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\u540d\u7c3f\u306e\u5c4a\u304f\u65e5\u306f\u5951\u7d04\u3054\u3068\u306b\u9055\u3046\u306e\u3067\u3001**3\u3064\u306e\u5951\u7d04\u306e\u540d\u7c3f\u304c\u305d\u308d\u3063\u305f\u6642\u70b9\u3067\u3001\u62c5\u5f53\u8005\u304c\u5b9f\u884c\u3057\u307e\u3059\u3002** \u6bce\u670810\u65e5\u306e\u671d\u306b\u81ea\u52d5\u3067\u52d5\u304b\u3057\u3001\u305d\u308d\u3063\u3066\u3044\u306a\u3044\u5951\u7d04\u304c\u3042\u308c\u3070\u305d\u306e\u5951\u7d04\u3060\u3051\u3092\u300c\u540d\u7c3f\u672a\u7740\u300d\u3068\u3057\u3066\u98db\u3070\u3059\u5f62\u3067\u3082\u69cb\u3044\u307e\u305b\u3093\u3002\n\n**\u4eba\u4e8b\u30b7\u30b9\u30c6\u30e0\u306e\u7570\u52d5\u30c7\u30fc\u30bf\u306f\u3001\u305d\u306e\u6708\u306e\u7d66\u4e0e\u306e\u7de0\u3081\u306e\u5f8c\u306b\u66f8\u304d\u51fa\u3057\u307e\u3059\u3002** \u7de0\u3081\u306e\u524d\u306f\u3001\u6708\u672b\u306e\u9000\u8077\u3084\u7fcc\u67081\u65e5\u4ed8\u306e\u5165\u793e\u304c\u307e\u3060\u5165\u3063\u3066\u3044\u306a\u3044\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002**\u540d\u7c3f\u3068\u7570\u52d5\u30c7\u30fc\u30bf\u306e\u300c\u3044\u3064\u6642\u70b9\u304b\u300d\u304c\u305a\u308c\u308b\u3068\u3001\u6b63\u3057\u3044\u884c\u307e\u3067\u5dee\u7570\u3068\u3057\u3066\u51fa\u307e\u3059\u3002** \u5b9f\u884c\u306e\u8a18\u9332\u306b\u3001\u540d\u7c3f\u306e\u4f5c\u6210\u65e5\u3068\u7570\u52d5\u30c7\u30fc\u30bf\u306e\u66f8\u304d\u51fa\u3057\u65e5\u3092\u6b8b\u3057\u307e\u3059\u3002\n\n**\u5c4a\u3051\u51fa\u306e\u7de0\u5207\u304c\u8fd1\u3044\u6708\u306f\u3001\u7de0\u5207\u306e5\u55b6\u696d\u65e5\u524d\u306b\u3082\u3046\u4e00\u5ea6\u52d5\u304b\u3057\u307e\u3059\u3002** 1\u56de\u76ee\u3067\u51fa\u305f\u5dee\u7570\u306e\u3046\u3061\u3001\u307e\u3060\u5c4a\u3051\u51fa\u3066\u3044\u306a\u3044\u3082\u306e\u3060\u3051\u3092\u6d17\u3044\u76f4\u3059\u305f\u3081\u3067\u3059\u3002","input_data":"| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u52a0\u5165\u8005\u540d\u7c3f | \u88ab\u4fdd\u967a\u8005\u306e\u756a\u53f7\u3001\u6c0f\u540d\u306e\u30ab\u30ca\u3001\u751f\u5e74\u6708\u65e5\u3001\u6027\u5225\u3001\u52a0\u5165\u65e5\u3001\u4fdd\u967a\u91d1\u984d\u306e\u533a\u5206\u3001\u72b6\u614b\uff08\u4f11\u8077\u306a\u3069\uff09 | \u4fdd\u967a\u4f1a\u793e\u30fb\u4ee3\u7406\u5e97\u304b\u3089\u5c4a\u304fExcel |\n| \u5728\u7c4d\u8005\u306e\u4e00\u89a7 | \u793e\u54e1\u756a\u53f7\u3001\u6c0f\u540d\u3001\u6c0f\u540d\u306e\u30ab\u30ca\u3001\u751f\u5e74\u6708\u65e5\u3001\u96c7\u7528\u533a\u5206\u3001\u5165\u793e\u65e5\u3001\u5728\u7c4d\u306e\u72b6\u614b | \u4eba\u4e8b\u30b7\u30b9\u30c6\u30e0\u306eCSV |\n| \u7570\u52d5\u30c7\u30fc\u30bf | \u793e\u54e1\u756a\u53f7\u3001\u7570\u52d5\u306e\u7a2e\u985e\uff08\u5165\u793e\u30fb\u9000\u8077\u30fb\u4f11\u8077\u30fb\u5fa9\u8077\u30fb\u51fa\u5411\u30fb\u6c0f\u540d\u5909\u66f4\u306a\u3069\uff09\u3001\u767a\u4ee4\u65e5\u3001**\u5099\u8003\u306e\u81ea\u7531\u8a18\u8ff0** | \u4eba\u4e8b\u30b7\u30b9\u30c6\u30e0\u306eCSV |\n| \u5c4a\u3051\u51fa\u306e\u8a18\u9332 | \u5951\u7d04\u3001\u793e\u54e1\u756a\u53f7\u3001\u5c4a\u3051\u51fa\u306e\u7a2e\u985e\u3001\u5c4a\u3051\u51fa\u305f\u65e5\u3001\u540d\u7c3f\u3078\u306e\u53cd\u6620\u3092\u78ba\u304b\u3081\u305f\u65e5 | \u4eba\u4e8b\u90e8\u3067\u6301\u3064\u8868 |\n| \u5bfe\u5fdc\u8868 | \u793e\u54e1\u756a\u53f7\u3068\u3001\u5951\u7d04\u3054\u3068\u306e\u88ab\u4fdd\u967a\u8005\u306e\u756a\u53f7 | \u4eba\u4e8b\u90e8\u3067\u6301\u3064\u8868\uff08\u6700\u521d\u306b\u4f5c\u308b\uff09 |\n| \u52a0\u5165\u8cc7\u683c\u306e\u8868 | \u5951\u7d04\u3054\u3068\u306b\u3001\u3069\u306e\u96c7\u7528\u533a\u5206\u30fb\u3069\u306e\u72b6\u614b\u306a\u3089\u88ab\u4fdd\u967a\u8005\u304b | \u5951\u7d04\u66f8\u3068\u4e8b\u52d9\u306e\u624b\u5f15\u304d\u304b\u3089\u4f5c\u308b |\n\n**\u8cea\u3092\u6c7a\u3081\u308b\u306e\u306f\u3001\u4e0b\u306e3\u3064\u3067\u3059\u3002** \u540d\u7c3f\u3068\u4eba\u4e8b\u30c7\u30fc\u30bf\u306f\u5c4a\u3044\u305f\u3082\u306e\u3092\u8aad\u3080\u3060\u3051\u3067\u3059\u304c\u3001**\u5c4a\u3051\u51fa\u306e\u8a18\u9332\u304c\u7121\u3051\u308c\u3070 `pending` 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\u5206\u304b\u3089\u306a\u3044\u9805\u76ee\u306f\u3001\u4ee3\u7406\u5e97\u306b\u554f\u3044\u5408\u308f\u305b\u3066\u57cb\u3081\u307e\u3059\u3002","data_source":"\u540d\u7c3f\u306f\u3001\u5951\u7d04\u3054\u3068\u306e\u53d7\u3051\u53d6\u308a\u30d5\u30a9\u30eb\u30c0\u304b\u3089\u8aad\u307f\u307e\u3059\u3002**\u30b7\u30fc\u30c8\u306e\u540d\u524d\u3068\u5217\u306e\u4e26\u3073\u304c\u3001\u4fdd\u967a\u4f1a\u793e\u306b\u3088\u3063\u3066\u9055\u3044\u307e\u3059\u3002** \u5951\u7d04\u3054\u3068\u306b\u300c\u3069\u306e\u5217\u304c\u6c0f\u540d\u306e\u30ab\u30ca\u304b\u300d\u3092\u66f8\u3044\u305f\u8a2d\u5b9a\u3092\u6301\u3061\u3001\u8aad\u3080\u3068\u304d\u306b\u5217\u306e\u540d\u524d\u3092\u305d\u308d\u3048\u307e\u3059\u3002**\u5217\u306e\u4e26\u3073\u304c\u5909\u308f\u3063\u305f\u6708\u306f\u3001\u8a2d\u5b9a\u3068\u5408\u308f\u305a\u306b\u6b62\u307e\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002** \u9ed9\u3063\u3066\u5225\u306e\u5217\u3092\u8aad\u3080\u3088\u308a\u306f\u3001\u6b62\u307e\u3063\u305f\u307b\u3046\u304c\u5b89\u5168\u3067\u3059\u3002\n\n| \u53d6\u308b\u3082\u306e | \u3069\u3053\u304b\u3089 | \u4f55\u306b\u4f7f\u3046\u304b |\n|:--|:--|:--|\n| \u4eca\u6708\u306e\u540d\u7c3f | \u53d7\u3051\u53d6\u308a\u30d5\u30a9\u30eb\u30c0\u306eExcel | \u540d\u7c3f\u306e\u5b9f\u969b |\n| \u524d\u6708\u306e\u540d\u7c3f | \u524d\u6708\u306e\u5b9f\u884c\u3067\u4fdd\u5b58\u3057\u305f\u5199\u3057 | \u540d\u7c3f\u306e\u5074\u3067\u5897\u3048\u305f\u884c\u30fb\u6e1b\u3063\u305f\u884c\u30fb\u5909\u308f\u3063\u305f\u884c\u306e\u628a\u63e1 |\n| \u5728\u7c4d\u8005\u306e\u4e00\u89a7 | \u4eba\u4e8b\u30b7\u30b9\u30c6\u30e0\u306eCSV | \u300c\u8f09\u3063\u3066\u3044\u308b\u3079\u304d\u4eba\u300d\u306e\u571f\u53f0 |\n| \u524d\u6708\u306e\u7570\u52d5\u30c7\u30fc\u30bf | \u4eba\u4e8b\u30b7\u30b9\u30c6\u30e0\u306eCSV | \u7570\u52d5\u306e\u7a2e\u985e\u3068\u767a\u4ee4\u65e5\u3001\u5099\u8003 |\n| \u5c4a\u3051\u51fa\u306e\u8a18\u9332 | \u4eba\u4e8b\u90e8\u306e\u8868 | `pending` \u306e\u5224\u5b9a |\n\n**\u5728\u7c4d\u8005\u306e\u4e00\u89a7\u306f\u3001\u7570\u52d5\u30c7\u30fc\u30bf\u3068\u306f\u5225\u306b\u53d6\u308a\u307e\u3059\u3002** \u7570\u52d5\u30c7\u30fc\u30bf\u3060\u3051\u3092\u898b\u308b\u3068\u3001\u7570\u52d5\u306e\u7121\u304b\u3063\u305f\u4eba\u306e\u540d\u7c3f\u306e\u8aa4\u308a\u306b\u6c17\u3065\u3051\u307e\u305b\u3093\u3002**\u4f55\u5e74\u3082\u524d\u306e\u9000\u8077\u8005\u304c\u540d\u7c3f\u306b\u6b8b\u3063\u3066\u3044\u308b\u3001\u3068\u3044\u3046\u578b\u306f\u3001\u5728\u7c4d\u8005\u306e\u4e00\u89a7\u3068\u540d\u7c3f\u3092\u5168\u4ef6\u3067\u7a81\u304d\u5408\u308f\u305b\u3066\u521d\u3081\u3066\u51fa\u307e\u3059\u3002**","preprocessing":"1. **\u8868\u8a18\u3092\u305d\u308d\u3048\u308b** \u2026 \u540d\u7c3f\u3068\u4eba\u4e8b\u30c7\u30fc\u30bf\u306e\u6c0f\u540d\u306e\u30ab\u30ca\u306b `unicodedata.normalize(\"NFKC\", ...)