u5408\u304c\u75c5\u68df\u3054\u3068\u306b\u9055\u3046\u3068\u3001\u898b\u8fbc\u307f\u306e\u5f53\u305f\u308a\u65b9\u3082\u75c5\u68df\u3054\u3068\u306b\u9055\u3044\u307e\u3059\u3002** \u904b\u7528\u3092\u59cb\u3081\u308b\u3068\u3001\u770b\u8b77\u5e2b\u9577\u304b\u3089\u300c\u5165\u529b\u3092\u5897\u3084\u3057\u305f\u3044\u300d\u3068\u3044\u3046\u58f0\u304c\u51fa\u308b\u3053\u3068\u304c\u591a\u304f\u3001\u305d\u308c\u81ea\u4f53\u304c\u3053\u306e\u69cb\u6210\u306e\u52b9\u304d\u76ee\u306e1\u3064\u3067\u3059\u3002\n\n**\u75c5\u540d\u3084\u691c\u67fb\u5024\u306f\u5165\u308c\u307e\u305b\u3093\u3002** \u898b\u8fbc\u307f\u306b\u52b9\u304d\u305d\u3046\u306b\u898b\u3048\u307e\u3059\u304c\u3001**\u5165\u308c\u308b\u9805\u76ee\u3092\u5897\u3084\u3059\u307b\u3069\u3001\u5916\u306b\u51fa\u305b\u306a\u3044\u60c5\u5831\u3092\u6271\u3046\u7bc4\u56f2\u304c\u5e83\u304c\u308a\u307e\u3059\u3002** \u5165\u9662\u304b\u3089\u306e\u65e5\u6570\u3001\u8853\u5f8c\u306e\u65e5\u6570\u3001\u8a3a\u7642\u79d1\u3001\u5165\u9662\u306e\u7d4c\u8def\u3060\u3051\u3067\u8db3\u308a\u308b\u304b\u3092\u3001\u5148\u306b\u78ba\u304b\u3081\u307e\u3059\u3002\n\n### \u30c7\u30fc\u30bf\u306e\u53d6\u5f97\u65b9\u6cd5\n\n\u96fb\u5b50\u30ab\u30eb\u30c6\u304b\u3089\u3001**\u6c7a\u307e\u3063\u305f\u5217\u306e\u4e26\u3073\u3067\u8868\u306e\u5f62\u306b\u66f8\u304d\u51fa\u3059\u8a2d\u5b9a**\u3092\u4f5c\u308a\u3001\u9662\u5185\u306e\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u6c7a\u307e\u3063\u305f\u30d5\u30a9\u30eb\u30c0\u306b\u6bce\u671d5\u6642\u534a\u306b\u7f6e\u304d\u307e\u3059\u3002\u591a\u304f\u306e\u96fb\u5b50\u30ab\u30eb\u30c6\u306b\u306f\u3001\u5e33\u7968\u3084\u4e8c\u6b21\u5229\u7528\u306e\u305f\u3081\u306e\u66f8\u304d\u51fa\u3057\u306e\u6a5f\u80fd\u304c\u3042\u308a\u307e\u3059\u3002**\u5b9a\u6642\u306e\u66f8\u304d\u51fa\u3057\u304c\u4f5c\u308c\u308b\u304b\u306f\u3001\u96fb\u5b50\u30ab\u30eb\u30c6\u306e\u63d0\u4f9b\u5143\u306b\u78ba\u304b\u3081\u307e\u3059\u3002** \u4f5c\u308c\u306a\u3044\u3046\u3061\u306f\u3001\u591c\u52e4\u306e\u62c5\u5f53\u304c\u66f8\u304d\u51fa\u3059\u904b\u7528\u3067\u59cb\u3081\u308b\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002\n\n| \u53d6\u308b\u3082\u306e | \u3069\u3053\u304b\u3089 | \u4f55\u306b\u4f7f\u3046\u304b |\n|:--|:--|:--|\n| \u5728\u9662\u306e\u60a3\u8005\u306e\u4e00\u89a7 | \u96fb\u5b50\u30ab\u30eb\u30c6\u306e\u66f8\u304d\u51fa\u3057 | \u898b\u8fbc\u3080\u5bfe\u8c61 |\n| \u904e\u53bb\u306e\u5165\u9000\u9662 | \u96fb\u5b50\u30ab\u30eb\u30c6\u306e\u66f8\u304d\u51fa\u3057\uff08\u6708\u306b1\u56de\uff09 | \u5b66\u3070\u305b\u308b\u8a18\u9332 |\n| \u4e88\u5b9a\u5165\u9662 | \u5165\u9662\u4e88\u7d04\u306e\u53f0\u5e33 | \u78ba\u5b9a\u3057\u305f\u5165\u9662\u306e\u6570 |\n| \u75c5\u5e8a\u306e\u6570\u30fb\u9589\u9396\u4e2d\u306e\u5e8a | \u75c5\u5e8a\u7ba1\u7406\u306e\u8868 | \u7a7a\u5e8a\u306e\u4e0a\u9650 |\n\n**\u60a3\u8005\u306e\u756a\u53f7\u306f\u3001\u66f8\u304d\u51fa\u3059\u3068\u304d\u306b\u4eee\u306e\u756a\u53f7\u306b\u7f6e\u304d\u63db\u3048\u307e\u3059\u3002** \u7f6e\u304d\u63db\u3048\u306e\u5bfe\u5fdc\u8868\u306f\u96fb\u5b50\u30ab\u30eb\u30c6\u306e\u5074\u306b\u6b8b\u3057\u3001\u3053\u306e\u69cb\u6210\u306e\u5074\u306b\u306f\u6301\u3061\u307e\u305b\u3093\u3002**\u770b\u8b77\u5e2b\u9577\u306b\u78ba\u304b\u3081\u308b\u3068\u304d\u306f\u3001\u75c5\u68df\u3068\u4eee\u306e\u756a\u53f7\u304b\u3089\u96fb\u5b50\u30ab\u30eb\u30c6\u3067\u672c\u4eba\u3092\u5f15\u304d\u307e\u3059\u3002**\n\n### \u524d\u51e6\u7406\n\n1. **\u5165\u9662\u3054\u3068\u306e\u8a18\u9332\u3092\u65e5\u3054\u3068\u306b\u5e83\u3052\u308b** \u2026 \u904e\u53bb\u306e\u5165\u9662\u3092\u300c\u5165\u9662\u304b\u3089\u306e\u65e5\u6570\u3054\u3068\u306e\u884c\u300d\u306b\u5e83\u3052\u3001\u305d\u306e\u65e5\u306e\u3046\u3061\u306b\u9000\u9662\u30fb\u8ee2\u68df\u3057\u305f\u304b\u306e\u5217\uff08\u3057\u305f 1\u3001\u3057\u306a\u3044 0\uff09\u3092\u4f5c\u308a\u307e\u3059\n2. **\u8ee2\u68df\u306e\u6271\u3044\u3092\u6c7a\u3081\u308b** \u2026 \u75c5\u68df\u306e\u7a7a\u5e8a\u3092\u898b\u8fbc\u3080\u306e\u3067\u3001**\u8ee2\u68df\u3082\u305d\u306e\u75c5\u68df\u304b\u3089\u306e\u300c\u9000\u51fa\u300d\u3068\u3057\u3066\u6570\u3048\u307e\u3059\u3002** \u8ee2\u68df\u5148\u306e\u75c5\u68df\u306b\u306f\u3001\u8ee2\u68df\u3092\u300c\u5165\u9662\u300d\u3068\u3057\u3066\u6570\u3048\u307e\u3059\n3. **\u6b7b\u4ea1\u9000\u9662\u306e\u6271\u3044\u3092\u6c7a\u3081\u308b** \u2026 \u7a7a\u5e8a\u306e\u6570\u3068\u3057\u3066\u306f\u9000\u9662\u3068\u540c\u3058\u306b\u6570\u3048\u307e\u3059\u304c\u3001**\u898b\u8fbc\u307f\u306e\u8cc7\u6599\u306b\u306f\u533a\u5206\u3092\u51fa\u3057\u307e\u305b\u3093**\n4. **\u8853\u5f8c\u306e\u65e5\u6570\u3092\u4f5c\u308b** \u2026 \u624b\u8853\u306e\u7121\u3044\u60a3\u8005\u306f\u5024\u306a\u3057\uff08NaN\uff09\u306e\u307e\u307e\u6e21\u3057\u307e\u3059\n5. **\u9000\u9662\u4e88\u5b9a\u65e5\u307e\u3067\u306e\u65e5\u6570\u3092\u4f5c\u308b** \u2026 \u5165\u529b\u306e\u7121\u3044\u60a3\u8005\u306f\u5024\u306a\u3057\u306e\u307e\u307e\u6e21\u3057\u307e\u3059\n6. **\u9589\u9396\u4e2d\u306e\u5e8a\u3092\u5f15\u304f** \u2026 \u4fee\u7406\u3084\u611f\u67d3\u5bfe\u7b56\u3067\u9589\u3058\u3066\u3044\u308b\u5e8a\u306f\u3001\u75c5\u5e8a\u306e\u6570\u304b\u3089\u5f15\u304d\u307e\u3059\n7. **\u9577\u304f\u5165\u9662\u3057\u3066\u3044\u308b\u60a3\u8005\u3092\u5206\u3051\u308b** \u2026 \u5165\u9662\u304b\u308960\u65e5\u3092\u8d85\u3048\u308b\u60a3\u8005\u306f\u3001\u5b66\u3070\u305b\u308b\u8a18\u9332\u306e\u6570\u304c\u5c11\u306a\u3044\u306e\u3067 `long_stay` \u306e\u5370\u3092\u4ed8\u3051\u307e\u3059\n\n**2\u756a\u76ee\u3092\u8efd\u304f\u898b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u96c6\u4e2d\u6cbb\u7642\u5ba4\u304b\u3089\u4e00\u822c\u75c5\u68df\u3078\u306e\u8ee2\u68df\u306f\u3001\u4e00\u822c\u75c5\u68df\u306e\u5074\u304b\u3089\u898b\u308b\u3068\u7dca\u6025\u5165\u9662\u3068\u540c\u3058\u3088\u3046\u306b\u5e8a\u3092\u57cb\u3081\u307e\u3059\u3002**\u8ee2\u68df\u3092\u6570\u3048\u306a\u3044\u3068\u3001\u96c6\u4e2d\u6cbb\u7642\u5ba4\u3092\u6301\u3064\u75c5\u9662\u307b\u3069\u3001\u4e00\u822c\u75c5\u68df\u306e\u7a7a\u5e8a\u3092\u591a\u3081\u306b\u898b\u8fbc\u307f\u307e\u3059\u3002**\n\n### AI\u306b\u4f55\u3092\u3055\u305b\u308b\u306e\u304b\n\n**\u3055\u305b\u308b\u306e\u306f\u3001\u5728\u9662\u306e\u60a3\u8005\u3054\u3068\u306b\u300c\u5404\u65e5\u306e\u7d42\u308f\u308a\u307e\u3067\u306b\u9000\u9662\u30fb\u8ee2\u68df\u3057\u3066\u3044\u308b\u78ba\u304b\u3089\u3057\u3055\u300d\u3092\u51fa\u3059\u3053\u3068\u3068\u3001\u75c5\u68df\u3054\u3068\u30fb\u65e5\u3054\u3068\u306e\u7dca\u6025\u5165\u9662\u306e\u6570\u306e\u5e73\u5747\u3092\u51fa\u3059\u3053\u3068\u3067\u3059\u3002** \u4e88\u5b9a\u5165\u9662\u306e\u6570\u3048\u4e0a\u3052\u3001\u62bd\u9078\u3001\u7a7a\u5e8a\u3078\u306e\u63db\u7b97\u3001\u5370\u4ed8\u3051\u306f\u3001\u6c7a\u307e\u3063\u305f\u8a08\u7b97\u3067\u884c\u3044\u307e\u3059\u3002\n\n| \u898b\u8fbc\u3080\u3082\u306e | \u4f7f\u3046\u3082\u306e | \u5224\u65ad\u3067\u304d\u306a\u3044\u3068\u304d\u306e\u6271\u3044 |\n|:--|:--|:--|\n| \u60a3\u8005\u3054\u3068\u306e\u305d\u306e\u65e5\u306e\u9000\u9662\u30fb\u8ee2\u68df\u306e\u78ba\u304b\u3089\u3057\u3055 | \u5165\u9662\u304b\u3089\u306e\u65e5\u6570\u3001\u8853\u5f8c\u306e\u65e5\u6570\u3001\u9000\u9662\u4e88\u5b9a\u65e5\u307e\u3067\u306e\u65e5\u6570\u3001\u8a3a\u7642\u79d1\u3001\u5165\u9662\u306e\u7d4c\u8def\u3001\u66dc\u65e5\u3001\u8ee2\u9662\u306e\u8abf\u6574\u4e2d\u306e\u5370\u3001\u5e74\u9f62\u306e\u5e2f | \u5165\u9662\u304b\u308960\u65e5\u8d85\u306f `long_stay` |\n| \u75c5\u68df\u3054\u3068\u306e\u7dca\u6025\u5165\u9662\u306e\u6570\u306e\u5e73\u5747 | \u66dc\u65e5\u3001\u795d\u65e5\u3001\u9023\u4f11\u660e\u3051\u3001\u6708\u3001\u75c5\u5e8a\u306e\u6570\uff08`exposure`\uff09 | \u65b0\u3057\u304f\u958b\u3044\u305f\u75c5\u68df\u306f `new_ward` |\n| \u75c5\u68df\u3054\u3068\u30fb\u65e5\u3054\u3068\u306e\u7a7a\u5e8a\uff08\u771f\u3093\u4e2d\u3068\u5c11\u306a\u3081\uff09 | \u4e0a\u306e2\u3064\u3068\u4e88\u5b9a\u5165\u9662\u306e\u6570\u306e\u62bd\u9078 | \u5c11\u306a\u3081\u306e\u5074\u304c0\u672a\u6e80\u306a\u3089 `tight` |\n\n**4\u65e5\u5148\u306e\u78ba\u304b\u3089\u3057\u3055\u306f\u30011\u65e5\u305a\u3064\u7a4d\u307f\u91cd\u306d\u3066\u51fa\u3057\u307e\u3059\u3002** \u660e\u65e5\u306e\u9000\u9662\u306e\u78ba\u304b\u3089\u3057\u3055\u3092\u51fa\u3057\u3001\u660e\u65e5\u307e\u3067\u6b8b\u3063\u3066\u3044\u305f\u3068\u3057\u305f\u5834\u5408\u306e\u3042\u3055\u3063\u3066\u306e\u78ba\u304b\u3089\u3057\u3055\u3092\u51fa\u3057\u3001\u3068\u7d9a\u3051\u307e\u3059\u3002**\u5165\u9662\u304b\u3089\u306e\u65e5\u6570\u3068\u8853\u5f8c\u306e\u65e5\u6570\u306f\u30011\u65e5\u305a\u3064\u9032\u3081\u3066\u6e21\u3057\u307e\u3059\u3002** 4\u65e5\u5206\u306e\u78ba\u304b\u3089\u3057\u3055\u3092\u4e00\u5ea6\u306b\u51fa\u3059\u3088\u308a\u3001\u9805\u76ee\u306e\u610f\u5473\u304c\u305a\u308c\u307e\u305b\u3093\u3002\n\n**\u7a7a\u5e8a\u306e\u6570\u306f\u30011\u4e07\u56de\u306e\u62bd\u9078\u3067\u51fa\u3057\u307e\u3059\u3002** \u60a3\u8005\u3054\u3068\u306e\u78ba\u304b\u3089\u3057\u3055\u306b\u5f93\u3063\u3066\u300c\u9000\u9662\u3059\u308b\u30fb\u3057\u306a\u3044\u300d\u3092\u62bd\u9078\u3057\u3001\u7dca\u6025\u5165\u9662\u306e\u6570\u3092\u30dd\u30a2\u30bd\u30f3\u5206\u5e03\u3067\u62bd\u9078\u3057\u3001\u4e88\u5b9a\u5165\u9662\u3092\u8db3\u3057\u5f15\u304d\u3057\u3066\u3001**\u75c5\u5e8a\u306e\u6570\u304b\u3089\u5728\u9662\u306e\u6570\u3092\u5f15\u3044\u305f\u6b8b\u308a\u3092\u6570\u3048\u308b\u3053\u3068\u30921\u4e07\u56de\u7e70\u308a\u8fd4\u3057\u307e\u3059\u3002** \u305d\u306e\u771f\u3093\u4e2d\u30681\u5272\u306e\u4f4d\u7f6e\u304c\u3001\u7a7a\u5e8a\u306e\u771f\u3093\u4e2d\u3068\u5c11\u306a\u3081\u306e\u6570\u3067\u3059\u3002\n\n**\u75c5\u68df\u306e\u7a7a\u5e8a\u3092\u76f4\u63a5\u898b\u8fbc\u3080\u30e2\u30c7\u30eb\u306b\u3057\u306a\u3044\u306e\u306f\u3001\u610f\u56f3\u3057\u3066\u306e\u3053\u3068\u3067\u3059\u3002** \u75c5\u68df\u3054\u3068\u306e\u65e5\u3005\u306e\u7a7a\u5e8a\u3060\u3051\u3092\u5b66\u3070\u305b\u308b\u3068\u3001**\u8ab0\u304c\u5165\u9662\u3057\u3066\u3044\u308b\u304b\u3068\u3044\u3046\u9854\u3076\u308c\u306e\u9055\u3044\u3092\u6620\u305b\u307e\u305b\u3093\u3002** \u8853\u5f8c\u306e\u60a3\u8005\u304c\u591a\u3044\u9031\u3068\u3001\u8ee2\u9662\u3092\u5f85\u3064\u60a3\u8005\u304c\u591a\u3044\u9031\u306e\u9055\u3044\u306f\u3001\u75c5\u68df\u306e\u5e73\u5747\u304b\u3089\u306f\u51fa\u3066\u304d\u307e\u305b\u3093\u3002\n\n| \u3055\u305b\u306a\u3044\u3053\u3068 | \u7406\u7531 |\n|:--|:--|\n| \u500b\u3005\u306e\u60a3\u8005\u306e\u9000\u9662\u306e\u5224\u65ad | \u4e3b\u6cbb\u533b\u3068\u60a3\u8005\u30fb\u5bb6\u65cf\u304c\u6c7a\u3081\u308b |\n| \u9000\u9662\u3092\u4fc3\u3059\u60a3\u8005\u306e\u4e00\u89a7\u3065\u304f\u308a | \u898b\u8fbc\u307f\u304c\u9000\u9662\u3092\u6025\u304c\u305b\u308b\u5727\u529b\u306b\u306a\u308b |\n| \u5165\u9662\u3092\u53d7\u3051\u308b\u304b\u3069\u3046\u304b\u306e\u5224\u65ad | \u75c5\u5e8a\u7ba1\u7406\u306e\u62c5\u5f53\u3068\u5f53\u76f4\u306e\u533b\u5e2b\u304c\u3001\u305d\u306e\u6642\u70b9\u306e\u72b6\u6cc1\u3067\u6c7a\u3081\u308b |\n| \u75c5\u5ba4\u30fb\u75c5\u5e8a\u306e\u5272\u308a\u5f53\u3066 | \u7537\u5973\u30fb\u611f\u67d3\u5bfe\u7b56\u30fb\u770b\u8b77\u306e\u5fc5\u8981\u5ea6\u3067\u770b\u8b77\u5e2b\u9577\u304c\u6c7a\u3081\u308b |\n| \u75c5\u540d\u3084\u691c\u67fb\u5024\u304b\u3089\u306e\u63a8\u6e2c | \u5165\u529b\u306b\u5165\u308c\u306a\u3044\u3002\u8a18\u9332\u306b\u3042\u308b\u65e5\u4ed8\u3068\u533a\u5206\u3060\u3051\u3092\u4f7f\u3046 |\n\n**2\u884c\u76ee\u304c\u3044\u3061\u3070\u3093\u8d77\u304d\u3084\u3059\u3044\u5931\u6557\u3067\u3059\u3002** \u60a3\u8005\u3054\u3068\u306e\u78ba\u304b\u3089\u3057\u3055\u304c\u51fa\u3066\u3044\u308b\u3068\u3001\u300c\u78ba\u304b\u3089\u3057\u3055\u306e\u9ad8\u3044\u9806\u306b\u9000\u9662\u306e\u8abf\u6574\u3092\u6025\u3050\u300d\u4f7f\u3044\u65b9\u3092\u601d\u3044\u3064\u304d\u307e\u3059\u3002**\u305d\u308c\u306f\u898b\u8fbc\u307f\u306e\u4f7f\u3044\u65b9\u3067\u306f\u306a\u304f\u3001\u9000\u9662\u306e\u5224\u65ad\u3078\u306e\u4ecb\u5165\u3067\u3059\u3002** \u8cc7\u6599\u306b\u306f\u75c5\u68df\u3054\u3068\u306e\u5408\u8a08\u3060\u3051\u3092\u51fa\u3057\u3001\u60a3\u8005\u3054\u3068\u306e\u78ba\u304b\u3089\u3057\u3055\u306f\u51fa\u3057\u307e\u305b\u3093\u3002\n\n### \u30d7\u30ed\u30f3\u30d7\u30c8\u307e\u305f\u306f\u6307\u793a\u5185\u5bb9\u306e\u4f8b\n\n\u3053\u306e\u69cb\u6210\u306f\u751f\u6210AI\u3092\u4f7f\u308f\u306a\u3044\u306e\u3067\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u4ee3\u308f\u308a\u306b\u3001**\u30e2\u30c7\u30eb\u306e\u8a2d\u5b9a\u3068\u8a08\u7b97\u306e\u898f\u5247**\u3092\u66f8\u3044\u3066\u304a\u304d\u307e\u3059\u3002\n\n```\n\u3010\u9000\u9662\u30fb\u8ee2\u68df\u306e\u78ba\u304b\u3089\u3057\u3055\u3011\n- HistGradientBoostingClassifier\uff08loss=\"log_loss\"\uff09\n- 1\u884c = 1\u5165\u9662 \u00d7 \u5165\u9662\u304b\u3089\u306e\u65e5\u6570\n- \u76ee\u7684\u306e\u5024 = \u305d\u306e\u65e5\u306e\u3046\u3061\u306b\u9000\u9662\u30fb\u8ee2\u68df\u3057\u305f\u3089 1\u3001\u3057\u306a\u3051\u308c\u3070 0\n- categorical_features = [\"ward\", \"dept\", \"route\", \"weekday\", \"age_band\"]\n- \u5024\u306a\u3057\u306e\u307e\u307e\u6e21\u3059\u9805\u76ee = \u8853\u5f8c\u306e\u65e5\u6570\u3001\u9000\u9662\u4e88\u5b9a\u65e5\u307e\u3067\u306e\u65e5\u6570\n- \u5b66\u3070\u305b\u65b9\u3068\u78ba\u304b\u3081\u65b9\u306f TimeSeriesSplit\uff08\u5165\u9662\u65e5\u306e\u9806\u306b\u4e26\u3079\u3001gap = 7\u65e5\u5206\uff09\n\n\u3010\u7dca\u6025\u5165\u9662\u306e\u6570\u3011\n- statsmodels \u306e GLM(family=Poisson)\n- 1\u884c = 1\u75c5\u68df \u00d7 1\u65e5\u3001\u76ee\u7684\u306e\u5024 = \u7dca\u6025\u5165\u9662\u3068\u8ee2\u68df\u306b\u3088\u308b\u5165\u308a\u306e\u6570\n- \u9805\u76ee = \u66dc\u65e5\u3001\u795d\u65e5\u3001\u9023\u4f11\u660e\u3051\u3001\u6708\u3001\u5207\u7247\uff08\u81ea\u5206\u3067\u8db3\u3059\uff09\n- exposure = \u305d\u306e\u65e5\u306e\u75c5\u5e8a\u306e\u6570\uff08\u9589\u9396\u4e2d\u306e\u5e8a\u3092\u5f15\u3044\u305f\u3082\u306e\uff09\n\n\u3010\u62bd\u9078\u3011\n- 1\u4e07\u56de\u3001\u4e71\u6570\u306e\u7a2e\u306f\u65e5\u4ed8\u304b\u3089\u6c7a\u3081\u3066\u8a18\u9332\u3059\u308b\n- \u60a3\u8005\u3054\u3068 \u2026 \u65e5\u3054\u3068\u306e\u78ba\u304b\u3089\u3057\u3055\u3067 binomial(1, p) \u3092\u5f15\u304d\u3001\u9000\u9662\u3057\u305f\u65e5\u4ee5\u964d\u306f\u6570\u3048\u306a\u3044\n- \u7dca\u6025\u5165\u9662 \u2026 \u75c5\u68df\u3054\u3068\u306e\u5e73\u5747\u3067 poisson \u3092\u5f15\u304f\n- \u4e88\u5b9a\u5165\u9662 \u2026 \u78ba\u5b9a\u306e\u4e88\u7d04\u306f\u5168\u6570\u3001\u4eee\u306e\u4e88\u7d04\u306f\u6570\u3048\u306a\u3044\n- \u7a7a\u5e8a = \u75c5\u5e8a\u306e\u6570 \u2212 \u5728\u9662\u306e\u6570\uff08\u62bd\u9078\u5f8c\uff09\u2212 \u5165\u3063\u305f\u6570\n\n\u3010\u51fa\u3059\u6570\u3011\n- \u771f\u3093\u4e2d = 1\u4e07\u56de\u306e\u7a7a\u5e8a\u306e\u4e2d\u592e\u5024\n- \u5c11\u306a\u3081 = 1\u4e07\u56de\u306e\u7a7a\u5e8a\u306e 10\uff05\u306e\u4f4d\u7f6e\uff0810\u56de\u306e\u3046\u30619\u56de\u306f\u3053\u308c\u4ee5\u4e0a\u7a7a\u304f\uff09\n- \u7a7a\u5e8a\u304c\u8ca0\u306b\u306a\u308b\u56de\u306e\u5272\u5408 = \u5b9a\u54e1\u3092\u8d85\u3048\u308b\u5165\u308a\u304c\u898b\u8fbc\u307e\u308c\u308b\u5272\u5408\n\n\u3010\u5370\u3092\u4ed8\u3051\u308b\u6761\u4ef6\u3011\n- tight     \u2026 \u5c11\u306a\u3081\u306e\u7a7a\u5e8a\u304c 0 \u672a\u6e80\n- long_stay \u2026 \u5165\u9662\u304b\u308960\u65e5\u8d85\u306e\u60a3\u8005\u304c\u75c5\u68df\u306e2\u5272\u4ee5\u4e0a\n- new_ward  \u2026 \u958b\u3044\u3066\u304b\u3089\u534a\u5e74\u672a\u6e80\u306e\u75c5\u68df\n- shift     \u2026 \u524d\u65e5\u306e\u898b\u8fbc\u307f\u304b\u3089\u771f\u3093\u4e2d\u306e\u7a7a\u5e8a\u304c3\u5e8a\u4ee5\u4e0a\u52d5\u3044\u305f\n- no_plan   \u2026 \u9000\u9662\u4e88\u5b9a\u65e5\u306e\u5165\u529b\u304c\u75c5\u68df\u306e\u60a3\u8005\u306e3\u5272\u672a\u6e80\n- \u5370\u306e\u7121\u3044\u75c5\u68df\u306f\u3001\u770b\u8b77\u5e2b\u9577\u3078\u306e\u96fb\u8a71\u306a\u3057\u3067\u8cc7\u6599\u306b\u8f09\u305b\u308b\n```\n\n**\u5c11\u306a\u3081\u30921\u5272\u306e\u4f4d\u7f6e\u306b\u3059\u308b\u306e\u306f\u3001\u610f\u56f3\u3057\u3066\u306e\u3053\u3068\u3067\u3059\u3002** \u53d7\u5165\u308c\u3092\u7d04\u675f\u3057\u3066\u304b\u3089\u7a7a\u5e8a\u304c\u8db3\u308a\u306a\u304f\u306a\u308b\u3068\u3001**\u5c02\u9580\u5916\u306e\u75c5\u68df\u306b\u5165\u9662\u3057\u3066\u3082\u3089\u3046\u304b\u3001\u53d7\u5165\u308c\u3092\u53d6\u308a\u6d88\u3059\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002** \u5c11\u306a\u3081\u306e\u5074\u3067\u7d04\u675f\u3057\u3001\u7a7a\u3044\u305f\u3089\u8ffd\u52a0\u3067\u53d7\u3051\u308b\u307b\u3046\u304c\u3001\u60a3\u8005\u306b\u3082\u7d39\u4ecb\u5143\u306b\u3082\u8ca0\u62c5\u304c\u5c0f\u3055\u304f\u6e08\u307f\u307e\u3059\u3002\n\n**\u7a7a\u5e8a\u304c\u8ca0\u306b\u306a\u308b\u56de\u306e\u5272\u5408\u3092\u51fa\u3059\u306e\u306f\u3001\u75c5\u5ba4\u306e\u5b9a\u54e1\u3092\u8d85\u3048\u306a\u3044\u305f\u3081\u3067\u3059\u3002** \u533b\u7642\u6cd5\u65bd\u884c\u898f\u5247\u7b2c10\u6761\u306f\u3001\u75c5\u5ba4\u306b\u306f\u5b9a\u54e1\u3092\u8d85\u3048\u3066\u60a3\u8005\u3092\u5165\u9662\u3055\u305b\u306a\u3044\u3053\u3068\u3092\u6c42\u3081\u3066\u3044\u307e\u3059\uff08\u81e8\u6642\u5fdc\u6025\u306e\u305f\u3081\u5165\u9662\u3055\u305b\u308b\u3068\u304d\u3092\u9664\u304f\uff09\u3002**\u3053\u306e\u5272\u5408\u304c\u9ad8\u3044\u65e5\u306f\u3001\u524d\u3082\u3063\u3066\u8ee2\u68df\u3084\u8ee2\u9662\u306e\u8abf\u6574\u3092\u9032\u3081\u308b\u304b\u3092\u4f1a\u8b70\u3067\u6c7a\u3081\u307e\u3059\u3002**\n\n### \u51fa\u529b\u5f62\u5f0f\n\n**\u75c5\u68df\u30fb\u65e5\u3054\u3068\u306b\u3001\u6b21\u306e\u5f62\u306eJSON\u3092\u4f5c\u308a\u3001\u8868\u306b\u3057\u3066\u75c5\u5e8a\u8abf\u6574\u306e\u4f1a\u8b70\u306e\u8cc7\u6599\u306b\u8f09\u305b\u307e\u3059\u3002**\n\n```json\n{\n  \"ward\": \"\",\n  \"date\": \"\",\n  \"beds_available\": 0,\n  \"census_now\": 0,\n  \"expected_out\": { \"p50\": 0 },\n  \"expected_emergency_in\": { \"mean\": 0 },\n  \"scheduled_in\": 0,\n  \"empty_beds\": { \"p50\": 0, \"p10\": 0 },\n  \"over_capacity_ratio\": 0,\n  \"discharge_plan_coverage\": 0,\n  \"flags\": [\"tight | long_stay | new_ward | shift | no_plan\"],\n  \"model_version\": \"\",\n  \"manager_note\": { \"empty_beds\": null, \"reason\": \"\" }\n}\n```\n\n**1\u3064\u76ee\u306e\u7406\u7531\u306f\u3001\u7a7a\u5e8a\u3092\u300c\u51fa\u308b\u30fb\u5165\u308b\u30fb\u4e88\u5b9a\u300d\u306b\u5206\u3051\u3066\u898b\u305b\u3089\u308c\u308b\u3053\u3068\u3067\u3059\u3002** \u7a7a\u5e8a\u306e\u898b\u8fbc\u307f\u304c\u5c11\u306a\u3044\u3068\u304d\u3001\u9000\u9662\u304c\u5c11\u306a\u3044\u306e\u304b\u3001\u7dca\u6025\u5165\u9662\u304c\u591a\u3044\u306e\u304b\u3001\u4e88\u5b9a\u5165\u9662\u304c\u96c6\u307e\u3063\u3066\u3044\u308b\u306e\u304b\u3067\u3001**\u6253\u3064\u624b\u304c\u9055\u3044\u307e\u3059\u3002** \u4e88\u5b9a\u5165\u9662\u304c\u96c6\u307e\u3063\u3066\u3044\u308b\u306a\u3089\u3001\u5225\u306e\u75c5\u68df\u306b\u632f\u308a\u5206\u3051\u308b\u76f8\u8ac7\u304c\u3067\u304d\u307e\u3059\u3002\n\n**2\u3064\u76ee\u306f\u3001`discharge_plan_coverage` \u3092\u51fa\u305b\u308b\u3053\u3068\u3067\u3059\u3002** \u9000\u9662\u4e88\u5b9a\u65e5\u304c\u5165\u529b\u3055\u308c\u3066\u3044\u308b\u60a3\u8005\u306e\u5272\u5408\u3067\u3001**\u3053\u306e\u5272\u5408\u304c\u4f4e\u3044\u75c5\u68df\u306e\u898b\u8fbc\u307f\u306f\u5e45\u304c\u5e83\u304f\u306a\u308a\u307e\u3059\u3002** \u770b\u8b77\u5e2b\u9577\u306b\u5165\u529b\u3092\u983c\u3080\u6750\u6599\u306b\u306a\u308a\u307e\u3059\u3002\n\n**3\u3064\u76ee\u306f\u3001`manager_note` \u3067\u76f4\u3057\u305f\u8a18\u9332\u304c\u6b8b\u308b\u3053\u3068\u3067\u3059\u3002** \u770b\u8b77\u5e2b\u9577\u306b\u78ba\u304b\u3081\u3066\u7a7a\u5e8a\u306e\u6570\u3092\u76f4\u3057\u305f\u3089\u3001\u305d\u306e\u5024\u3068\u7406\u7531\u3092\u66f8\u304d\u307e\u3059\u3002**\u7fcc\u65e5\u306b\u3001\u3069\u3061\u3089\u304c\u5f53\u305f\u3063\u305f\u304b\u3092\u6bd4\u3079\u3089\u308c\u307e\u3059\u3002**\n\n### \u30b7\u30b9\u30c6\u30e0\u9023\u643a\n\n| \u3064\u306a\u304e\u5148 | \u65b9\u5f0f | \u5185\u5bb9 |\n|:--|:--|:--|\n| \u96fb\u5b50\u30ab\u30eb\u30c6 | \u5b9a\u6642\u306e\u66f8\u304d\u51fa\u3057\u306e\u30d5\u30a1\u30a4\u30eb\u306e\u8aad\u307f\u8fbc\u307f | \u5728\u9662\u306e\u60a3\u8005\u3001\u904e\u53bb\u306e\u5165\u9000\u9662 |\n| \u5165\u9662\u4e88\u7d04\u306e\u53f0\u5e33 | \u9662\u5185\u306e\u5171\u6709\u30d5\u30a9\u30eb\u30c0\u306e\u8868\u306e\u8aad\u307f\u8fbc\u307f | \u4e88\u5b9a\u5165\u9662 |\n| \u75c5\u5e8a\u7ba1\u7406\u306e\u8868 | \u9662\u5185\u306e\u5171\u6709\u30d5\u30a9\u30eb\u30c0\u306e\u8868\u306e\u8aad\u307f\u8fbc\u307f | \u75c5\u5e8a\u306e\u6570\u3001\u9589\u9396\u4e2d\u306e\u5e8a |\n| \u75c5\u5e8a\u8abf\u6574\u306e\u4f1a\u8b70\u306e\u8cc7\u6599 | \u9662\u5185\u306e\u5171\u6709\u30d5\u30a9\u30eb\u30c0\u3078\u306e\u66f8\u304d\u51fa\u3057 | \u75c5\u68df \u00d7 4\u65e5\u5206\u306e\u7a7a\u5e8a |\n\n**\u96fb\u5b50\u30ab\u30eb\u30c6\u3078\u306f\u66f8\u304d\u8fbc\u307f\u307e\u305b\u3093\u3002** \u51fa\u3059\u306e\u306f\u4f1a\u8b70\u306e\u8cc7\u6599\u307e\u3067\u3067\u3001**\u9000\u9662\u4e88\u5b9a\u65e5\u3092\u81ea\u52d5\u3067\u5165\u308c\u308b\u3001\u75c5\u5ba4\u3092\u81ea\u52d5\u3067\u5272\u308a\u5f53\u3066\u308b\u3001\u3068\u3044\u3063\u305f\u66f8\u304d\u8fbc\u307f\u306f\u3057\u307e\u305b\u3093\u3002** \u66f8\u304d\u8fbc\u307f\u3092\u8db3\u3059\u3068\u3001\u898b\u8fbc\u307f\u304c\u8a3a\u7642\u306e\u8a18\u9332\u306b\u6df7\u3056\u308a\u307e\u3059\u3002\n\n**\u3053\u306e\u69cb\u6210\u306f\u3001\u9662\u5185\u306e\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u4e2d\u3060\u3051\u3067\u52d5\u304b\u3057\u307e\u3059\u3002** \u5916\u90e8\u306e\u30b5\u30fc\u30d3\u30b9\u3068\u306f\u3064\u306a\u304e\u307e\u305b\u3093\u3002\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u66f4\u65b0\u3082\u3001\u9662\u5185\u306e\u624b\u9806\u3067\u53d6\u308a\u8fbc\u307f\u307e\u3059\u3002\n\n### \u4eba\u9593\u306e\u78ba\u8a8d\n\n**\u75c5\u5e8a\u7ba1\u7406\u306e\u62c5\u5f53\u304c\u96fb\u8a71\u3059\u308b\u306e\u306f\u3001\u5370\u306e\u4ed8\u3044\u305f\u75c5\u68df\u3060\u3051\u3067\u3059\u3002** \u5370\u306e\u7121\u3044\u75c5\u68df\u306f\u3001\u8cc7\u6599\u306e\u7a7a\u5e8a\u306e\u898b\u8fbc\u307f\u3092\u305d\u306e\u307e\u307e\u4f1a\u8b70\u306b\u51fa\u3057\u307e\u3059\u3002\u5168\u75c5\u68df\u306b\u96fb\u8a71\u3059\u308b\u904b\u7528\u3092\u6b8b\u3059\u3068\u3001\u7b2c10\u7ae0\u306e12.0\u6642\u9593\u306b\u306f\u53ce\u307e\u308a\u307e\u305b\u3093\u3002\n\n1. **`tight` \u3092\u5148\u306b\u898b\u308b** \u2026 \u5c11\u306a\u3081\u306e\u7a7a\u5e8a\u304c0\u3092\u4e0b\u56de\u308b\u75c5\u68df\u3067\u3059\u3002**\u770b\u8b77\u5e2b\u9577\u306b\u9000\u9662\u306e\u4e88\u5b9a\u3092\u78ba\u304b\u3081\u3001\u4e88\u5b9a\u5165\u9662\u306e\u632f\u308a\u5206\u3051\u3092\u8003\u3048\u307e\u3059**\n2. **`shift` \u3092\u898b\u308b** \u2026 \u524d\u65e5\u304b\u3089\u5927\u304d\u304f\u52d5\u3044\u305f\u75c5\u68df\u306f\u3001\u591c\u9593\u306b\u7dca\u6025\u5165\u9662\u304c\u7d9a\u3044\u305f\u304b\u3001\u8ee2\u9662\u304c\u6c7a\u307e\u3063\u305f\u304b\u3092\u78ba\u304b\u3081\u307e\u3059\n3. **`no_plan` \u3068 `long_stay` \u3092\u898b\u308b** \u2026 \u898b\u8fbc\u307f\u306e\u5e45\u304c\u5e83\u3044\u75c5\u68df\u306f\u3001\u770b\u8b77\u5e2b\u9577\u306e\u898b\u7acb\u3066\u3092\u512a\u5148\u3057\u307e\u3059\n4. **\u76f4\u3057\u305f\u3089\u7406\u7531\u3092\u66f8\u304f** \u2026 `manager_note` \u306b\u5024\u3068\u7406\u7531\u3092\u6b8b\u3057\u307e\u3059\n\n**1\u756a\u76ee\u3067\u3001\u898b\u8fbc\u307f\u3088\u308a\u770b\u8b77\u5e2b\u9577\u306e\u898b\u7acb\u3066\u3092\u512a\u5148\u3059\u308b\u5834\u9762\u304c\u3042\u3063\u3066\u69cb\u3044\u307e\u305b\u3093\u3002** \u898b\u8fbc\u307f\u306f\u904e\u53bb\u306e\u8a18\u9332\u304b\u3089\u51fa\u3057\u305f\u6570\u3067\u3001**\u4eca\u671d\u306e\u60a3\u8005\u306e\u69d8\u5b50\u306f\u77e5\u308a\u307e\u305b\u3093\u3002** \u76f4\u3057\u305f\u8a18\u9332\u3092\u6b8b\u305b\u3070\u3001\u3069\u3061\u3089\u304c\u5f53\u305f\u308a\u3084\u3059\u3044\u304b\u304c\u5206\u304b\u3063\u3066\u304d\u307e\u3059\u3002\n\n**\u4f1a\u8b70\u3067\u306f\u3001\u4eca\u65e5\u306e\u5206\u3088\u308a3\u65e5\u5148\u30fb4\u65e5\u5148\u306e\u884c\u3092\u5148\u306b\u898b\u307e\u3059\u3002** \u4eca\u65e5\u306e\u7a7a\u5e8a\u306f\u3001\u4f1a\u8b70\u306e\u5f8c\u306e\u9000\u9662\u3067\u3069\u3046\u305b\u52d5\u304d\u307e\u3059\u3002**\u6570\u65e5\u5148\u306b `tight` \u304c\u7d9a\u304f\u75c5\u68df\u304c\u3042\u308c\u3070\u3001\u305d\u306e\u65e5\u306e\u4e88\u5b9a\u5165\u9662\u3092\u5225\u306e\u75c5\u68df\u306b\u632f\u308a\u5206\u3051\u308b\u304b\u3001\u8ee2\u9662\u306e\u8abf\u6574\u3092\u65e9\u3081\u308b\u304b\u3092\u3001\u4f59\u88d5\u306e\u3042\u308b\u3046\u3061\u306b\u6c7a\u3081\u3089\u308c\u307e\u3059\u3002** \u7b2c3\u7ae0\u306e\uff08d\uff09\u3067\u8ab0\u3082\u6570\u3048\u3066\u3044\u306a\u304b\u3063\u305f\u90e8\u5206\u304c\u3001\u3053\u306e\u69cb\u6210\u3067\u3044\u3061\u3070\u3093\u4f7f\u308f\u308c\u308b\u90e8\u5206\u306b\u306a\u308a\u307e\u3059\u3002\n\n### \u4f8b\u5916\u51e6\u7406\n\n| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u96fb\u5b50\u30ab\u30eb\u30c6\u306e\u66f8\u304d\u51fa\u3057\u304c\u5c4a\u3044\u3066\u3044\u306a\u3044 | \u8cc7\u6599\u306b\u300c\u672c\u65e5\u306f\u898b\u8fbc\u307f\u306a\u3057\u300d\u3068\u51fa\u3057\u3001\u5f93\u6765\u306e\u96fb\u8a71\u306e\u805e\u304d\u53d6\u308a\u306b\u623b\u3059\u3002**\u524d\u65e5\u306e\u898b\u8fbc\u307f\u3092\u4f7f\u308f\u306a\u3044** |\n| \u75c5\u68df\u306e\u75c5\u5e8a\u306e\u6570\u304c\u5909\u308f\u3063\u305f | \u75c5\u5e8a\u7ba1\u7406\u306e\u8868\u3092\u76f4\u3057\u3066\u304b\u3089\u52d5\u304b\u3059\u3002**\u8868\u3068\u66f8\u304d\u51fa\u3057\u306e\u75c5\u5e8a\u306e\u6570\u304c\u5408\u308f\u306a\u3051\u308c\u3070\u6b62\u3081\u308b** |\n| \u611f\u67d3\u75c7\u306e\u6d41\u884c\u3067\u75c5\u68df\u3092\u9589\u3058\u305f | \u9589\u9396\u4e2d\u306e\u5e8a\u3068\u3057\u3066\u5f15\u304f\u3002**\u6d41\u884c\u306e\u671f\u9593\u306e\u8a18\u9332\u306f\u5b66\u3070\u305b\u308b\u8a18\u9332\u3067\u5370\u3092\u4ed8\u3051\u3001\u5225\u306b\u6271\u3046** |\n| \u5927\u304d\u306a\u4e8b\u6545\u306a\u3069\u3067\u7dca\u6025\u5165\u9662\u304c\u307e\u3068\u307e\u3063\u305f | \u898b\u8fbc\u307f\u306f\u4f7f\u308f\u305a\u3001\u707d\u5bb3\u6642\u306e\u624b\u9806\u306b\u5207\u308a\u66ff\u3048\u308b |\n| \u65b0\u3057\u3044\u8a3a\u7642\u79d1\u30fb\u75c5\u68df\u304c\u958b\u3044\u305f | \u534a\u5e74\u306f `new_ward`\u3002\u75c5\u5e8a\u7ba1\u7406\u306e\u62c5\u5f53\u306e\u898b\u7acb\u3066\u3092\u512a\u5148\u3059\u308b |\n| \u9000\u9662\u4e88\u5b9a\u65e5\u306e\u5165\u529b\u304c\u4e00\u6589\u306b\u5897\u3048\u305f\u30fb\u6e1b\u3063\u305f | \u5165\u529b\u306e\u904b\u7528\u306e\u5909\u66f4\u3068\u3057\u3066\u8a18\u9332\u3057\u3001\u5b66\u3070\u305b\u76f4\u3059 |\n| \u4eee\u306e\u756a\u53f7\u3068\u96fb\u5b50\u30ab\u30eb\u30c6\u306e\u756a\u53f7\u304c\u5408\u308f\u306a\u3044 | \u305d\u306e\u60a3\u8005\u3092\u898b\u8fbc\u307f\u304b\u3089\u5916\u3057\u3001\u75c5\u5e8a\u7ba1\u7406\u306e\u62c5\u5f53\u306b\u77e5\u3089\u305b\u308b |\n| \u4e88\u5b9a\u5165\u9662\u306e\u4e88\u7d04\u304c\u524d\u65e5\u306b\u53d6\u308a\u6d88\u3055\u308c\u305f | \u5165\u9662\u4e88\u7d04\u306e\u53f0\u5e33\u306e\u72b6\u614b\u3067\u6570\u3048\u308b\u3002**\u53d6\u308a\u6d88\u3057\u304c\u53f0\u5e33\u306b\u5165\u308b\u306e\u304c\u9045\u3044\u75c5\u68df\u306f\u3001\u4eee\u306e\u4e88\u7d04\u3068\u540c\u3058\u306b\u6271\u3046** |\n| \u5916\u6cca\u4e2d\u306e\u60a3\u8005\u304c\u3044\u308b | \u5728\u9662\u3068\u3057\u3066\u6570\u3048\u308b\u3002**\u5916\u6cca\u4e2d\u306e\u5e8a\u306f\u7a7a\u5e8a\u306b\u6570\u3048\u306a\u3044** |\n\n**\u4e0a\u304b\u30893\u884c\u76ee\u306f\u3001\u6bce\u5e74\u306e\u51ac\u306b\u8d77\u304d\u307e\u3059\u3002** \u611f\u67d3\u75c7\u306e\u6d41\u884c\u306e\u6642\u671f\u306e\u8a18\u9332\u306f\u3001\u5e73\u6642\u3068\u9000\u9662\u306e\u4ed5\u65b9\u3082\u7dca\u6025\u5165\u9662\u306e\u6570\u3082\u9055\u3044\u307e\u3059\u3002**\u5e73\u6642\u306e\u8a18\u9332\u3068\u540c\u3058\u306b\u5b66\u3070\u305b\u308b\u3068\u3001\u6d41\u884c\u304c\u7d42\u308f\u3063\u305f\u5f8c\u3082\u898b\u8fbc\u307f\u304c\u305a\u308c\u307e\u3059\u3002** \u6d41\u884c\u306e\u671f\u9593\u306b\u5370\u3092\u4ed8\u3051\u3066\u304a\u304d\u3001\u5e73\u6642\u306e\u898b\u8fbc\u307f\u304b\u3089\u306f\u5916\u3059\u304b\u3001\u9805\u76ee\u3068\u3057\u3066\u6301\u305f\u305b\u307e\u3059\u3002\n\n### \u4fdd\u5b58\u30fb\u30ed\u30b0\n\n- \u8aad\u307f\u8fbc\u3093\u3060\u66f8\u304d\u51fa\u3057\u306e\u30d5\u30a1\u30a4\u30eb\u3068\u3001\u66f8\u304d\u51fa\u3057\u305f\u65e5\u6642\n- \u75c5\u68df\u30fb\u65e5\u3054\u3068\u306e\u898b\u8fbc\u307f\uff08\u51fa\u308b\u30fb\u5165\u308b\u30fb\u4e88\u5b9a\u30fb\u7a7a\u5e8a\u306e\u771f\u3093\u4e2d\u3068\u5c11\u306a\u3081\uff09\n- \u62bd\u9078\u306e\u4e71\u6570\u306e\u7a2e\u3068\u3001\u305d\u306e\u3068\u304d\u306e\u30e2\u30c7\u30eb\u306e\u7248\n- **\u770b\u8b77\u5e2b\u9577\u306b\u78ba\u304b\u3081\u3066\u76f4\u3057\u305f\u5024\u3068\u7406\u7531**\n- **\u7fcc\u65e5\u4ee5\u964d\u306e\u5b9f\u969b\u306e\u7a7a\u5e8a\u3068\u3001\u898b\u8fbc\u307f\u3068\u306e\u5dee**\n- \u53d7\u5165\u308c\u3092\u65ad\u3063\u305f\u4ef6\u6570\u3068\u3001\u305d\u306e\u65e5\u306e\u898b\u8fbc\u307f\uff08\u75c5\u5e8a\u7ba1\u7406\u306e\u8a18\u9332\u304b\u3089\uff09\n- \u6708\u3054\u3068\u306e\u5b66\u3070\u305b\u76f4\u3057\u306e\u7248\u3068\u3001\u5207\u308a\u66ff\u3048\u524d\u5f8c\u306e1\u9031\u9593\u306e\u5916\u308c\u65b9\u306e\u6bd4\u3079\n\n**\u4e71\u6570\u306e\u7a2e\u3092\u6b8b\u3059\u306e\u306f\u3001\u540c\u3058\u671d\u306e\u8cc7\u6599\u3092\u5f8c\u304b\u3089\u4f5c\u308a\u76f4\u305b\u308b\u3088\u3046\u306b\u3059\u308b\u305f\u3081\u3067\u3059\u3002** \u7a2e\u304c\u7121\u3044\u3068\u30011\u4e07\u56de\u306e\u62bd\u9078\u306e\u7d50\u679c\u306f\u52d5\u304b\u3059\u305f\u3073\u306b\u5c11\u3057\u305a\u3064\u5909\u308f\u308a\u3001**\u4f1a\u8b70\u3067\u898b\u305f\u6570\u3068\u5f8c\u3067\u78ba\u304b\u3081\u305f\u6570\u304c\u5408\u308f\u306a\u304f\u306a\u308a\u307e\u3059\u3002**\n\n**\u6700\u5f8c\u306e\u884c\u304c\u3001\u3053\u306e\u69cb\u6210\u306e\u52b9\u304d\u76ee\u3092\u6e2c\u308b\u6750\u6599\u306b\u306a\u308a\u307e\u3059\u3002** \u5c11\u306a\u3081\u306e\u7a7a\u5e8a\u304c0\u4ee5\u4e0a\u3068\u898b\u8fbc\u3093\u3060\u65e5\u306b\u53d7\u5165\u308c\u3092\u65ad\u3063\u3066\u3044\u305f\u306a\u3089\u3001**\u898b\u8fbc\u307f\u304c\u697d\u89b3\u7684\u3059\u304e\u305f\u304b\u3001\u75c5\u68df\u306e\u632f\u308a\u5206\u3051\u304c\u3046\u307e\u304f\u3044\u304b\u306a\u304b\u3063\u305f\u304b\u306e\u3069\u3061\u3089\u304b\u3067\u3059\u3002** \u7406\u7531\u3092\u5206\u3051\u3066\u8a18\u9332\u3057\u307e\u3059\u3002","minimal_setup":"1. \u96fb\u5b50\u30ab\u30eb\u30c6\u304b\u3089\u3001\u904e\u53bb1\u5e74\u306e\u5165\u9662\u3054\u3068\u306e\u5165\u9662\u65e5\u30fb\u9000\u9662\u65e5\u30fb\u75c5\u68df\u30fb\u8a3a\u7642\u79d1\u3092\u66f8\u304d\u51fa\u3059\n2. \u8868\u8a08\u7b97\u3067\u3001\u75c5\u68df\u3054\u3068\u30fb\u66dc\u65e5\u3054\u3068\u306e\u9000\u9662\u306e\u6570\u3068\u7dca\u6025\u5165\u9662\u306e\u6570\u306e\u5e73\u5747\u3092\u51fa\u3059\n3. \u904e\u53bb\u306e1\u304b\u6708\u306b\u3064\u3044\u3066\u3001\u6bce\u671d\u306e\u5728\u9662\u306e\u6570\u3068\u4e88\u7d04\u6e08\u307f\u306e\u4e88\u5b9a\u5165\u9662\u304b\u3089\u300c\u5e73\u5747\u306e\u9000\u9662 \u2212 \u5e73\u5747\u306e\u7dca\u6025\u5165\u9662 \u2212 \u4e88\u5b9a\u5165\u9662\u300d\u3067\u7fcc\u65e5\u306e\u7a7a\u5e8a\u3092\u51fa\u3059\n4. \u5b9f\u969b\u306e\u7fcc\u65e5\u306e\u7a7a\u5e8a\u3068\u4e26\u3079\u3001\u5f53\u6642\u306e\u75c5\u5e8a\u7ba1\u7406\u306e\u62c5\u5f53\u306e\u898b\u8fbc\u307f\uff08\u30db\u30ef\u30a4\u30c8\u30dc\u30fc\u30c9\u306e\u5199\u771f\u3084\u8a18\u9332\uff09\u3068\u3082\u6bd4\u3079\u308b\n5. \u5916\u308c\u306e\u5927\u304d\u304b\u3063\u305f\u65e5\u306b\u3001\u3069\u306e\u75c5\u68df\u3067\u4f55\u304c\u8d77\u304d\u3066\u3044\u305f\u304b\u3092\u66f8\u304d\u51fa\u3059\n\n**4\u756a\u76ee\u306e\u300c\u5f53\u6642\u306e\u62c5\u5f53\u306e\u898b\u8fbc\u307f\u3068\u3082\u6bd4\u3079\u308b\u300d\u3092\u7701\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u5e73\u5747\u3067\u51fa\u3057\u305f\u898b\u8fbc\u307f\u304c\u62c5\u5f53\u306e\u898b\u8fbc\u307f\u3088\u308a\u5916\u308c\u308b\u306a\u3089\u3001**\u62c5\u5f53\u306e\u898b\u7acb\u3066\u306b\u306f\u5e73\u5747\u306b\u7121\u3044\u60c5\u5831\u304c\u5165\u3063\u3066\u3044\u308b\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002** \u305d\u308c\u304c\u9000\u9662\u4e88\u5b9a\u65e5\u306a\u306e\u304b\u3001\u60a3\u8005\u306e\u69d8\u5b50\u306a\u306e\u304b\u3092\u805e\u304d\u53d6\u308a\u3001\u9805\u76ee\u306b\u8db3\u305b\u308b\u304b\u3092\u8003\u3048\u307e\u3059\u3002\n\n| \u51fa\u3066\u304d\u305f\u5185\u5bb9 | \u5224\u65ad |\n|:--|:--|\n| \u5e73\u5747\u306e\u898b\u8fbc\u307f\u3067\u3082\u62c5\u5f53\u306e\u898b\u8fbc\u307f\u3068\u5927\u5dee\u306a\u3044 | **Python \u3067\u60a3\u8005\u3054\u3068\u306e\u898b\u8fbc\u307f\u306b\u9032\u3080** |\n| \u5e73\u5747\u306e\u898b\u8fbc\u307f\u306f\u5916\u308c\u308b\u304c\u3001\u9000\u9662\u4e88\u5b9a\u65e5\u306e\u5165\u529b\u304c\u3042\u308b\u75c5\u68df\u306f\u5f53\u305f\u308b | \u9000\u9662\u4e88\u5b9a\u65e5\u306e\u5165\u529b\u306e\u904b\u7528\u3092\u5e83\u3052\u308b\u306e\u304c\u5148 |\n| \u5165\u9000\u9662\u306e\u65e5\u4ed8\u304c\u66f8\u304d\u51fa\u305b\u306a\u3044 | **\u96fb\u5b50\u30ab\u30eb\u30c6\u306e\u66f8\u304d\u51fa\u3057\u306e\u8a2d\u5b9a\u3092\u4f5c\u308b\u306e\u304c\u5148** |\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**\u898b\u8fbc\u307f\u306e\u7cbe\u5ea6\u3092\u4e0a\u3052\u308b\u8fd1\u9053\u304c\u5206\u304b\u3063\u305f\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002** \u9000\u9662\u4e88\u5b9a\u65e5\u306e\u5165\u529b\u3092\u5897\u3084\u3057\u3066\u304b\u3089\u3001\u3082\u3046\u4e00\u5ea6\u8a66\u3057\u3066\u304f\u3060\u3055\u3044\u3002","minimal_setup_short":"\u8868\u8a08\u7b97\u3067\u75c5\u68df\u3054\u3068\u30fb\u66dc\u65e5\u3054\u3068\u306e\u5e73\u5747\u304b\u3089\u7fcc\u65e5\u306e\u7a7a\u5e8a\u3092\u51fa\u3059 \uff0f \u7fcc\u65e5\u306e\u7a7a\u5e8a\u306e\u76ee\u5b89","semi_auto_setup":"\u4e0a\u8a18\uff0bPython \u3067\u60a3\u8005\u3054\u3068\u306e\u9000\u9662\u306e\u78ba\u304b\u3089\u3057\u3055\u3092\u51fa\u3057\u3001\u75c5\u68df\u3054\u3068\u306e\u7a7a\u5e8a\u306e\u771f\u3093\u4e2d\u30924\u65e5\u5206\u51fa\u3059 \uff0f 8\u75c5\u68df\u30fb4\u65e5\u5206\u306e\u7a7a\u5e8a\u306e\u771f\u3093\u4e2d","full_setup":"\u4e0a\u8a18\uff0b\u7dca\u6025\u5165\u9662\u306e\u898b\u8fbc\u307f\u30011\u4e07\u56de\u306e\u62bd\u9078\u306b\u3088\u308b\u5c11\u306a\u3081\u306e\u6570\u3001\u5370\u4ed8\u3051\u3001\u6bce\u671d\u306e\u5b9a\u6642\u5b9f\u884c \uff0f \u75c5\u5e8a\u8abf\u6574\u306e\u8cc7\u6599\u3065\u304f\u308a\u306e\u5168\u4f53\u3068\u3001\u96fb\u8a71\u3059\u308b\u75c5\u68df\u306e\u7d5e\u308a\u8fbc\u307f","level_note":"**\u6700\u5c0f\u69cb\u6210\u3067\u306f\u3001\u60a3\u8005\u306e\u9854\u3076\u308c\u306e\u9055\u3044\u304c\u51fa\u307e\u305b\u3093\u3002** \u5e73\u5747\u306e\u9000\u9662\u306e\u6570\u306f\u3001\u8853\u5f8c\u306e\u60a3\u8005\u304c\u591a\u3044\u9031\u3082\u5c11\u306a\u3044\u9031\u3082\u540c\u3058\u3067\u3059\u3002**\u78ba\u304b\u3081\u308b\u305f\u3081\u306e\u6bb5\u968e\u3067\u3059\u3002**\n**\u534a\u81ea\u52d5\u5316\u3067\u3001\u7a7a\u5e8a\u3092\u6570\u3048\u308b\u6642\u9593\u306f\u307b\u307c\u7121\u304f\u306a\u308a\u307e\u3059\u3002** \u305f\u3060\u3057\u3001\u5c11\u306a\u3081\u306e\u6570\u304c\u51fa\u306a\u3044\u306e\u3067\u3001\u5168\u75c5\u68df\u3078\u306e\u96fb\u8a71\u306f\u6b8b\u308a\u307e\u3059\u3002**\u672c\u683c\u69cb\u6210\u3067\u3001\u96fb\u8a71\u3059\u308b\u306e\u306f\u5370\u306e\u4ed8\u3044\u305f\u75c5\u68df\u3060\u3051\u306b\u306a\u308a\u3001\u3053\u306e\u6bb5\u968e\u304c\u672c\u8a18\u4e8b\u306e\u60f3\u5b9a\u3067\u3059\u3002** \u5dee\u304c\u5927\u304d\u3044\u306e\u306f\u3001**\u770b\u8b77\u5e2b\u9577\u3078\u306e\u96fb\u8a71\u304c\u30011\u75c5\u68df\u305a\u3064\u306e\u624b\u4f5c\u696d\u3060\u304b\u3089\u3067\u3059\u3002**\n**\u6bb5\u968e\u3092\u98db\u3070\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u534a\u81ea\u52d5\u5316\u306e\u898b\u8fbc\u307f\u30921\u304b\u6708\u4e26\u3079\u308b\u3068\u3001\u5916\u308c\u3084\u3059\u3044\u75c5\u68df\u3068\u3001\u9000\u9662\u4e88\u5b9a\u65e5\u306e\u5165\u529b\u306e\u5c11\u306a\u3044\u75c5\u68df\u304c\u5148\u306b\u5206\u304b\u308a\u307e\u3059\u3002**\u305d\u3053\u3092\u76f4\u3057\u3066\u304b\u3089\u672c\u683c\u69cb\u6210\u306b\u9032\u3080\u307b\u3046\u304c\u3001\u5370\u306e\u4ed8\u304f\u75c5\u68df\u304c\u6e1b\u308a\u307e\u3059\u3002**","troubleshooting":"| \u554f\u984c | \u5bfe\u7b56 |\n|:--|:--|\n| \u8ee2\u68df\u3092\u6570\u3048\u305a\u3001\u4e00\u822c\u75c5\u68df\u306e\u7a7a\u5e8a\u3092\u591a\u3081\u306b\u898b\u8fbc\u3080 | \u8ee2\u68df\u3092\u75c5\u68df\u304b\u3089\u306e\u9000\u51fa\u30fb\u5165\u308a\u3068\u3057\u3066\u6570\u3048\u308b |\n| \u9000\u9662\u4e88\u5b9a\u65e5\u306e\u5165\u529b\u306e\u5272\u5408\u304c\u75c5\u68df\u3054\u3068\u306b\u9055\u3046 | `discharge_plan_coverage` \u3092\u51fa\u3057\u3001\u5165\u529b\u3092\u983c\u3080\u6750\u6599\u306b\u3059\u308b |\n| \u611f\u67d3\u75c7\u306e\u6d41\u884c\u306e\u6642\u671f\u3092\u5e73\u6642\u3068\u540c\u3058\u306b\u5b66\u3070\u305b\u308b | \u6d41\u884c\u306e\u671f\u9593\u306b\u5370\u3092\u4ed8\u3051\u3066\u5206\u3051\u308b |\n| \u60a3\u8005\u3054\u3068\u306e\u78ba\u304b\u3089\u3057\u3055\u304c\u9000\u9662\u306e\u50ac\u4fc3\u306b\u4f7f\u308f\u308c\u308b | **\u8cc7\u6599\u306b\u306f\u75c5\u68df\u3054\u3068\u306e\u5408\u8a08\u3060\u3051\u3092\u51fa\u3059** |\n| \u771f\u3093\u4e2d\u306e\u7a7a\u5e8a\u3067\u53d7\u5165\u308c\u3092\u7d04\u675f\u3059\u308b | \u5c11\u306a\u3081\u306e\u5074\u3067\u7d04\u675f\u3057\u3001\u7a7a\u3044\u305f\u3089\u8ffd\u52a0\u3067\u53d7\u3051\u308b |\n| \u672a\u6765\u306e\u8a18\u9332\u3067\u5b66\u3070\u305b\u3066\u904e\u53bb\u3092\u78ba\u304b\u3081\u3066\u3057\u307e\u3046 | `TimeSeriesSplit` \u3067\u5165\u9662\u65e5\u306e\u9806\u306b\u5206\u3051\u3001`gap` \u3092\u7a7a\u3051\u308b |\n| GLM \u306b\u5207\u7247\u3092\u5165\u308c\u5fd8\u308c\u308b | \u5207\u7247\u306f\u65e2\u5b9a\u3067\u5165\u3089\u306a\u3044\u3002**\u81ea\u5206\u3067\u8db3\u3059** |\n| \u75c5\u5e8a\u306e\u6570\u304c\u9055\u3046\u75c5\u68df\u3092\u540c\u3058\u306b\u6271\u3046 | `exposure` \u306b\u75c5\u5e8a\u306e\u6570\u3092\u5165\u308c\u308b |\n| \u9589\u9396\u4e2d\u306e\u5e8a\u3092\u5f15\u304d\u5fd8\u308c\u308b | \u75c5\u5e8a\u7ba1\u7406\u306e\u8868\u3068\u66f8\u304d\u51fa\u3057\u306e\u75c5\u5e8a\u306e\u6570\u3092\u7a81\u304d\u5408\u308f\u305b\u308b |\n| \u66f8\u304d\u51fa\u3057\u304c\u5931\u6557\u3057\u305f\u65e5\u306b\u524d\u65e5\u306e\u898b\u8fbc\u307f\u3092\u4f7f\u3046 | \u300c\u672c\u65e5\u306f\u898b\u8fbc\u307f\u306a\u3057\u300d\u3068\u51fa\u3057\u3001\u96fb\u8a71\u306b\u623b\u3059 |\n| \u75c5\u540d\u3084\u691c\u67fb\u5024\u3092\u8db3\u3057\u305f\u304f\u306a\u308b | \u307e\u305a\u65e5\u4ed8\u3068\u533a\u5206\u3060\u3051\u3067\u8db3\u308a\u308b\u304b\u3092\u78ba\u304b\u3081\u308b |\n| 4\u65e5\u5206\u306e\u78ba\u304b\u3089\u3057\u3055\u3092\u4e00\u5ea6\u306b\u51fa\u3057\u3001\u65e5\u6570\u306e\u9805\u76ee\u304c\u305a\u308c\u308b | 1\u65e5\u305a\u3064\u9032\u3081\u3066\u7a4d\u307f\u91cd\u306d\u308b |\n\n**\u4e0a\u306e2\u884c\u304c\u3001\u3053\u306e\u69cb\u6210\u306e\u5916\u308c\u306e\u307b\u3068\u3093\u3069\u3067\u3059\u3002** \u3069\u3061\u3089\u3082\u300c\u75c5\u68df\u304b\u3089\u51fa\u308b\u30fb\u5165\u308b\u300d\u306e\u6570\u3048\u65b9\u306e\u554f\u984c\u3067\u3001**\u30e2\u30c7\u30eb\u3092\u51dd\u3089\u3059\u3088\u308a\u3001\u6570\u3048\u65b9\u3092\u305d\u308d\u3048\u308b\u307b\u3046\u304c\u52b9\u304d\u307e\u3059\u3002**\n\n**4\u884c\u76ee\u306f\u3001\u5916\u308c\u3067\u306f\u306a\u304f\u4f7f\u3044\u65b9\u306e\u5931\u6557\u3067\u3059\u3002** \u6700\u521d\u306e\u8aac\u660e\u4f1a\u3067\u3001**\u3053\u306e\u8cc7\u6599\u306f\u9000\u9662\u3092\u6025\u304c\u305b\u308b\u305f\u3081\u306e\u3082\u306e\u3067\u306f\u306a\u3044**\u3053\u3068\u3092\u770b\u8b77\u5e2b\u9577\u3068\u533b\u5e2b\u306b\u4f1d\u3048\u3066\u304a\u3044\u3066\u304f\u3060\u3055\u3044\u3002","governance_notes":"**\u3053\u306e\u69cb\u6210\u3067\u6271\u3046\u30c7\u30fc\u30bf\uff1a** \u5165\u9662\u4e2d\u306e\u60a3\u8005\u306e\u5165\u9662\u65e5\u30fb\u624b\u8853\u65e5\u30fb\u9000\u9662\u4e88\u5b9a\u65e5\u30fb\u8a3a\u7642\u79d1\u30fb\u5e74\u9f62\u306e\u5e2f\u3001\u904e\u53bb\u306e\u5165\u9000\u9662\u306e\u8a18\u9332\u3067\u3059\u3002**\u75c5\u540d\u306f\u4f7f\u3044\u307e\u305b\u3093\u304c\u3001\u5165\u9662\u306e\u4e8b\u5b9f\u305d\u306e\u3082\u306e\u304c\u8981\u914d\u616e\u500b\u4eba\u60c5\u5831\u306b\u5f53\u305f\u308b\u8a3a\u7642\u306e\u60c5\u5831\u3067\u3059\u3002**\n\n1. **\u9662\u5185\u306e\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u5916\u306b\u51fa\u3055\u306a\u3044** \u2026 \u8a08\u7b97\u306f\u9662\u5185\u306e\u74b0\u5883\u3067\u884c\u3044\u3001\u5916\u90e8\u306e\u30b5\u30fc\u30d3\u30b9\u3068\u306f\u3064\u306a\u304e\u307e\u305b\u3093\u3002**\u751f\u6210AI\u306e\u30b5\u30fc\u30d3\u30b9\u306b\u5728\u9662\u306e\u60a3\u8005\u306e\u4e00\u89a7\u3092\u8cbc\u308a\u4ed8\u3051\u3066\u898b\u8fbc\u307e\u305b\u308b\u4f7f\u3044\u65b9\u306f\u3057\u307e\u305b\u3093**\n2. **\u60a3\u8005\u306e\u756a\u53f7\u3092\u4eee\u306e\u756a\u53f7\u306b\u7f6e\u304d\u63db\u3048\u308b** \u2026 \u7f6e\u304d\u63db\u3048\u306e\u5bfe\u5fdc\u8868\u306f\u96fb\u5b50\u30ab\u30eb\u30c6\u306e\u5074\u306b\u6b8b\u3057\u3001\u3053\u306e\u69cb\u6210\u306e\u5074\u306b\u306f\u6301\u3061\u307e\u305b\u3093\n3. **\u8cc7\u6599\u306b\u60a3\u8005\u3054\u3068\u306e\u78ba\u304b\u3089\u3057\u3055\u3092\u51fa\u3055\u306a\u3044** \u2026 \u75c5\u68df\u3054\u3068\u306e\u5408\u8a08\u3060\u3051\u3092\u51fa\u3057\u307e\u3059\u3002**\u60a3\u8005\u3054\u3068\u306e\u5024\u306f\u3001\u9000\u9662\u306e\u5224\u65ad\u3078\u306e\u5727\u529b\u306b\u306a\u308a\u307e\u3059**\n4. **\u898b\u3089\u308c\u308b\u4eba\u3092\u7d5e\u308b** \u2026 \u66f8\u304d\u51fa\u3057\u306e\u30d5\u30a1\u30a4\u30eb\u3068\u5b66\u3070\u305b\u308b\u8a18\u9332\u306f\u3001\u75c5\u5e8a\u7ba1\u7406\u306e\u62c5\u5f53\u3068\u4f5c\u308b\u4eba\u306b\u9650\u308a\u307e\u3059\n5. **\u53d7\u5165\u308c\u3092\u81ea\u52d5\u3067\u65ad\u3089\u306a\u3044** \u2026 \u898b\u8fbc\u307f\u304c0\u3092\u4e0b\u56de\u3063\u3066\u3082\u3001\u53d7\u3051\u5165\u308c\u308b\u304b\u3069\u3046\u304b\u306f\u75c5\u5e8a\u7ba1\u7406\u306e\u62c5\u5f53\u3068\u5f53\u76f4\u306e\u533b\u5e2b\u304c\u6c7a\u3081\u307e\u3059\u3002**\u75c5\u5ba4\u306e\u5b9a\u54e1\u3092\u8d85\u3048\u306a\u3044\u7bc4\u56f2\u3067\u3001\u81e8\u6642\u5fdc\u6025\u306e\u5224\u65ad\u306f\u4eba\u306b\u6b8b\u3057\u307e\u3059**\n6. **\u9662\u5185\u306e\u898f\u7a0b\u306b\u6cbf\u3063\u3066\u624b\u7d9a\u304d\u3092\u3059\u308b** \u2026 \u8a3a\u7642\u306e\u8a18\u9332\u3092\u8a3a\u7642\u4ee5\u5916\u306e\u76ee\u7684\uff08\u75c5\u5e8a\u306e\u904b\u7528\uff09\u306b\u4f7f\u3046\u3053\u3068\u3092\u3001\u9662\u5185\u306e\u60c5\u5831\u306e\u7ba1\u7406\u306e\u59d4\u54e1\u4f1a\u306a\u3069\u3067\u78ba\u304b\u3081\u3066\u304b\u3089\u59cb\u3081\u307e\u3059\n\n\u8aa4\u308a\u304c\u8d77\u304d\u305f\u5834\u5408\u306e\u30ea\u30b9\u30af\u306f\u3001**\u7a7a\u5e8a\u3092\u591a\u3081\u306b\u898b\u8fbc\u3093\u3067\u53d7\u5165\u308c\u3092\u7d04\u675f\u3057\u3001\u75c5\u5ba4\u304c\u8db3\u308a\u306a\u304f\u306a\u308b\u3053\u3068\u3068\u3001\u5c11\u306a\u3081\u306b\u898b\u8fbc\u307f\u3059\u304e\u3066\u53d7\u5165\u308c\u3092\u65ad\u308b\u3053\u3068\u306e2\u3064\u3067\u3059\u3002** \u524d\u8005\u306f\u8ee2\u68df\u306e\u6570\u3048\u5fd8\u308c\u3068\u771f\u3093\u4e2d\u3067\u306e\u7d04\u675f\u304b\u3089\u8d77\u304d\u3001\u5f8c\u8005\u306f\u6d41\u884c\u306e\u6642\u671f\u306e\u8a18\u9332\u304c\u5e73\u6642\u306b\u6df7\u3056\u308b\u3068\u8d77\u304d\u307e\u3059\u3002","recommended_for":"\u4e00\u822c\u75c5\u5e8a\u304c\u6570\u767e\u5e8a\u3042\u308a\u3001\u75c5\u68df\u304c6\u301c10\u307b\u3069\u306b\u5206\u304b\u308c\u305f\u6025\u6027\u671f\u306e\u75c5\u9662\u3002\u75c5\u5e8a\u7ba1\u7406\u306e\u770b\u8b77\u5e2b\u3084\u5165\u9000\u9662\u652f\u63f4\u306e\u62c5\u5f53\u304c\u3001\u6bce\u671d\u5404\u75c5\u68df\u306b\u96fb\u8a71\u3057\u3066\u9000\u9662\u306e\u4e88\u5b9a\u3092\u805e\u304d\u3001\u30db\u30ef\u30a4\u30c8\u30dc\u30fc\u30c9\u3068\u8868\u8a08\u7b97\u3067\u7a7a\u5e8a\u3092\u6570\u3048\u3066\u3044\u308b\u5834\u5408\u3002\u6551\u6025\u3084\u7d39\u4ecb\u306e\u5165\u9662\u3092\u53d7\u3051\u308b\u304b\u3069\u3046\u304b\u306e\u5224\u65ad\u304c\u3001\u75c5\u5e8a\u7ba1\u7406\u306e\u62c5\u5f53\u306e\u7d4c\u9a13\u306b\u983c\u3063\u3066\u3044\u308b\u5834\u5408\u3002\u96fb\u5b50\u30ab\u30eb\u30c6\u3084\u533b\u4e8b\u306e\u4ed5\u7d44\u307f\u304b\u3089\u3001\u904e\u53bb2\u5e74\u4ee5\u4e0a\u306e\u5165\u9662\u30fb\u9000\u9662\u30fb\u8ee2\u68df\u306e\u8a18\u9332\u3092\u66f8\u304d\u51fa\u305b\u308b\u5834\u5408\u3002","not_recommended_for":"\u75c5\u5e8a\u304c\u6570\u5341\u5e8a\u3067\u3001\u75c5\u68df\u304c1\u3064\u304b2\u3064\u306e\u75c5\u9662\u3002\u5165\u9662\u306e\u5927\u534a\u304c\u4e88\u5b9a\u5165\u9662\u3067\u3001\u7dca\u6025\u5165\u9662\u304c\u307b\u3068\u3093\u3069\u7121\u3044\u5834\u5408\u3002\u9000\u9662\u3084\u8ee2\u68df\u306e\u8a18\u9332\u304c\u7d19\u306b\u6b8b\u3063\u3066\u3044\u3066\u3001\u65e5\u6642\u3092\u30c7\u30fc\u30bf\u3068\u3057\u3066\u53d6\u308a\u51fa\u305b\u306a\u3044\u5834\u5408\u3002\u306a\u304a\u3001\u500b\u3005\u306e\u60a3\u8005\u306e\u9000\u9662\u306e\u5224\u65ad\u3001\u5165\u9662\u3092\u53d7\u3051\u308b\u304b\u3069\u3046\u304b\u306e\u5224\u65ad\u3001\u75c5\u5ba4\u306e\u5272\u308a\u5f53\u3066\u306f\u3001\u3053\u306e\u69cb\u6210\u3067\u306f\u4ee3\u66ff\u3067\u304d\u307e\u305b\u3093\u3002","first_step":"**1\u9031\u76ee\uff1a\u5165\u9000\u9662\u306e\u8a18\u9332\u3092\u66f8\u304d\u51fa\u3059**\n\n\u96fb\u5b50\u30ab\u30eb\u30c6\u304b\u3089\u3001\u904e\u53bb1\u5e74\u306e\u5165\u9662\u3054\u3068\u306e\u5165\u9662\u65e5\u30fb\u9000\u9662\u65e5\u30fb\u8ee2\u68df\u65e5\u30fb\u75c5\u68df\u30fb\u8a3a\u7642\u79d1\u3092\u66f8\u304d\u51fa\u3057\u307e\u3059\u3002**\u8ee2\u68df\u306e\u65e5\u4ed8\u307e\u3067\u53d6\u308c\u308b\u304b**\u3092\u6700\u521d\u306b\u78ba\u304b\u3081\u307e\u3059\u3002\u53d6\u308c\u306a\u3051\u308c\u3070\u3001\u63d0\u4f9b\u5143\u306b\u66f8\u304d\u51fa\u3057\u306e\u8a2d\u5b9a\u3092\u76f8\u8ac7\u3057\u307e\u3059\u3002\n\n**2\u9031\u76ee\uff1a\u5e73\u5747\u3067\u7fcc\u65e5\u306e\u7a7a\u5e8a\u3092\u898b\u8fbc\u3080**\n\n\u7b2c8\u7ae0\u306e\u624b\u9806\u3067\u3001\u75c5\u68df\u3054\u3068\u30fb\u66dc\u65e5\u3054\u3068\u306e\u5e73\u5747\u304b\u3089\u7fcc\u65e5\u306e\u7a7a\u5e8a\u3092\u51fa\u3057\u3001\u5f53\u6642\u306e\u62c5\u5f53\u306e\u898b\u8fbc\u307f\u3068\u5b9f\u969b\u306e\u7a7a\u5e8a\u3068\u4e26\u3079\u307e\u3059\u3002**\u3069\u306e\u75c5\u68df\u3067\u5916\u308c\u304c\u5927\u304d\u3044\u304b**\u3092\u898b\u307e\u3059\u3002\n\n**3\u9031\u76ee\uff1a\u9662\u5185\u306e\u624b\u7d9a\u304d\u3068\u9000\u9662\u4e88\u5b9a\u65e5\u306e\u904b\u7528**\n\n\u8a3a\u7642\u306e\u8a18\u9332\u3092\u75c5\u5e8a\u306e\u904b\u7528\u306b\u4f7f\u3046\u3053\u3068\u3092\u3001\u9662\u5185\u306e\u60c5\u5831\u306e\u7ba1\u7406\u306e\u59d4\u54e1\u4f1a\u306b\u8aee\u308a\u307e\u3059\u3002\u3042\u308f\u305b\u3066\u3001**\u9000\u9662\u4e88\u5b9a\u65e5\u306e\u5165\u529b\u306e\u5272\u5408\u3092\u75c5\u68df\u3054\u3068\u306b\u6570\u3048\u3001\u770b\u8b77\u5e2b\u9577\u3068\u5165\u529b\u306e\u904b\u7528\u3092\u305d\u308d\u3048\u307e\u3059\u3002**\n\n**4\u9031\u76ee\uff1aPython \u3067\u60a3\u8005\u3054\u3068\u306e\u898b\u8fbc\u307f\u3092\u51fa\u3059**\n\nHistGradientBoostingClassifier \u3067\u9000\u9662\u30fb\u8ee2\u68df\u306e\u78ba\u304b\u3089\u3057\u3055\u3092\u5b66\u3070\u305b\u3001\u75c5\u68df\u3054\u3068\u306e\u7a7a\u5e8a\u306e\u771f\u3093\u4e2d\u30924\u65e5\u5206\u51fa\u3057\u307e\u3059\u3002**\u3053\u306e\u6642\u70b9\u3067\u306f\u4f1a\u8b70\u306b\u51fa\u3055\u305a\u3001\u6bce\u671d\u306e\u62c5\u5f53\u306e\u898b\u8fbc\u307f\u3068\u4e26\u3079\u3066\u8a18\u9332\u3057\u307e\u3059\u3002**\n\n**2\u304b\u6708\u76ee\uff1a** \u7dca\u6025\u5165\u9662\u306e\u898b\u8fbc\u307f\u3068\u62bd\u9078\u306b\u3088\u308b\u5c11\u306a\u3081\u306e\u6570\u3001\u5370\u4ed8\u3051\u3092\u8db3\u3057\u3001\u4f1a\u8b70\u306e\u8cc7\u6599\u306b\u8f09\u305b\u307e\u3059\u3002**3\u304b\u6708\u76ee\u4ee5\u964d\uff1a** \u6bce\u671d\u306e\u5b9a\u6642\u5b9f\u884c\u306b\u3057\u30011\u4ef610\u5206\u304c\u4f55\u5206\u306b\u306a\u3063\u305f\u304b\u3092\u5b9f\u6e2c\u3057\u307e\u3059\u3002**\u96fb\u8a71\u3059\u308b\u75c5\u68df\u304c\u5370\u306e\u4ed8\u3044\u305f\u75c5\u68df\u3060\u3051\u306b\u306a\u308a\u3001\u7d39\u4ecb\u5143\u3078\u306e4\u65e5\u5148\u306e\u8fd4\u4e8b\u304c\u305d\u306e\u5834\u3067\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u3063\u305f\u6642\u70b9\u3067\u3001\u3053\u306e\u69cb\u6210\u306f\u5b8c\u6210\u3067\u3059\u3002**\n\n---","related_usecases":["UC-1366","UC-1246","UC-1018","UC-0003"],"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` \u304c `'log_loss'` \u3067\u30012\u3064\u306e\u533a\u5206\u3067\u306f\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u306e\u95a2\u6570\u3067\u6b63\u306e\u533a\u5206\u306e\u78ba\u304b\u3089\u3057\u3055\u3092\u51fa\u3059\u3053\u3068\u3002`predict_proba` \u3067\u533a\u5206\u3054\u3068\u306e\u78ba\u304b\u3089\u3057\u3055\u3092\u8fd4\u3059\u3053\u3068\u3002\u6b20\u3051\u305f\u5024\u3092\u305d\u306e\u307e\u307e\u6271\u3044\u3001\u5206\u304b\u308c\u76ee\u3054\u3068\u306b\u5de6\u53f3\u3069\u3061\u3089\u3078\u9001\u308b\u304b\u3092\u6539\u5584\u306e\u5927\u304d\u3055\u304b\u3089\u5b66\u3076\u3053\u3068\u3002`categorical_features` \u306e\u65e2\u5b9a\u304c `\"from_dtype\"` \u3067\u3042\u308b\u3053\u3068 | [scikit-learn: HistGradientBoostingClassifier](https:\/\/scikit-learn.org\/stable\/modules\/generated\/sklearn.ensemble.HistGradientBoostingClassifier.html) | 2026-10-15 |\n| \u4e00\u822c\u5316\u7dda\u5f62\u30e2\u30c7\u30eb\u3067\u3001`family` \u306b\u5206\u5e03\u3092\u9078\u3079\u308b\u3053\u3068\u3002\u5207\u7247\u304c\u65e2\u5b9a\u3067\u306f\u5165\u3089\u306a\u3044\u3053\u3068\u3002`exposure` \u306e\u5bfe\u6570\u304c\u7dda\u5f62\u306e\u4e88\u6e2c\u306b\u4fc2\u65701\u3067\u52a0\u308f\u308a\u3001\u5bfe\u6570\u306e\u7d50\u3073\u4ed8\u3051\u306e\u3068\u304d\u3060\u3051\u4f7f\u3048\u308b\u3053\u3068 | [statsmodels: GLM](https:\/\/www.statsmodels.org\/stable\/generated\/statsmodels.genmod.generalized_linear_model.GLM.html) | 2026-10-15 |\n| \u4e8c\u9805\u5206\u5e03\u304b\u3089\u62bd\u9078\u3057\u3001`n` \u3068 `p`\uff080\u4ee5\u4e0a1\u4ee5\u4e0b\uff09\u3092\u914d\u5217\u3067\u6e21\u305b\u308b\u3053\u3068\u3002`size` \u3092\u7701\u304f\u3068 `n` \u3068 `p` \u306e\u5f62\u306b\u5408\u308f\u305b\u3066\u62bd\u9078\u3055\u308c\u308b\u3053\u3068 | [NumPy: Generator.binomial](https:\/\/numpy.org\/doc\/stable\/reference\/random\/generated\/numpy.random.Generator.binomial.html) | 2026-10-15 |\n| \u6642\u9593\u306e\u9806\u306b\u4e26\u3093\u3060\u30c7\u30fc\u30bf\u3092\u5206\u3051\u308b\u3053\u3068\u3002`gap` \u3067\u5b66\u3070\u305b\u308b\u671f\u9593\u306e\u672b\u5c3e\u3092\u78ba\u304b\u3081\u308b\u671f\u9593\u3068\u306e\u9593\u3067\u9664\u3051\u308b\u3053\u3068 | [scikit-learn: TimeSeriesSplit](https:\/\/scikit-learn.org\/stable\/modules\/generated\/sklearn.model_selection.TimeSeriesSplit.html) | 2026-10-15 |\n| \u75c5\u9662\u306e\u7ba1\u7406\u8005\u306f\u3001\u75c5\u5ba4\u306b\u5b9a\u54e1\u3092\u8d85\u3048\u3066\u60a3\u8005\u3092\u5165\u9662\u3055\u305b\u306a\u3044\u3053\u3068\u3001\u75c5\u5ba4\u3067\u306a\u3044\u5834\u6240\u306b\u5165\u9662\u3055\u305b\u306a\u3044\u3053\u3068\u306a\u3069\u3092\u5b88\u3089\u306a\u3051\u308c\u3070\u306a\u3089\u305a\u3001\u81e8\u6642\u5fdc\u6025\u306e\u305f\u3081\u5165\u9662\u3055\u305b\u308b\u3068\u304d\u306f\u3053\u306e\u9650\u308a\u3067\u306a\u3044\u3053\u3068\uff08\u7b2c10\u6761\uff09 | [e-Gov \u6cd5\u4ee4API: \u533b\u7642\u6cd5\u65bd\u884c\u898f\u5247\uff08\u662d\u548c23\u5e74\u539a\u751f\u7701\u4ee4\u7b2c50\u53f7\uff09](https:\/\/laws.e-gov.go.jp\/api\/2\/law_data\/323M40000100050) | 2026-10-15 |\n\n**\u8a3a\u7642\u306e\u8a18\u9332\u3092\u75c5\u5e8a\u306e\u904b\u7528\u306b\u4f7f\u3048\u308b\u304b\u306f\u3001\u9662\u5185\u306e\u60c5\u5831\u306e\u7ba1\u7406\u306e\u898f\u7a0b\u3068\u59d4\u54e1\u4f1a\u306e\u5224\u65ad\u3067\u78ba\u304b\u3081\u3066\u304f\u3060\u3055\u3044\u3002** \u672c\u8a18\u4e8b\u306f\u4e0a\u8a18\u306e\u516c\u958b\u8cc7\u6599\u3067\u78ba\u8a8d\u3067\u304d\u305f\u7bc4\u56f2\u3060\u3051\u3092\u6271\u3063\u3066\u304a\u308a\u3001\u8a3a\u7642\u5831\u916c\u4e0a\u306e\u75c5\u5e8a\u306e\u6271\u3044\u306f\u6271\u3063\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":[],"uc_ai_service":[],"uc_automation":[138],"uc_industry":[29],"uc_department":[49],"uc_task":[62],"uc_issue":[71,76,70],"uc_effect":[86,82,78],"uc_ai_function":[94],"class_list":["post-16321","ai_usecase","type-ai_usecase","status-publish","hentry","uc_automation-python","uc_industry-medical","uc_department-corporate-planning","uc_task-analysis","uc_issue-short-staffed","uc_issue-slow-decision","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\/16321","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\/16321\/revisions"}],"wp:attachment":[{"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/media?parent=16321"}],"wp:term":[{"taxonomy":"uc_ai_model","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_ai_model?post=16321"},{"taxonomy":"uc_ai_service","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_ai_service?post=16321"},{"taxonomy":"uc_automation","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_automation?post=16321"},{"taxonomy":"uc_industry","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_industry?post=16321"},{"taxonomy":"uc_department","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_department?post=16321"},{"taxonomy":"uc_task","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_task?post=16321"},{"taxonomy":"uc_issue","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_issue?post=16321"},{"taxonomy":"uc_effect","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_effect?post=16321"},{"taxonomy":"uc_ai_function","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_ai_function?post=16321"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}