` \u3092\u304b\u3051\u3001\u7a7a\u767d\u3092\u53d6\u308a\u9664\u304d\u307e\u3059\u3002\u534a\u89d2\u306e\u30ab\u30ca\u304c\u5168\u89d2\u306b\u306a\u308a\u307e\u3059\n2. **\u5c0f\u66f8\u304d\u306e\u6587\u5b57\u3068\u9577\u97f3\u3092\u305d\u308d\u3048\u308b** \u2026 \u300c\u30a1\u300d\u3068\u300c\u30a2\u300d\u3001\u300c\u30fc\u300d\u3068\u300c\uff0d\u300d\u306e\u6271\u3044\u3092\u3001\u6bd4\u3079\u308b\u3068\u304d\u3060\u3051\u540c\u3058\u306b\u3057\u307e\u3059\u3002**\u5143\u306e\u5024\u306f\u6b8b\u3057\u307e\u3059**\n3. **\u751f\u5e74\u6708\u65e5\u3092\u305d\u308d\u3048\u308b** \u2026 \u548c\u66a6\u30fb\u897f\u66a6\u30fb\u533a\u5207\u308a\u306e\u8a18\u53f7\u306e\u9055\u3044\u3092\u3001\u65e5\u4ed8\u306e\u578b\u306b\u76f4\u3057\u307e\u3059\u3002\u76f4\u305b\u306a\u3044\u5024\u306f\u7a7a\u306b\u305b\u305a\u3001\u305d\u306e\u307e\u307e `needs_human` \u306b\u56de\u3057\u307e\u3059\n4. **\u793e\u54e1\u756a\u53f7\u3092\u4ed8\u3051\u308b** \u2026 \u5bfe\u5fdc\u8868\u3067\u3001\u540d\u7c3f\u306e\u884c\u306b\u793e\u54e1\u756a\u53f7\u3092\u4ed8\u3051\u307e\u3059\n5. **\u5bfe\u5fdc\u8868\u3067\u4ed8\u304b\u306a\u3044\u884c\u306e\u5019\u88dc\u3092\u63a2\u3059** \u2026 \u6b63\u898f\u5316\u3057\u305f\u6c0f\u540d\u306e\u30ab\u30ca\u3068\u751f\u5e74\u6708\u65e5\u304c\u4e00\u81f4\u3059\u308b\u5728\u7c4d\u8005\u30fb\u9000\u8077\u8005\u3092\u63a2\u3057\u307e\u3059\u3002**1\u4eba\u306a\u3089\u4eee\u306b\u4ed8\u3051\u3066\u5370\u3092\u6b8b\u3057\u30012\u4eba\u4ee5\u4e0a\u304b0\u4eba\u306a\u3089\u4eba\u3078\u56de\u3057\u307e\u3059**\n6. **\u65e7\u59d3\u3092\u8db3\u3059** \u2026 \u6c0f\u540d\u5909\u66f4\u306e\u7570\u52d5\u304c\u3042\u308b\u4eba\u306f\u3001\u5909\u66f4\u524d\u306e\u6c0f\u540d\u306e\u30ab\u30ca\u3067\u3082\u63a2\u3057\u307e\u3059\u3002\u6539\u59d3\u306e\u5c4a\u3051\u51fa\u304c\u6e08\u3093\u3067\u3044\u306a\u3044\u540d\u7c3f\u306f\u3001\u65e7\u59d3\u306e\u307e\u307e\u3067\u3059\n7. **\u91cd\u8907\u3092\u78ba\u304b\u3081\u308b** \u2026 \u540d\u7c3f\u306e\u4e2d\u306b\u540c\u3058\u793e\u54e1\u756a\u53f7\u304c2\u884c\u306a\u3044\u304b\u3092\u3001`merge` \u306e `validate=\"one_to_one\"` \u3067\u78ba\u304b\u3081\u307e\u3059\n\n**5\u756a\u76ee\u3067\u3001\u6c0f\u540d\u3060\u3051\u3067\u4ed8\u3051\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u540c\u59d3\u540c\u540d\u3067\u751f\u5e74\u6708\u65e5\u307e\u3067\u540c\u3058\u4eba\u306f\u5c11\u306a\u3044\u3082\u306e\u306e\u3001**2,400\u540d\u3068\u9000\u8077\u8005\u3092\u5408\u308f\u305b\u308b\u3068\u3001\u6c0f\u540d\u306e\u30ab\u30ca\u3060\u3051\u3067\u4e00\u81f4\u3059\u308b\u4eba\u306f\u5fc5\u305a\u3044\u307e\u3059\u3002** \u751f\u5e74\u6708\u65e5\u307e\u3067\u5408\u308f\u305b\u3001\u305d\u308c\u3067\u3082\u8907\u6570\u306a\u3089\u4eba\u304c\u6c7a\u3081\u307e\u3059\u3002\u4eee\u306b\u4ed8\u3051\u305f\u3082\u306e\u306f\u3001\u62c5\u5f53\u8005\u304c\u4e00\u5ea6\u78ba\u304b\u3081\u305f\u3089\u5bfe\u5fdc\u8868\u306b\u8db3\u3057\u3001\u7fcc\u6708\u304b\u3089\u306f\u5bfe\u5fdc\u8868\u3067\u4ed8\u304f\u3088\u3046\u306b\u3057\u307e\u3059\u3002","ai_processing":"**\u3055\u305b\u308b\u306e\u306f\u3001\u7570\u52d5\u30c7\u30fc\u30bf\u306e\u5099\u8003\u306e\u81ea\u7531\u8a18\u8ff0\u3092\u3001\u6c7a\u307e\u3063\u305f\u7570\u52d5\u306e\u7a2e\u985e\u306b\u5206\u3051\u308b\u3053\u3068\u3060\u3051\u3067\u3059\u3002** \u4eba\u4e8b\u30b7\u30b9\u30c6\u30e0\u306e\u7570\u52d5\u306e\u7a2e\u985e\u306f\u300c\u4f11\u8077\u300d\u300c\u51fa\u5411\u300d\u306e\u3088\u3046\u306a\u5927\u304d\u306a\u533a\u5206\u3057\u304b\u306a\u304f\u3001**\u79c1\u50b7\u75c5\u306e\u4f11\u8077\u304b\u3001\u80b2\u5150\u4f11\u696d\u304b\u3001\u4ecb\u8b77\u4f11\u696d\u304b\u306f\u5099\u8003\u306b\u66f8\u304b\u308c\u3066\u3044\u307e\u3059\u3002** \u56e3\u4f53\u4fdd\u967a\u306e\u6271\u3044\u304c\u5206\u304b\u308c\u308b\u306e\u306f\u3001\u3053\u306e\u7d30\u304b\u3044\u533a\u5206\u3067\u3059\u3002\n\n| \u7570\u52d5\u306e\u7a2e\u985e | \u5099\u8003\u306e\u4f8b | \u5224\u65ad\u3067\u304d\u306a\u3044\u3068\u304d\u306e\u6271\u3044 |\n|:--|:--|:--|\n| `leave_childcare`\uff08\u80b2\u5150\u4f11\u696d\uff09 | \u300c\u7523\u5f8c\u4f11\u696d\u306b\u7d9a\u3051\u3066\u80b2\u5150\u4f11\u696d\u300d | \u7523\u4f11\u304b\u80b2\u4f11\u304b\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070 `unknown` |\n| `leave_family_care`\uff08\u4ecb\u8b77\u4f11\u696d\uff09 | \u300c\u7236\u306e\u4ecb\u8b77\u306e\u305f\u3081\u300d | \u7406\u7531\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070 `unknown` |\n| `leave_sick`\uff08\u79c1\u50b7\u75c5\u306e\u4f11\u8077\uff09 | \u300c\u7642\u990a\u306e\u305f\u3081\u4f11\u8077\u300d | \u696d\u52d9\u4e0a\u304b\u79c1\u50b7\u75c5\u304b\u304c\u5206\u304b\u3089\u306a\u3051\u308c\u3070 `unknown` |\n| `secondment_keep`\uff08\u5728\u7c4d\u51fa\u5411\uff09 | \u300c\u95a2\u9023\u4f1a\u793e\u3078\u5728\u7c4d\u51fa\u5411\u300d | \u5728\u7c4d\u304b\u8ee2\u7c4d\u304b\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070 `unknown` |\n| `transfer_out`\uff08\u8ee2\u7c4d\uff09 | \u300c\u8ee2\u7c4d\u3001\u540c\u65e5\u4ed8\u3067\u9000\u8077\u300d | \u540c\u4e0a |\n| `employment_change`\uff08\u96c7\u7528\u533a\u5206\u306e\u5909\u66f4\uff09 | \u300c\u671f\u9593\u5f93\u696d\u54e1\u304b\u3089\u6b63\u793e\u54e1\u3078\u767b\u7528\u300d | \u5909\u66f4\u5f8c\u306e\u533a\u5206\u304c\u7121\u3051\u308c\u3070 `unknown` |\n| `name_change`\uff08\u6c0f\u540d\u306e\u5909\u66f4\uff09 | \u300c\u5a5a\u59fb\u306b\u3088\u308a\u6539\u59d3\u300d | \u5909\u66f4\u5f8c\u306e\u6c0f\u540d\u304c\u7121\u3051\u308c\u3070 `unknown` |\n| `other` | \u4e0a\u306e\u3069\u308c\u3067\u3082\u306a\u3044 | \u305d\u306e\u307e\u307e\u4eba\u3078 |\n\n**\u53f3\u7aef\u306e\u5217\u304c\u3001\u3053\u306e\u69cb\u6210\u3067\u3044\u3061\u3070\u3093\u5927\u4e8b\u306a\u533a\u5225\u3067\u3059\u3002** \u7a2e\u985e\u304c\u6c7a\u307e\u308c\u3070\u3001\u5c4a\u3051\u51fa\u304c\u8981\u308b\u304b\u306f\u52a0\u5165\u8cc7\u683c\u306e\u8868\u3067\u6a5f\u68b0\u7684\u306b\u6c7a\u307e\u308a\u307e\u3059\u3002**\u6c7a\u307e\u3089\u306a\u3044\u3082\u306e\u3092\u8fd1\u3044\u7a2e\u985e\u306b\u5bc4\u305b\u308b\u3068\u3001\u305d\u306e\u77ac\u9593\u306b\u8aa4\u3063\u305f\u5c4a\u3051\u51fa\u306e\u4e0b\u66f8\u304d\u304c\u51fa\u307e\u3059\u3002**\n\n| \u3055\u305b\u306a\u3044\u3053\u3068 | \u7406\u7531 |\n|:--|:--|\n| \u88ab\u4fdd\u967a\u8005\u3067\u3042\u308b\u3079\u304d\u304b\u306e\u5224\u65ad | \u5951\u7d04\u3054\u3068\u306e\u53d6\u308a\u6c7a\u3081\u3002\u52a0\u5165\u8cc7\u683c\u306e\u8868\u3067\u6c7a\u3081\u308b |\n| \u540d\u7c3f\u3068\u4eba\u4e8b\u30c7\u30fc\u30bf\u306e\u4eba\u306e\u3064\u306a\u304e | \u5bfe\u5fdc\u8868\u3068\u3001\u6c0f\u540d\u306e\u30ab\u30ca\u30fb\u751f\u5e74\u6708\u65e5\u306e\u4e00\u81f4\u3067\u6c7a\u3081\u308b |\n| \u5c4a\u3051\u51fa\u306e\u7de0\u5207\u306e\u8a08\u7b97 | \u5951\u7d04\u3054\u3068\u306e\u7de0\u5207\u306e\u8868\u304b\u3089\u6c7a\u3081\u308b |\n| \u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u7406\u7531\u306e\u88dc\u5b8c | \u300c\u4f11\u8077\u300d\u3068\u3060\u3051\u3042\u308c\u3070\u3001\u7406\u7531\u306f `unknown` \u306e\u307e\u307e |\n| \u5f93\u696d\u54e1\u3078\u306e\u8aac\u660e\u6587\u306e\u4f5c\u6210 | \u4fdd\u967a\u306e\u5185\u5bb9\u306e\u8aac\u660e\u306f\u3001\u4ee3\u7406\u5e97\u306e\u8cc7\u6599\u3067\u884c\u3046 |\n\n**4\u884c\u76ee\u304c\u3044\u3061\u3070\u3093\u8d77\u304d\u3084\u3059\u3044\u5931\u6557\u3067\u3059\u3002** \u300c\u4f11\u8077\u300d\u3068\u3060\u3051\u66f8\u304b\u308c\u305f\u5099\u8003\u3092\u6e21\u3059\u3068\u3001\u4f11\u8077\u306e\u5927\u534a\u304c\u79c1\u50b7\u75c5\u3067\u3042\u308b\u3053\u3068\u304b\u3089 `leave_sick` \u3092\u9078\u3073\u304c\u3061\u3067\u3059\u3002**\u6307\u793a\u3067\u7981\u3058\u3001\u7406\u7531\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u3082\u306e\u306f `unknown` \u306b\u3057\u307e\u3059\u3002**","prompt_example":"```\n\u3042\u306a\u305f\u306f\u4eba\u4e8b\u90e8\u3067\u3001\u7570\u52d5\u30c7\u30fc\u30bf\u306e\u5099\u8003\u3092\u8aad\u307f\u3001\u7570\u52d5\u306e\u7a2e\u985e\u3092\u5206\u3051\u308b\u7acb\u5834\u3067\u3059\u3002\n\u5099\u8003\u306b\u66f8\u304b\u308c\u3066\u3044\u308b\u3053\u3068\u3060\u3051\u3092\u6839\u62e0\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u63a8\u6e2c\u3067\u57cb\u3081\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u5206\u3051\u308b\u7a2e\u985e\u3011\n- leave_childcare ..... \u80b2\u5150\u4f11\u696d\uff08\u7523\u524d\u7523\u5f8c\u4f11\u696d\u3092\u542b\u3080\u5834\u5408\u306f\u305d\u306e\u65e8\u3092 note \u306b\uff09\n- leave_family_care ... \u4ecb\u8b77\u4f11\u696d\n- leave_sick .......... \u79c1\u50b7\u75c5\u306b\u3088\u308b\u4f11\u8077\n- secondment_keep ..... \u5728\u7c4d\u3057\u305f\u307e\u307e\u306e\u51fa\u5411\n- transfer_out ........ \u8ee2\u7c4d\uff08\u5143\u306e\u4f1a\u793e\u3092\u9000\u8077\u3059\u308b\u51fa\u5411\uff09\n- employment_change ... \u96c7\u7528\u533a\u5206\u306e\u5909\u66f4\uff08\u5909\u66f4\u524d\u3068\u5909\u66f4\u5f8c\u3092 note \u306b\uff09\n- name_change ......... \u6c0f\u540d\u306e\u5909\u66f4\uff08\u5909\u66f4\u5f8c\u306e\u6c0f\u540d\u3092 new_name \u306b\uff09\n- other ............... \u4e0a\u306e\u3069\u308c\u3067\u3082\u306a\u3044\n- unknown ............. \u7a2e\u985e\u3092\u6c7a\u3081\u308b\u6750\u6599\u304c\u5099\u8003\u306b\u7121\u3044\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u5099\u8003\u306b\u7406\u7531\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070 unknown \u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n  \u300c\u4f11\u8077\u300d\u3068\u3060\u3051\u3042\u308b\u3068\u304d\u3001\u79c1\u50b7\u75c5\u3068\u6c7a\u3081\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u51fa\u5411\u306f\u3001\u5728\u7c4d\u304b\u8ee2\u7c4d\u304b\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070 unknown \u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- 1\u3064\u306e\u5099\u8003\u306b2\u3064\u306e\u7570\u52d5\u304c\u66f8\u304b\u308c\u3066\u3044\u308c\u3070\u30012\u4ef6\u306b\u5206\u3051\u3066\u304f\u3060\u3055\u3044\u3002\n- evidence \u306b\u306f\u3001\u5224\u65ad\u306e\u6839\u62e0\u306b\u3057\u305f\u5099\u8003\u306e\u6587\u5b57\u5217\u3092\u305d\u306e\u307e\u307e\u5199\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u56e3\u4f53\u4fdd\u967a\u306b\u52a0\u5165\u3059\u3079\u304d\u304b\u3001\u5c4a\u3051\u51fa\u304c\u8981\u308b\u304b\u306f\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u6c0f\u540d\u30fb\u793e\u54e1\u756a\u53f7\u30fb\u751f\u5e74\u6708\u65e5\u306f\u3001\u6e21\u3055\u308c\u3066\u3044\u3066\u3082\u51fa\u529b\u306b\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u65e5\u4ed8\u304c\u66f8\u304b\u308c\u3066\u3044\u308c\u3070\u3001\u66f8\u304b\u308c\u305f\u3068\u304a\u308a\u306b effective_date \u306b\u5199\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n  \u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070\u7a7a\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u767a\u4ee4\u65e5\u304b\u3089\u63a8\u6e2c\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u7570\u52d5\u306e\u7a2e\u985e\uff08\u4eba\u4e8b\u30b7\u30b9\u30c6\u30e0\u306e\u533a\u5206\uff09\u3011{change_type}\n\u3010\u767a\u4ee4\u65e5\u3011{effective_on}\n\u3010\u5099\u8003\u3011{remarks}\n```\n\n**\u300c\u52a0\u5165\u3059\u3079\u304d\u304b\u3001\u5c4a\u3051\u51fa\u304c\u8981\u308b\u304b\u306f\u66f8\u304b\u306a\u3044\u300d\u3092\u660e\u8a18\u3057\u306a\u3044\u3068\u3001\u89aa\u5207\u306b\u7d50\u8ad6\u307e\u3067\u66f8\u304d\u307e\u3059\u3002** \u7d50\u8ad6\u304c\u66f8\u304b\u308c\u3066\u3044\u308b\u3068\u3001\u62c5\u5f53\u8005\u306f\u305d\u308c\u3092\u8aad\u3093\u3067\u5224\u65ad\u3092\u7d42\u3048\u3066\u3057\u307e\u3044\u307e\u3059\u3002**\u5c4a\u3051\u51fa\u306e\u8981\u5426\u306f\u3001\u52a0\u5165\u8cc7\u683c\u306e\u8868\u304b\u3089\u51fa\u305f\u5024\u3060\u3051\u3092\u898b\u305b\u307e\u3059\u3002**\n\n**\u751f\u6210AI\u306b\u6e21\u3059\u306e\u306f\u3001\u5099\u8003\u3068\u533a\u5206\u3068\u767a\u4ee4\u65e5\u3060\u3051\u3067\u3059\u3002** \u6c0f\u540d\u3084\u793e\u54e1\u756a\u53f7\u306f\u6e21\u3055\u305a\u3001**\u884c\u306e\u756a\u53f7\u3067\u7d50\u679c\u3092\u5143\u306e\u884c\u306b\u623b\u3057\u307e\u3059\u3002** \u6307\u793a\u306b\u300c\u66f8\u304b\u306a\u3044\u3067\u300d\u3068\u3042\u308b\u306e\u306f\u3001\u8aa4\u3063\u3066\u6e21\u3057\u305f\u3068\u304d\u306e\u5b88\u308a\u3067\u3059\u3002","output_data":"**\u751f\u6210AI\u304b\u3089\u306f\u3001\u6b21\u306e\u5f62\u306eJSON\u3067\u53d7\u3051\u53d6\u308a\u307e\u3059\u3002**\n\n```json\n{\n  \"row_id\": \"\",\n  \"events\": [\n    { \"event_type\": \"leave_childcare | leave_family_care | leave_sick | secondment_keep | transfer_out | employment_change | name_change | other | unknown\",\n      \"effective_date\": \"\", \"new_name\": \"\", \"note\": \"\", \"evidence\": \"\" }\n  ]\n}\n```\n\n**Python \u306e\u5224\u5b9a\u306e\u7d50\u679c\u306f\u3001\u6b21\u306e\u8868\u3067\u5dee\u7570\u306e\u4e00\u89a7\u306b\u66f8\u304d\u51fa\u3057\u307e\u3059\u3002**\n\n| \u5217 | \u4e2d\u8eab |\n|:--|:--|\n| `contract` | \u5951\u7d04\uff08\u56e3\u4f53\u5b9a\u671f\uff0fGLTD\uff0f\u56e3\u4f53\u533b\u7642\uff09 |\n| `employee_id` | \u793e\u54e1\u756a\u53f7\uff08\u540d\u7c3f\u306e\u5074\u306f\u5bfe\u5fdc\u8868\u3067\u4ed8\u3051\u305f\u3082\u306e\uff09 |\n| `should_be_insured` | \u52a0\u5165\u8cc7\u683c\u306e\u8868\u304b\u3089\u6c7a\u3081\u305f\u300c\u8f09\u3063\u3066\u3044\u308b\u3079\u304d\u304b\u300d |\n| `on_roster` | `_merge` \u306e\u5024\uff08`both`\uff0f`left_only`\uff0f`right_only`\uff09 |\n| `diff_items` | \u4e21\u65b9\u306b\u3042\u308b\u4eba\u306e\u3001\u6c0f\u540d\u30fb\u72b6\u614b\u30fb\u4fdd\u967a\u91d1\u984d\u306e\u533a\u5206\u306e\u98df\u3044\u9055\u3044 |\n| `verdict` | `add_missing`\uff0f`remove_missing`\uff0f`change_missing`\uff0f`pending`\uff0f`needs_human` |\n| `filed_ref` | `pending` \u306e\u3068\u304d\u306e\u5c4a\u3051\u51fa\u306e\u8a18\u9332\u306e\u756a\u53f7 |\n| `deadline` | \u5951\u7d04\u3054\u3068\u306e\u7de0\u5207\u306e\u8868\u304b\u3089\u51fa\u3057\u305f\u5c4a\u3051\u51fa\u306e\u7de0\u5207 |\n\n**1\u3064\u76ee\u306e\u7406\u7531\u306f\u3001AI\u306e\u51fa\u529b\u3068\u5224\u5b9a\u3092\u5225\u306e\u5c64\u306b\u7f6e\u3051\u308b\u3053\u3068\u3067\u3059\u3002** `events` \u306fAI\u304c\u57cb\u3081\u3001`verdict` \u306f Python \u304c\u898f\u5247\u3067\u6c7a\u3081\u307e\u3059\u3002**\u52a0\u5165\u8cc7\u683c\u306e\u53d6\u308a\u6c7a\u3081\u304c\u5909\u308f\u3063\u3066\u3082\u3001\u76f4\u3059\u306e\u306f\u52a0\u5165\u8cc7\u683c\u306e\u8868\u3060\u3051\u3067\u3059\u3002**\n\n**2\u3064\u76ee\u306f\u3001`verdict` \u306e\u6c7a\u3081\u65b9\u3092\u8868\u3067\u898b\u305b\u3089\u308c\u308b\u3053\u3068\u3067\u3059\u3002**\n\n| \u6761\u4ef6 | `verdict` |\n|:--|:--|\n| \u8f09\u3063\u3066\u3044\u308b\u3079\u304d\u30fb\u540d\u7c3f\u306b\u7121\u3044\uff08`left_only`\uff09\u30fb\u5c4a\u3051\u51fa\u306e\u8a18\u9332\u304c\u7121\u3044 | `add_missing` |\n| \u8f09\u3063\u3066\u3044\u308b\u3079\u304d\u3067\u306a\u3044\u30fb\u540d\u7c3f\u306b\u3042\u308b\uff08`right_only`\uff09\u30fb\u5c4a\u3051\u51fa\u306e\u8a18\u9332\u304c\u7121\u3044 | `remove_missing` |\n| \u4e21\u65b9\u306b\u3042\u308a\u3001\u72b6\u614b\u304b\u6c0f\u540d\u304b\u4fdd\u967a\u91d1\u984d\u306e\u533a\u5206\u304c\u98df\u3044\u9055\u3046 | `change_missing` |\n| \u4e0a\u306e\u3044\u305a\u308c\u304b\u3067\u3001\u5c4a\u3051\u51fa\u306e\u8a18\u9332\u306b\u540c\u3058\u4eba\u30fb\u540c\u3058\u7a2e\u985e\u306e\u3082\u306e\u304c\u3042\u308b | `pending` |\n| \u793e\u54e1\u756a\u53f7\u304c\u4ed8\u304b\u306a\u3044\u3001`event_type` \u304c `unknown`\u3001\u52a0\u5165\u8cc7\u683c\u306e\u8868\u306b\u8a72\u5f53\u304c\u7121\u3044 | `needs_human` |\n\n**\u8981\u306f\u3001`unknown` \u3092\u898f\u5247\u306e\u5074\u3067\u5fc5\u305a\u4eba\u3078\u56de\u3059\u3053\u3068\u3067\u3059\u3002** \u7a2e\u985e\u304c\u6c7a\u307e\u3089\u306a\u3044\u3082\u306e\u3092 `add_missing` \u3084 `remove_missing` \u306b\u5165\u308c\u306a\u3044\u306e\u3067\u3001**AI\u304c\u8ff7\u3063\u305f\u884c\u304c\u3001\u305d\u306e\u307e\u307e\u5c4a\u3051\u51fa\u306e\u4e0b\u66f8\u304d\u306b\u306a\u308b\u3053\u3068\u306f\u3042\u308a\u307e\u305b\u3093\u3002**","integration_systems":"| \u3064\u306a\u304e\u5148 | \u65b9\u5f0f | \u5185\u5bb9 |\n|:--|:--|:--|\n| \u540d\u7c3f\u306e\u53d7\u3051\u53d6\u308a\u30d5\u30a9\u30eb\u30c0 | \u30d5\u30a1\u30a4\u30eb\u306e\u8aad\u307f\u53d6\u308a | \u5951\u7d04\u3054\u3068\u306e\u540d\u7c3f\u306eExcel |\n| \u4eba\u4e8b\u30b7\u30b9\u30c6\u30e0 | CSV\u306e\u66f8\u304d\u51fa\u3057\uff08\u62c5\u5f53\u8005\u304c\u5b9f\u884c\uff09 | \u5728\u7c4d\u8005\u306e\u4e00\u89a7\u3068\u524d\u6708\u306e\u7570\u52d5\u30c7\u30fc\u30bf |\n| Claude API | API\u547c\u3073\u51fa\u3057 | \u5099\u8003\u306e\u5206\u985e |\n| \u5c4a\u3051\u51fa\u306e\u8a18\u9332 | \u8868\u306e\u8aad\u307f\u53d6\u308a\u3068\u8ffd\u8a18 | `pending` \u306e\u5224\u5b9a\u3068\u3001\u9001\u3063\u305f\u5c4a\u3051\u51fa\u306e\u8a18\u9332 |\n| \u4eba\u4e8b\u90e8\u306e\u5171\u6709\u30d5\u30a9\u30eb\u30c0 | \u30d5\u30a1\u30a4\u30eb\u306e\u66f8\u304d\u51fa\u3057 | \u5dee\u7570\u306e\u4e00\u89a7\u3068\u5951\u7d04\u3054\u3068\u306e\u5c4a\u3051\u51fa\u306e\u4e0b\u66f8\u304d |\n\n**\u4fdd\u967a\u4f1a\u793e\u30fb\u4ee3\u7406\u5e97\u3078\u306f\u3001\u3053\u306e\u69cb\u6210\u304b\u3089\u306f\u9001\u308a\u307e\u305b\u3093\u3002** \u5c4a\u3051\u51fa\u306e\u4e0b\u66f8\u304d\u3092\u4f5c\u308b\u3068\u3053\u308d\u307e\u3067\u3067\u3001**\u69d8\u5f0f\u3078\u306e\u8ee2\u8a18\u3068\u9001\u4ed8\u306f\u4eba\u304c\u884c\u3044\u307e\u3059\u3002** \u9001\u3063\u305f\u5f8c\u306b\u5c4a\u3051\u51fa\u306e\u8a18\u9332\u30781\u884c\u8db3\u3059\u306e\u3082\u4eba\u306e\u4f5c\u696d\u3067\u3001\u3053\u308c\u3092\u5fd8\u308c\u308b\u3068\u7fcc\u6708\u306e `pending` \u304c\u5224\u5b9a\u3067\u304d\u307e\u305b\u3093\u3002**\u5c4a\u3051\u51fa\u306e\u4e0b\u66f8\u304d\u306e\u6700\u5f8c\u306e\u5217\u306b\u300c\u9001\u3063\u305f\u65e5\u300d\u3092\u7a7a\u3051\u3066\u304a\u304d\u3001\u305d\u3053\u3092\u57cb\u3081\u308b\u3068\u8a18\u9332\u306b\u79fb\u308b**\u5f62\u306b\u3059\u308b\u3068\u3001\u5fd8\u308c\u306b\u304f\u304f\u306a\u308a\u307e\u3059\u3002","human_review":"**\u4eba\u304c\u898b\u308b\u306e\u306f\u3001\u5dee\u7570\u306e\u4e00\u89a7\u306b\u51fa\u305f\u884c\u3060\u3051\u3067\u3059\u3002** \u540d\u7c3f\u3068\u4eba\u4e8b\u30c7\u30fc\u30bf\u304c\u5408\u3063\u3066\u3044\u308b\u884c\u306f\u4e00\u89a7\u306b\u51fa\u307e\u305b\u3093\u3002\u5168\u884c\u3092\u958b\u304f\u8a2d\u8a08\u306b\u3059\u308b\u3068\u3001\u7b2c10\u7ae0\u306e6.0\u6642\u9593\u306b\u306f\u53ce\u307e\u308a\u307e\u305b\u3093\u3002\n\n1. **`needs_human` \u3092\u5148\u306b\u898b\u308b** \u2026 \u793e\u54e1\u756a\u53f7\u304c\u4ed8\u304b\u306a\u304b\u3063\u305f\u884c\u3001\u7570\u52d5\u306e\u7a2e\u985e\u304c `unknown` \u306e\u884c\u3067\u3059\u3002**\u591a\u304f\u306f\u3001\u5bfe\u5fdc\u8868\u3078\u306e\u8ffd\u52a0\u304b\u3001\u4eba\u4e8b\u30b7\u30b9\u30c6\u30e0\u306e\u5099\u8003\u306e\u66f8\u304d\u8db3\u3057\u3067\u7247\u4ed8\u304d\u307e\u3059**\n2. **`remove_missing` \u3092\u78ba\u304b\u3081\u308b** \u2026 \u9000\u8077\u3057\u305f\u4eba\u304c\u540d\u7c3f\u306b\u6b8b\u3063\u3066\u3044\u308b\u884c\u3067\u3059\u3002**\u9000\u8077\u65e5\u3068\u3001\u5951\u7d04\u306e\u53d6\u308a\u6c7a\u3081\u3067\u8131\u9000\u304c\u3044\u3064\u4ed8\u3051\u306b\u306a\u308b\u304b\u3092\u78ba\u304b\u3081\u307e\u3059**\n3. **`add_missing` \u3092\u78ba\u304b\u3081\u308b** \u2026 \u52a0\u5165\u306e\u8cc7\u683c\u304c\u3042\u308b\u306e\u306b\u540d\u7c3f\u306b\u7121\u3044\u884c\u3067\u3059\u3002**\u4efb\u610f\u52a0\u5165\u306e\u4fdd\u967a\u3067\u306f\u3001\u672c\u4eba\u304c\u7533\u3057\u8fbc\u3093\u3067\u3044\u306a\u3044\u3060\u3051\u306e\u3053\u3068\u304c\u3042\u308a\u307e\u3059**\n4. **`change_missing` \u3092\u78ba\u304b\u3081\u308b** \u2026 \u4f11\u8077\u30fb\u5fa9\u8077\u3001\u6539\u59d3\u3001\u4fdd\u967a\u91d1\u984d\u306e\u533a\u5206\u306e\u98df\u3044\u9055\u3044\u3067\u3059\n5. **`pending` \u3092\u6d41\u3057\u898b\u308b** \u2026 \u5c4a\u3051\u51fa\u304b\u3089\u65e5\u304c\u7d4c\u3063\u3066\u3082\u53cd\u6620\u3055\u308c\u3066\u3044\u306a\u3044\u3082\u306e\u306f\u3001\u4ee3\u7406\u5e97\u306b\u554f\u3044\u5408\u308f\u305b\u307e\u3059\n6. **\u5224\u5b9a\u3092\u8986\u3057\u305f\u3089\u8a18\u9332\u3059\u308b** \u2026 \u3069\u306e\u884c\u3092\u3001\u3069\u306e\u5224\u5b9a\u306b\u5909\u3048\u305f\u304b\u3092\u6b8b\u3057\u307e\u3059\n\n**3\u756a\u76ee\u3092\u6025\u304c\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u4efb\u610f\u52a0\u5165\u306e\u56e3\u4f53\u533b\u7642\u4fdd\u967a\u3067\u300c\u8cc7\u683c\u306f\u3042\u308b\u304c\u5165\u3063\u3066\u3044\u306a\u3044\u300d\u306e\u306f\u3001\u672c\u4eba\u306e\u9078\u629e\u3067\u3042\u308b\u3053\u3068\u304c\u307b\u3068\u3093\u3069\u3067\u3059\u3002**\u52a0\u5165\u8cc7\u683c\u306e\u8868\u3067\u3001\u4efb\u610f\u52a0\u5165\u306e\u5951\u7d04\u306b\u306f\u300c\u7533\u8fbc\u306e\u8a18\u9332\u304c\u3042\u308b\u4eba\u3060\u3051\u3092\u8f09\u3063\u3066\u3044\u308b\u3079\u304d\u3068\u3059\u308b\u300d\u3068\u66f8\u3044\u3066\u304a\u304d\u307e\u3059\u3002**\n\n**\u76ee\u6a19\u306f\u3001360\u884c\u3092\u306a\u3089\u3057\u30661\u884c1\u5206\u3067\u3059\u3002** \u5dee\u7570\u306e\u4e00\u89a7\u306b\u51fa\u308b\u306e\u306f\u5168\u4f53\u306e\u4e00\u90e8\u3068\u3044\u3046\u60f3\u5b9a\u3067\u3001**\u305d\u308c\u3088\u308a\u591a\u3044\u6708\u306f\u3001\u5bfe\u5fdc\u8868\u304b\u52a0\u5165\u8cc7\u683c\u306e\u8868\u306b\u629c\u3051\u304c\u3042\u308a\u307e\u3059\u3002**","exception_handling":"| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u540d\u7c3f\u306e\u5217\u306e\u4e26\u3073\u304c\u5909\u308f\u3063\u305f | \u8a2d\u5b9a\u3068\u5408\u308f\u306a\u3044\u306e\u3067\u6b62\u3081\u308b\u3002**\u8a2d\u5b9a\u3092\u76f4\u3057\u3066\u304b\u3089\u5b9f\u884c\u3057\u76f4\u3059** |\n| \u540d\u7c3f\u306e\u540c\u3058\u793e\u54e1\u756a\u53f7\u304c2\u884c\u3042\u308b | `validate=\"one_to_one\"` \u3067\u6b62\u307e\u308b\u3002**\u3069\u3061\u3089\u304b\u304c\u53e4\u3044\u884c\u304b\u3001\u5bfe\u5fdc\u8868\u306e\u8aa4\u308a\u304b\u3092\u78ba\u304b\u3081\u308b** |\n| \u6c0f\u540d\u306e\u30ab\u30ca\u3068\u751f\u5e74\u6708\u65e5\u3067\u5019\u88dc\u304c2\u4eba\u4ee5\u4e0a | \u4eee\u306b\u4ed8\u3051\u305a `needs_human` |\n| \u751f\u5e74\u6708\u65e5\u304c\u65e5\u4ed8\u306b\u76f4\u305b\u306a\u3044 | \u7a7a\u306b\u305b\u305a `needs_human` |\n| \u5099\u8003\u304c\u7a7a\u3067\u3001\u533a\u5206\u304c\u300c\u4f11\u8077\u300d\u3060\u3051 | AI\u306b\u6e21\u3055\u305a `unknown` \u3068\u3057\u3066 `needs_human` |\n| Claude API \u304c\u5fdc\u7b54\u3057\u306a\u3044\u30fb\u5f62\u306e\u5408\u308f\u306a\u3044JSON | \u305d\u306e\u884c\u3092 `needs_human` \u306b\u3057\u3001\u4ed6\u306e\u884c\u306e\u5224\u5b9a\u306f\u7d9a\u3051\u308b |\n| \u7570\u52d5\u30c7\u30fc\u30bf\u306e\u66f8\u304d\u51fa\u3057\u304c\u7d66\u4e0e\u306e\u7de0\u3081\u3088\u308a\u524d | \u66f8\u304d\u51fa\u3057\u65e5\u3092\u898b\u3066\u8b66\u544a\u3092\u51fa\u3057\u3001\u7de0\u3081\u306e\u5f8c\u306b\u53d6\u308a\u76f4\u3059 |\n| \u5951\u7d04\u306e\u540d\u7c3f\u304c\u672a\u7740 | \u305d\u306e\u5951\u7d04\u3060\u3051\u3092\u98db\u3070\u3057\u3001\u300c\u540d\u7c3f\u672a\u7740\u300d\u3068\u3057\u3066\u4e00\u89a7\u306b\u6b8b\u3059 |\n| \u5c4a\u3051\u51fa\u306e\u8a18\u9332\u306b\u540c\u3058\u4eba\u306e\u5c4a\u3051\u51fa\u304c2\u4ef6 | \u65b0\u3057\u3044\u307b\u3046\u3092\u898b\u3066 `pending`\u3002**\u53e4\u3044\u307b\u3046\u304c\u53d6\u308a\u6d88\u3057\u6e08\u307f\u304b\u3092\u78ba\u304b\u3081\u308b** |\n\n**\u4e0a\u304b\u30893\u884c\u76ee\u307e\u3067\u304c\u5927\u534a\u3092\u5360\u3081\u307e\u3059\u3002** \u3069\u308c\u3082AI\u306e\u554f\u984c\u3067\u306f\u306a\u304f\u3001**\u540d\u7c3f\u3068\u4eba\u4e8b\u30c7\u30fc\u30bf\u3092\u3064\u306a\u3050\u9375\u306e\u554f\u984c\u3067\u3059\u3002** \u5bfe\u5fdc\u8868\u3092\u80b2\u3066\u308b\u307b\u3069\u3001\u6bce\u6708\u306e `needs_human` \u306f\u6e1b\u3063\u3066\u3044\u304d\u307e\u3059\u3002","log_storage":"- \u5b9f\u884c\u3054\u3068\u306b\u3001\u8aad\u307f\u8fbc\u3093\u3060\u540d\u7c3f\u30fb\u5728\u7c4d\u8005\u306e\u4e00\u89a7\u30fb\u7570\u52d5\u30c7\u30fc\u30bf\u306e**\u30d5\u30a1\u30a4\u30eb\u540d\u3068\u4f5c\u6210\u65e5\u30fb\u66f8\u304d\u51fa\u3057\u65e5**\n- \u524d\u6708\u306e\u540d\u7c3f\u306e\u5199\u3057\uff08\u7fcc\u6708\u306e\u5dee\u5206\u306e\u305f\u3081\uff09\n- Claude API \u306b\u6e21\u3057\u305f\u5099\u8003\u3068\u8fd4\u3063\u3066\u304d\u305fJSON\uff08**\u6c0f\u540d\u30fb\u793e\u54e1\u756a\u53f7\u306f\u542b\u3081\u306a\u3044**\uff09\n- \u5224\u5b9a\u306e\u7d50\u679c\uff08`should_be_insured`\u3001`on_roster`\u3001`verdict`\uff09\u3068\u3001**\u305d\u306e\u3068\u304d\u4f7f\u3063\u305f\u52a0\u5165\u8cc7\u683c\u306e\u8868\u306e\u7248**\n- **\u4eba\u304c\u5224\u5b9a\u3092\u8986\u3057\u305f\u8a18\u9332** \u2026 \u3069\u306e\u884c\u3092\u3001\u3069\u3061\u3089\u306b\u5909\u3048\u305f\u304b\n- \u5c4a\u3051\u51fa\u306e\u8a18\u9332\uff08\u9001\u3063\u305f\u65e5\u3001\u540d\u7c3f\u3078\u306e\u53cd\u6620\u3092\u78ba\u304b\u3081\u305f\u65e5\uff09\n\n**\u5224\u5b9a\u306e\u7d50\u679c\u306b\u300c\u52a0\u5165\u8cc7\u683c\u306e\u8868\u306e\u7248\u300d\u3092\u6b8b\u3059\u306e\u306f\u3001\u53d6\u308a\u6c7a\u3081\u304c\u5f8c\u304b\u3089\u5909\u308f\u308b\u305f\u3081\u3067\u3059\u3002** \u5951\u7d04\u306e\u66f4\u65b0\u3067\u4f11\u8077\u8005\u306e\u6271\u3044\u304c\u5909\u308f\u308b\u3068\u3001\u904e\u53bb\u306e\u5224\u5b9a\u306e\u610f\u5473\u304c\u5909\u308f\u308a\u307e\u3059\u3002**\u5f53\u6642\u306e\u8868\u304c\u6b8b\u3063\u3066\u3044\u306a\u3044\u3068\u3001\u3069\u306e\u6708\u306e\u5c4a\u3051\u51fa\u3092\u3084\u308a\u76f4\u3059\u3079\u304d\u304b\u304c\u6c7a\u307e\u308a\u307e\u305b\u3093\u3002**\n\n**\u8986\u3057\u305f\u8a18\u9332\u306f\u3001\u52a0\u5165\u8cc7\u683c\u306e\u8868\u3092\u76f4\u3059\u6750\u6599\u306b\u306a\u308a\u307e\u3059\u3002** \u540c\u3058\u7a2e\u985e\u306e\u884c\u3067\u6bce\u6708\u540c\u3058\u65b9\u5411\u306b\u8986\u3057\u3066\u3044\u308b\u306a\u3089\u3001\u8868\u306e\u66f8\u304d\u65b9\u304c\u53d6\u308a\u6c7a\u3081\u3068\u5408\u3063\u3066\u3044\u307e\u305b\u3093\u3002","implementation_level":"\u534a\u81ea\u52d5\u5316","difficulty":2,"cost_band":"\u4e2d","cost_level_label":"API\u9023\u643a","security_level":"\u9ad8","implementation_status":"\u69cb\u6210\u4f8b","assumption_people":3,"assumption_frequency":360,"assumption_workdays":20,"volume_month":360,"before_minutes_per_case":5,"after_minutes_per_case":1,"hourly_cost":3000,"before_hours_month":30,"after_hours_month":6,"saved_hours_month":24,"reduction_rate":80,"saved_hours_year":288,"annual_cost_effect":864000,"summary":"\u4fdd\u967a\u4f1a\u793e\u304b\u3089\u6bce\u6708\u5c4a\u304f\u56e3\u4f53\u4fdd\u967a\u306e\u52a0\u5165\u8005\u540d\u7c3f\u3068\u3001\u4eba\u4e8b\u30b7\u30b9\u30c6\u30e0\u306e\u7570\u52d5\u30c7\u30fc\u30bf\u3092\u793e\u54e1\u3054\u3068\u306b\u3064\u306a\u304e\u3001\u5c4a\u3051\u51fa\u304c\u6e08\u3093\u3067\u3044\u306a\u3044\u52a0\u5165\u30fb\u8131\u9000\u30fb\u5909\u66f4\u3092\u6d17\u3044\u51fa\u3057\u307e\u3059\u3002\u4eba\u4e8b\u306e\u62c5\u5f53\u8005\u306f\u3001\u5dee\u7570\u306e\u4e00\u89a7\u3060\u3051\u3092\u898b\u3066\u5c4a\u3051\u51fa\u3092\u51fa\u3057\u307e\u3059\u3002","before_flow":"1. \u4fdd\u967a\u4f1a\u793e\u30fb\u4ee3\u7406\u5e97\u304b\u3089\u3001\u5951\u7d04\u3054\u3068\u306e\u52a0\u5165\u8005\u540d\u7c3f\u304cExcel\u3067\u5c4a\u304f\n2. \u4eba\u4e8b\u30b7\u30b9\u30c6\u30e0\u304b\u3089\u3001\u524d\u6708\u306e\u7570\u52d5\u30c7\u30fc\u30bf\u3092\u66f8\u304d\u51fa\u3059\n3. \u524d\u6708\u306e\u540d\u7c3f\u3068\u4eca\u6708\u306e\u540d\u7c3f\u3092\u4e26\u3079\u3001\u5897\u3048\u305f\u4eba\u30fb\u6e1b\u3063\u305f\u4eba\u30fb\u5909\u308f\u3063\u305f\u4eba\u306b\u5370\u3092\u4ed8\u3051\u308b\n4. \u7570\u52d5\u30c7\u30fc\u30bf\u306e1\u884c\u305a\u3064\u306b\u3064\u3044\u3066\u3001\u540d\u7c3f\u306b\u8f09\u3063\u3066\u3044\u308b\u3079\u304d\u304b\u3001\u8f09\u3063\u3066\u3044\u306a\u3044\u3079\u304d\u304b\u3092\u8003\u3048\u308b\n5. \u540d\u7c3f\u3067\u6c0f\u540d\u306e\u30ab\u30ca\u3068\u751f\u5e74\u6708\u65e5\u3092\u691c\u7d22\u3057\u3001\u8f09\u3063\u3066\u3044\u308b\u304b\u3092\u78ba\u304b\u3081\u308b\n6. \u5099\u8003\u6b04\u306b\u300c\u5728\u7c4d\u51fa\u5411\u300d\u300c\u4f11\u8077\u300d\u3068\u3042\u308c\u3070\u3001\u305d\u306e\u5951\u7d04\u3067\u306e\u6271\u3044\u3092\u524d\u4efb\u8005\u306e\u30e1\u30e2\u3067\u78ba\u304b\u3081\u308b\n7. \u5c4a\u3051\u51fa\u304c\u8981\u308b\u3082\u306e\u3092\u3001\u5951\u7d04\u3054\u3068\u306e\u5c4a\u3051\u51fa\u7528\u306e\u4e00\u89a7\u306b\u66f8\u304d\u51fa\u3059\n8. \u4fdd\u967a\u4f1a\u793e\u306e\u69d8\u5f0f\u306b\u5199\u3057\u3001\u4ee3\u7406\u5e97\u3078\u9001\u308b\n\n**\uff08a\uff09\u898b\u6bd4\u3079\u308b\u9375\u304c\u7121\u3044\u3002** \u793e\u54e1\u756a\u53f7\u304c\u540d\u7c3f\u306b\u7121\u3044\u305f\u3081\u30015\u756a\u76ee\u306f\u6c0f\u540d\u3068\u751f\u5e74\u6708\u65e5\u3067\u306e\u691c\u7d22\u306b\u306a\u308a\u307e\u3059\u3002**\u534a\u89d2\u306e\u30ab\u30ca\u3068\u5168\u89d2\u306e\u30ab\u30ca\u3001\u65e7\u5b57\u4f53\u3068\u65b0\u5b57\u4f53\u3001\u7d50\u5a5a\u306b\u3088\u308b\u6539\u59d3**\u3067\u3001\u540c\u3058\u4eba\u304c\u898b\u3064\u304b\u308a\u307e\u305b\u3093\u3002\u898b\u3064\u304b\u3089\u306a\u304b\u3063\u305f\u4eba\u3092\u300c\u540d\u7c3f\u306b\u7121\u3044\u300d\u3068\u5224\u65ad\u3059\u308b\u3068\u3001**\u52a0\u5165\u6e08\u307f\u306e\u4eba\u306e\u52a0\u5165\u306e\u5c4a\u3051\u51fa\u3092\u3001\u3082\u3046\u4e00\u5ea6\u51fa\u3059\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002**\n\n**\uff08b\uff09\u8131\u9000\u306e\u5c4a\u3051\u51fa\u304c\u6f0f\u308c\u308b\u3002** \u5165\u793e\u306f\u672c\u4eba\u306e\u624b\u7d9a\u304d\u304c\u3042\u308b\u306e\u3067\u6c17\u3065\u304d\u307e\u3059\u304c\u3001**\u9000\u8077\u306f\u4eba\u4e8b\u306e\u624b\u7d9a\u304d\u304c\u7d42\u308f\u308b\u3068\u3001\u305d\u3053\u3067\u610f\u8b58\u304b\u3089\u5916\u308c\u307e\u3059\u3002** \u9000\u8077\u3057\u305f\u4eba\u304c\u540d\u7c3f\u306b\u4f55\u304b\u6708\u3082\u6b8b\u308a\u3001\u4fdd\u967a\u6599\u3092\u6255\u3044\u7d9a\u3051\u3066\u3044\u305f\u3001\u3068\u3044\u3046\u5f62\u3067\u5f8c\u304b\u3089\u898b\u3064\u304b\u308a\u307e\u3059\u3002\n\n**\uff08c\uff09\u4f11\u8077\u3068\u51fa\u5411\u306e\u6271\u3044\u304c\u4eba\u306b\u983c\u3063\u3066\u3044\u308b\u3002** \u79c1\u50b7\u75c5\u306e\u4f11\u8077\u3001\u80b2\u5150\u4f11\u696d\u3001\u5728\u7c4d\u51fa\u5411\u3001\u8ee2\u7c4d\u3067\u3001\u540d\u7c3f\u306e\u6271\u3044\u304c\u5951\u7d04\u3054\u3068\u306b\u9055\u3044\u307e\u3059\u3002**\u53d6\u308a\u6c7a\u3081\u306f\u5951\u7d04\u66f8\u3084\u4e8b\u52d9\u306e\u624b\u5f15\u304d\u306b\u66f8\u304b\u308c\u3066\u3044\u307e\u3059\u304c\u3001\u6bce\u6708\u305d\u308c\u3092\u958b\u304f\u4eba\u306f\u3044\u307e\u305b\u3093\u3002** \u524d\u4efb\u8005\u306e\u30e1\u30e2\u306b\u983c\u308b\u306e\u3067\u3001\u62c5\u5f53\u304c\u66ff\u308f\u308b\u3068\u6271\u3044\u304c\u5909\u308f\u308a\u307e\u3059\u3002\n\n**\uff08d\uff09\u5c4a\u3051\u51fa\u305f\u3082\u306e\u3068\u6f0f\u308c\u305f\u3082\u306e\u304c\u533a\u5225\u3067\u304d\u306a\u3044\u3002** \u5148\u6708\u5c4a\u3051\u51fa\u305f\u8131\u9000\u304c\u3001\u4eca\u6708\u306e\u540d\u7c3f\u306b\u306f\u307e\u3060\u53cd\u6620\u3055\u308c\u3066\u3044\u306a\u3044\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002**\u5c4a\u3051\u51fa\u306e\u63a7\u3048\u306f\u5171\u6709\u30d5\u30a9\u30eb\u30c0\u306bPDF\u3067\u7f6e\u304b\u308c\u3066\u3044\u308b\u3060\u3051\u3067\u3001\u540d\u7c3f\u3068\u4e26\u3079\u3066\u898b\u308b\u4ed5\u7d44\u307f\u304c\u3042\u308a\u307e\u305b\u3093\u3002** \u4e8c\u91cd\u306e\u5c4a\u3051\u51fa\u3082\u3001\u6f0f\u308c\u3082\u3001\u540c\u3058\u3068\u3053\u308d\u304b\u3089\u751f\u307e\u308c\u3066\u3044\u307e\u3059\u3002","before_flow_steps":["\u4fdd\u967a\u4f1a\u793e\u30fb\u4ee3\u7406\u5e97\u304b\u3089\u3001\u5951\u7d04\u3054\u3068\u306e\u52a0\u5165\u8005\u540d\u7c3f\u304cExcel\u3067\u5c4a\u304f","\u4eba\u4e8b\u30b7\u30b9\u30c6\u30e0\u304b\u3089\u3001\u524d\u6708\u306e\u7570\u52d5\u30c7\u30fc\u30bf\u3092\u66f8\u304d\u51fa\u3059","\u524d\u6708\u306e\u540d\u7c3f\u3068\u4eca\u6708\u306e\u540d\u7c3f\u3092\u4e26\u3079\u3001\u5897\u3048\u305f\u4eba\u30fb\u6e1b\u3063\u305f\u4eba\u30fb\u5909\u308f\u3063\u305f\u4eba\u306b\u5370\u3092\u4ed8\u3051\u308b","\u7570\u52d5\u30c7\u30fc\u30bf\u306e1\u884c\u305a\u3064\u306b\u3064\u3044\u3066\u3001\u540d\u7c3f\u306b\u8f09\u3063\u3066\u3044\u308b\u3079\u304d\u304b\u3001\u8f09\u3063\u3066\u3044\u306a\u3044\u3079\u304d\u304b\u3092\u8003\u3048\u308b","\u540d\u7c3f\u3067\u6c0f\u540d\u306e\u30ab\u30ca\u3068\u751f\u5e74\u6708\u65e5\u3092\u691c\u7d22\u3057\u3001\u8f09\u3063\u3066\u3044\u308b\u304b\u3092\u78ba\u304b\u3081\u308b","\u5099\u8003\u6b04\u306b\u300c\u5728\u7c4d\u51fa\u5411\u300d\u300c\u4f11\u8077\u300d\u3068\u3042\u308c\u3070\u3001\u305d\u306e\u5951\u7d04\u3067\u306e\u6271\u3044\u3092\u524d\u4efb\u8005\u306e\u30e1\u30e2\u3067\u78ba\u304b\u3081\u308b","\u5c4a\u3051\u51fa\u304c\u8981\u308b\u3082\u306e\u3092\u3001\u5951\u7d04\u3054\u3068\u306e\u5c4a\u3051\u51fa\u7528\u306e\u4e00\u89a7\u306b\u66f8\u304d\u51fa\u3059","\u4fdd\u967a\u4f1a\u793e\u306e\u69d8\u5f0f\u306b\u5199\u3057\u3001\u4ee3\u7406\u5e97\u3078\u9001\u308b"],"after_flow":"1. **\u3010\u4eba\u3011** \u5c4a\u3044\u305f\u540d\u7c3f\u3092\u3001\u5951\u7d04\u3054\u3068\u306e\u53d7\u3051\u53d6\u308a\u30d5\u30a9\u30eb\u30c0\u306b\u4fdd\u5b58\u3059\u308b\n2. **\u3010\u81ea\u52d5\u3011** \u6708\u306b\u4e00\u5ea6\u306e\u5b9f\u884c\u3067\u3001Python \u304c\u540d\u7c3f\u30fb\u4eba\u4e8b\u30b7\u30b9\u30c6\u30e0\u306e\u7570\u52d5\u30c7\u30fc\u30bf\u30fb\u5728\u7c4d\u8005\u306e\u4e00\u89a7\u30fb\u5c4a\u3051\u51fa\u306e\u8a18\u9332\u3092\u8aad\u3080\n3. **\u3010\u81ea\u52d5\u3011** \u6c0f\u540d\u306e\u30ab\u30ca\u3068\u751f\u5e74\u6708\u65e5\u306e\u8868\u8a18\u3092\u305d\u308d\u3048\u3001\u793e\u54e1\u756a\u53f7\u3068\u88ab\u4fdd\u967a\u8005\u306e\u756a\u53f7\u306e\u5bfe\u5fdc\u8868\u3067\u540d\u7c3f\u306e\u884c\u306b\u793e\u54e1\u756a\u53f7\u3092\u4ed8\u3051\u308b\n4. **\u3010\u81ea\u52d5\u3011** \u5bfe\u5fdc\u8868\u3067\u4ed8\u304b\u306a\u304b\u3063\u305f\u884c\u306f\u3001\u6c0f\u540d\u306e\u30ab\u30ca\u3068\u751f\u5e74\u6708\u65e5\u3067\u5019\u88dc\u3092\u63a2\u3057\u3001\u5019\u88dc\u304c1\u4eba\u306a\u3089\u4eee\u306b\u4ed8\u3051\u30012\u4eba\u4ee5\u4e0a\u304b0\u4eba\u306a\u3089\u4eba\u3078\u56de\u3059\n5. **\u3010\u81ea\u52d5\u3011** \u7570\u52d5\u30c7\u30fc\u30bf\u306e\u5099\u8003\u306e\u81ea\u7531\u8a18\u8ff0\u3092\u3001Claude API \u304c\u7570\u52d5\u306e\u7a2e\u985e\u306b\u5206\u3051\u308b\n6. **\u3010\u81ea\u52d5\u3011** \u5951\u7d04\u3054\u3068\u306e\u52a0\u5165\u8cc7\u683c\u306e\u8868\u3068\u7167\u3089\u3057\u3001\u793e\u54e1\u3054\u3068\u306b\u300c\u540d\u7c3f\u306b\u8f09\u3063\u3066\u3044\u308b\u3079\u304d\u304b\u300d\u3092\u6c7a\u3081\u308b\n7. **\u3010\u81ea\u52d5\u3011** \u540d\u7c3f\u306e\u5b9f\u969b\u3068\u7167\u3089\u3057\u3001`add_missing`\uff08\u52a0\u5165\u306e\u6f0f\u308c\uff09\uff0f`remove_missing`\uff08\u8131\u9000\u306e\u6f0f\u308c\uff09\uff0f`change_missing`\uff08\u5909\u66f4\u306e\u6f0f\u308c\uff09\uff0f`pending`\uff08\u5c4a\u3051\u51fa\u6e08\u307f\u3067\u53cd\u6620\u5f85\u3061\uff09\uff0f`needs_human` \u3092\u4ed8\u3051\u308b\n8. **\u3010\u81ea\u52d5\u3011** \u5c4a\u3051\u51fa\u304c\u8981\u308b\u3082\u306e\u3092\u3001\u5951\u7d04\u3054\u3068\u306e\u5c4a\u3051\u51fa\u7528\u306e\u4e00\u89a7\u306e\u4e0b\u66f8\u304d\u306b\u3059\u308b\n9. **\u3010\u4eba\u3011** \u62c5\u5f53\u8005\u304c\u5dee\u7570\u306e\u4e00\u89a7\u3092\u898b\u3066\u3001\u5c4a\u3051\u51fa\u308b\u3082\u306e\u3092\u6c7a\u3081\u308b\n10. **\u3010\u4eba\u3011** \u4fdd\u967a\u4f1a\u793e\u306e\u69d8\u5f0f\u306b\u5199\u3057\u3066\u4ee3\u7406\u5e97\u3078\u9001\u308a\u3001\u9001\u3063\u305f\u8a18\u9332\u3092\u5c4a\u3051\u51fa\u306e\u8a18\u9332\u306b\u8db3\u3059\n\n**9\u756a\u76ee\u304c\u3001\u3053\u306e\u8a2d\u8a08\u306e\u5206\u304b\u308c\u76ee\u3067\u3059\u3002\u4eba\u304c\u898b\u308b\u306e\u306f360\u884c\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002** \u540d\u7c3f\u3068\u4eba\u4e8b\u30c7\u30fc\u30bf\u304c\u5408\u3063\u3066\u3044\u308b\u884c\u306f\u4e00\u89a7\u306b\u51fa\u305a\u3001**\u5dee\u7570\u306e\u3042\u3063\u305f\u884c\u3068\u3001\u3064\u306a\u3052\u306a\u304b\u3063\u305f\u884c\u3060\u3051\u3092\u898b\u307e\u3059\u3002** \u5168\u884c\u3092\u4eba\u304c\u898b\u76f4\u3059\u8a2d\u8a08\u306b\u3059\u308b\u3068\u300130.0\u6642\u9593\u306f\u307b\u3068\u3093\u3069\u6e1b\u308a\u307e\u305b\u3093\u3002\n\n**7\u756a\u76ee\u3067 `pending` \u3092\u5206\u3051\u3066\u3044\u308b\u306e\u3082\u3001\u610f\u56f3\u3057\u3066\u306e\u3053\u3068\u3067\u3059\u3002** \u5c4a\u3051\u51fa\u306e\u8a18\u9332\u306b\u540c\u3058\u4eba\u30fb\u540c\u3058\u7a2e\u985e\u306e\u5c4a\u3051\u51fa\u304c\u3042\u308a\u3001\u307e\u3060\u540d\u7c3f\u306b\u53cd\u6620\u3055\u308c\u3066\u3044\u306a\u3044\u3060\u3051\u306a\u3089\u3001**\u5c4a\u3051\u51fa\u306e\u6f0f\u308c\u306b\u306f\u6570\u3048\u307e\u305b\u3093\u3002** \u4e8c\u91cd\u306e\u5c4a\u3051\u51fa\u3092\u9632\u3050\u306e\u306f\u3001\u3053\u306e\u533a\u5225\u3067\u3059\u3002","after_flow_steps":["**\u3010\u4eba\u3011** \u5c4a\u3044\u305f\u540d\u7c3f\u3092\u3001\u5951\u7d04\u3054\u3068\u306e\u53d7\u3051\u53d6\u308a\u30d5\u30a9\u30eb\u30c0\u306b\u4fdd\u5b58\u3059\u308b","**\u3010\u81ea\u52d5\u3011** \u6708\u306b\u4e00\u5ea6\u306e\u5b9f\u884c\u3067\u3001Python \u304c\u540d\u7c3f\u30fb\u4eba\u4e8b\u30b7\u30b9\u30c6\u30e0\u306e\u7570\u52d5\u30c7\u30fc\u30bf\u30fb\u5728\u7c4d\u8005\u306e\u4e00\u89a7\u30fb\u5c4a\u3051\u51fa\u306e\u8a18\u9332\u3092\u8aad\u3080","**\u3010\u81ea\u52d5\u3011** \u6c0f\u540d\u306e\u30ab\u30ca\u3068\u751f\u5e74\u6708\u65e5\u306e\u8868\u8a18\u3092\u305d\u308d\u3048\u3001\u793e\u54e1\u756a\u53f7\u3068\u88ab\u4fdd\u967a\u8005\u306e\u756a\u53f7\u306e\u5bfe\u5fdc\u8868\u3067\u540d\u7c3f\u306e\u884c\u306b\u793e\u54e1\u756a\u53f7\u3092\u4ed8\u3051\u308b","**\u3010\u81ea\u52d5\u3011** \u5bfe\u5fdc\u8868\u3067\u4ed8\u304b\u306a\u304b\u3063\u305f\u884c\u306f\u3001\u6c0f\u540d\u306e\u30ab\u30ca\u3068\u751f\u5e74\u6708\u65e5\u3067\u5019\u88dc\u3092\u63a2\u3057\u3001\u5019\u88dc\u304c1\u4eba\u306a\u3089\u4eee\u306b\u4ed8\u3051\u30012\u4eba\u4ee5\u4e0a\u304b0\u4eba\u306a\u3089\u4eba\u3078\u56de\u3059","**\u3010\u81ea\u52d5\u3011** \u7570\u52d5\u30c7\u30fc\u30bf\u306e\u5099\u8003\u306e\u81ea\u7531\u8a18\u8ff0\u3092\u3001Claude API \u304c\u7570\u52d5\u306e\u7a2e\u985e\u306b\u5206\u3051\u308b","**\u3010\u81ea\u52d5\u3011** \u5951\u7d04\u3054\u3068\u306e\u52a0\u5165\u8cc7\u683c\u306e\u8868\u3068\u7167\u3089\u3057\u3001\u793e\u54e1\u3054\u3068\u306b\u300c\u540d\u7c3f\u306b\u8f09\u3063\u3066\u3044\u308b\u3079\u304d\u304b\u300d\u3092\u6c7a\u3081\u308b","**\u3010\u81ea\u52d5\u3011** \u540d\u7c3f\u306e\u5b9f\u969b\u3068\u7167\u3089\u3057\u3001`add_missing`\uff08\u52a0\u5165\u306e\u6f0f\u308c\uff09\uff0f`remove_missing`\uff08\u8131\u9000\u306e\u6f0f\u308c\uff09\uff0f`change_missing`\uff08\u5909\u66f4\u306e\u6f0f\u308c\uff09\uff0f`pending`\uff08\u5c4a\u3051\u51fa\u6e08\u307f\u3067\u53cd\u6620\u5f85\u3061\uff09\uff0f`needs_human` \u3092\u4ed8\u3051\u308b","**\u3010\u81ea\u52d5\u3011** \u5c4a\u3051\u51fa\u304c\u8981\u308b\u3082\u306e\u3092\u3001\u5951\u7d04\u3054\u3068\u306e\u5c4a\u3051\u51fa\u7528\u306e\u4e00\u89a7\u306e\u4e0b\u66f8\u304d\u306b\u3059\u308b","**\u3010\u4eba\u3011** \u62c5\u5f53\u8005\u304c\u5dee\u7570\u306e\u4e00\u89a7\u3092\u898b\u3066\u3001\u5c4a\u3051\u51fa\u308b\u3082\u306e\u3092\u6c7a\u3081\u308b","**\u3010\u4eba\u3011** \u4fdd\u967a\u4f1a\u793e\u306e\u69d8\u5f0f\u306b\u5199\u3057\u3066\u4ee3\u7406\u5e97\u3078\u9001\u308a\u3001\u9001\u3063\u305f\u8a18\u9332\u3092\u5c4a\u3051\u51fa\u306e\u8a18\u9332\u306b\u8db3\u3059"],"architecture":"```\n\u52a0\u5165\u8005\u540d\u7c3f\uff08\u5951\u7d04\u3054\u3068\u30fbExcel\uff09   \u4eba\u4e8b\u30b7\u30b9\u30c6\u30e0\uff08\u7570\u52d5\u30c7\u30fc\u30bf\u30fb\u5728\u7c4d\u8005\u30fbCSV\uff09   \u5c4a\u3051\u51fa\u306e\u8a18\u9332\n   \u2502                                \u2502                                   \u2502\n   \u25bc\u3010\u30c8\u30ea\u30ac\u30fc\u3011\u6bce\u6708\u306e\u540d\u7c3f\u306e\u5230\u7740\u5f8c\u3001\u62c5\u5f53\u8005\u304c\u5b9f\u884c\uff08\u307e\u305f\u306f\u6bce\u670810\u65e5 7:00\uff09\nPython\uff08pandas\uff09\n   \u251c\u2500\u2500\u25b6 \u8868\u8a18\u3092\u305d\u308d\u3048\u308b\uff08NFKC\u30fb\u30ab\u30ca\u30fb\u751f\u5e74\u6708\u65e5\uff09\n   \u251c\u2500\u2500\u25b6 \u793e\u54e1\u756a\u53f7\u3068\u88ab\u4fdd\u967a\u8005\u306e\u756a\u53f7\u306e\u5bfe\u5fdc\u8868\u3067\u3001\u540d\u7c3f\u306e\u884c\u306b\u793e\u54e1\u756a\u53f7\u3092\u4ed8\u3051\u308b\n   \u25bc\nClaude API \u2500\u2500 \u7570\u52d5\u306e\u5099\u8003\u306e\u81ea\u7531\u8a18\u8ff0\u3092\u3001\u7570\u52d5\u306e\u7a2e\u985e\u306b\u5206\u3051\u308b\n   \u25bc\n\u52a0\u5165\u8cc7\u683c\u306e\u8868\uff08\u5951\u7d04\u3054\u3068\uff09\u2500\u2500 \u793e\u54e1\u3054\u3068\u306b\u300c\u8f09\u3063\u3066\u3044\u308b\u3079\u304d\u304b\u300d\u3092\u6c7a\u3081\u308b\n   \u25bc\npandas merge\uff08outer\u30fbindicator\u30fbvalidate\uff09\u2500\u2500 \u8f09\u3063\u3066\u3044\u308b\u3079\u304d\u4eba\u3068\u3001\u540d\u7c3f\u306e\u5b9f\u969b\u3092\u7a81\u304d\u5408\u308f\u305b\u308b\n   \u25bc\n\u5224\u5b9a \u2500\u2500 add_missing \uff0f remove_missing \uff0f change_missing \uff0f pending \uff0f needs_human\n   \u25bc\n\u5dee\u7570\u306e\u4e00\u89a7\u3068\u3001\u5951\u7d04\u3054\u3068\u306e\u5c4a\u3051\u51fa\u306e\u4e0b\u66f8\u304d\n   \u25bc\n\u3010\u62c5\u5f53\u8005\u304c\u5dee\u7570\u3060\u3051\u3092\u78ba\u304b\u3081\u3001\u5c4a\u3051\u51fa\u3092\u51fa\u3059\u3011\n```\n\n| \u5f79\u5272 | \u60f3\u5b9a\u3059\u308b\u88fd\u54c1 | \u4ee3\u66ff\u5019\u88dc |\n|:--|:--|:--|\n| \u5b9f\u884c\u74b0\u5883 | Python\uff08pandas\uff09 | R |\n| \u51e6\u7406 | Python\uff08\u8868\u8a18\u306e\u6b63\u898f\u5316\u3068\u3001\u898f\u5247\u306b\u3088\u308b\u5224\u5b9a\uff09 | \u8868\u8a08\u7b97\u30bd\u30d5\u30c8\u306e\u95a2\u6570 |\n| \u751f\u6210AI | Claude API\uff08\u7570\u52d5\u306e\u5099\u8003\u306e\u5206\u985e\uff09 | OpenAI API\u3001Gemini API |\n| \u30c7\u30fc\u30bf\u306e\u53d6\u5f97\u5143 | \u4eba\u4e8b\u30b7\u30b9\u30c6\u30e0\u306eCSV\u3068\u3001\u4fdd\u967a\u4f1a\u793e\u30fb\u4ee3\u7406\u5e97\u304b\u3089\u5c4a\u304f\u540d\u7c3f | \u4eba\u4e8b\u30b7\u30b9\u30c6\u30e0\u306eAPI |\n| \u7d50\u679c\u306e\u51fa\u529b\u5148 | \u4eba\u4e8b\u90e8\u306e\u5171\u6709\u30d5\u30a9\u30eb\u30c0\u306e\u5dee\u7570\u306e\u4e00\u89a7\u3068\u5c4a\u3051\u51fa\u306e\u4e0b\u66f8\u304d | \u4eba\u4e8b\u90e8\u306e\u4f5c\u696d\u7ba1\u7406\u306e\u8868 |\n\n**\u4eba\u4e8b\u30b7\u30b9\u30c6\u30e0\u306b\u306f\u66f8\u304d\u8fbc\u307f\u307e\u305b\u3093\u3002** \u7570\u52d5\u30c7\u30fc\u30bf\u3068\u5728\u7c4d\u8005\u306e\u4e00\u89a7\u3092\u8aad\u3080\u3060\u3051\u3067\u3001**\u5c4a\u3051\u51fa\u306e\u7d50\u679c\u3092\u4eba\u4e8b\u30b7\u30b9\u30c6\u30e0\u3078\u623b\u3059\u3053\u3068\u3082\u3057\u307e\u305b\u3093\u3002** \u66f8\u304d\u8fbc\u3080\u5148\u306f\u5dee\u7570\u306e\u4e00\u89a7\u3068\u3001\u5c4a\u3051\u51fa\u306e\u8a18\u9332\u3060\u3051\u3067\u3059\u3002\n\n**\u7a81\u304d\u5408\u308f\u305b\u306e\u4e2d\u5fc3\u306f\u3001pandas \u306e `merge` \u3067\u3059\u3002** `how=\"outer\"` \u306f\u4e21\u65b9\u306e\u8868\u306e\u30ad\u30fc\u306e\u548c\u96c6\u5408\u3092\u4f7f\u3046\u7d50\u5408\u3067\u3001`indicator=True` \u3092\u4ed8\u3051\u308b\u3068\u3001**\u884c\u3054\u3068\u306b\u5de6\u3060\u3051\u306b\u3042\u308b\uff08`left_only`\uff09\u3001\u53f3\u3060\u3051\u306b\u3042\u308b\uff08`right_only`\uff09\u3001\u4e21\u65b9\u306b\u3042\u308b\uff08`both`\uff09\u3092\u793a\u3059 `_merge` \u306e\u5217**\u304c\u8db3\u3055\u308c\u307e\u3059\u3002\u300c\u8f09\u3063\u3066\u3044\u308b\u3079\u304d\u306a\u306e\u306b\u540d\u7c3f\u306b\u7121\u3044\u300d\u306f `left_only`\u3001\u300c\u540d\u7c3f\u306b\u3042\u308b\u306e\u306b\u8f09\u3063\u3066\u3044\u308b\u3079\u304d\u3067\u306a\u3044\u300d\u306f `right_only` \u3067\u3001**\u6f0f\u308c\u306e\u7a2e\u985e\u304c\u305d\u306e\u307e\u307e\u5217\u306e\u5024\u306b\u306a\u308a\u307e\u3059\u3002**\n\n**\u540c\u3058\u4eba\u304c\u4e8c\u91cd\u306b\u8f09\u3063\u3066\u3044\u306a\u3044\u304b\u3082\u3001\u540c\u3058 `merge` \u3067\u78ba\u304b\u3081\u307e\u3059\u3002** `validate=\"one_to_one\"` \u3092\u4ed8\u3051\u308b\u3068\u3001**\u30ad\u30fc\u304c\u4e21\u65b9\u306e\u8868\u3067\u4e00\u610f\u3067\u3042\u308b\u304b\u3092\u78ba\u304b\u3081\u307e\u3059\u3002** \u540d\u7c3f\u306b\u540c\u3058\u793e\u54e1\u756a\u53f7\u304c2\u884c\u3042\u308c\u3070\u3001\u7a81\u304d\u5408\u308f\u305b\u306e\u524d\u306b\u6b62\u307e\u308a\u307e\u3059\u3002\n\n**\u8868\u8a18\u306e\u63fa\u308c\u306f\u3001Python \u306e\u6a19\u6e96\u306e `unicodedata.normalize` \u3067\u305d\u308d\u3048\u307e\u3059\u3002** `NFKC` \u306f\u4e92\u63db\u306e\u6587\u5b57\u3092\u540c\u3058\u6587\u5b57\u306b\u7f6e\u304d\u63db\u3048\u3066\u304b\u3089\u5408\u6210\u3059\u308b\u6b63\u898f\u5316\u3067\u3001**\u534a\u89d2\u306e\u30ab\u30ca\u3068\u5168\u89d2\u306e\u30ab\u30ca\u3001\u5168\u89d2\u306e\u82f1\u6570\u5b57\u3068\u534a\u89d2\u306e\u82f1\u6570\u5b57\u304c\u540c\u3058\u6587\u5b57\u306b\u306a\u308a\u307e\u3059\u3002** \u6bd4\u3079\u308b\u524d\u306b\u4e21\u65b9\u306b\u304b\u3051\u307e\u3059\u3002\n\n**\u751f\u6210AI\u306f\u3001\u5099\u8003\u306e\u5206\u985e\u306b\u3057\u304b\u4f7f\u3044\u307e\u305b\u3093\u3002** \u540d\u7c3f\u3068\u4eba\u4e8b\u30c7\u30fc\u30bf\u3092\u3064\u306a\u3050\u306e\u3082\u3001\u5c4a\u3051\u51fa\u304c\u8981\u308b\u304b\u3092\u6c7a\u3081\u308b\u306e\u3082 Python \u306e\u898f\u5247\u3067\u3059\u3002**Claude API \u306e\u51fa\u529b\u306f JSON \u306e\u5f62\u3092\u6307\u5b9a\u3057\u3066\u53d7\u3051\u53d6\u308a\u307e\u3059\u3002** `output_config.format` \u306b `type: \"json_schema\"` \u3068\u30b9\u30ad\u30fc\u30de\u3092\u6e21\u3059\u3068\u3001\u30b9\u30ad\u30fc\u30de\u306b\u5408\u3063\u305f JSON \u304c\u8fd4\u308b\u6a5f\u80fd\u3067\u3001\u4e00\u822c\u63d0\u4f9b\u3055\u308c\u3066\u3044\u307e\u3059\u3002","implementation_steps":"### \u30c8\u30ea\u30ac\u30fc\n\n**\u4fdd\u967a\u4f1a\u793e\u30fb\u4ee3\u7406\u5e97\u304b\u3089\u3001\u305d\u306e\u6708\u306e\u540d\u7c3f\u304c\u5c4a\u3044\u305f\u3053\u3068\u3092\u8d77\u70b9\u306b\u3057\u307e\u3059\u3002** \u540d\u7c3f\u306e\u5c4a\u304f\u65e5\u306f\u5951\u7d04\u3054\u3068\u306b\u9055\u3046\u306e\u3067\u3001**3\u3064\u306e\u5951\u7d04\u306e\u540d\u7c3f\u304c\u305d\u308d\u3063\u305f\u6642\u70b9\u3067\u3001\u62c5\u5f53\u8005\u304c\u5b9f\u884c\u3057\u307e\u3059\u3002** \u6bce\u670810\u65e5\u306e\u671d\u306b\u81ea\u52d5\u3067\u52d5\u304b\u3057\u3001\u305d\u308d\u3063\u3066\u3044\u306a\u3044\u5951\u7d04\u304c\u3042\u308c\u3070\u305d\u306e\u5951\u7d04\u3060\u3051\u3092\u300c\u540d\u7c3f\u672a\u7740\u300d\u3068\u3057\u3066\u98db\u3070\u3059\u5f62\u3067\u3082\u69cb\u3044\u307e\u305b\u3093\u3002\n\n**\u4eba\u4e8b\u30b7\u30b9\u30c6\u30e0\u306e\u7570\u52d5\u30c7\u30fc\u30bf\u306f\u3001\u305d\u306e\u6708\u306e\u7d66\u4e0e\u306e\u7de0\u3081\u306e\u5f8c\u306b\u66f8\u304d\u51fa\u3057\u307e\u3059\u3002** \u7de0\u3081\u306e\u524d\u306f\u3001\u6708\u672b\u306e\u9000\u8077\u3084\u7fcc\u67081\u65e5\u4ed8\u306e\u5165\u793e\u304c\u307e\u3060\u5165\u3063\u3066\u3044\u306a\u3044\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002**\u540d\u7c3f\u3068\u7570\u52d5\u30c7\u30fc\u30bf\u306e\u300c\u3044\u3064\u6642\u70b9\u304b\u300d\u304c\u305a\u308c\u308b\u3068\u3001\u6b63\u3057\u3044\u884c\u307e\u3067\u5dee\u7570\u3068\u3057\u3066\u51fa\u307e\u3059\u3002** \u5b9f\u884c\u306e\u8a18\u9332\u306b\u3001\u540d\u7c3f\u306e\u4f5c\u6210\u65e5\u3068\u7570\u52d5\u30c7\u30fc\u30bf\u306e\u66f8\u304d\u51fa\u3057\u65e5\u3092\u6b8b\u3057\u307e\u3059\u3002\n\n**\u5c4a\u3051\u51fa\u306e\u7de0\u5207\u304c\u8fd1\u3044\u6708\u306f\u3001\u7de0\u5207\u306e5\u55b6\u696d\u65e5\u524d\u306b\u3082\u3046\u4e00\u5ea6\u52d5\u304b\u3057\u307e\u3059\u3002** 1\u56de\u76ee\u3067\u51fa\u305f\u5dee\u7570\u306e\u3046\u3061\u3001\u307e\u3060\u5c4a\u3051\u51fa\u3066\u3044\u306a\u3044\u3082\u306e\u3060\u3051\u3092\u6d17\u3044\u76f4\u3059\u305f\u3081\u3067\u3059\u3002\n\n### \u5165\u529b\u30c7\u30fc\u30bf\n\n| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u52a0\u5165\u8005\u540d\u7c3f | \u88ab\u4fdd\u967a\u8005\u306e\u756a\u53f7\u3001\u6c0f\u540d\u306e\u30ab\u30ca\u3001\u751f\u5e74\u6708\u65e5\u3001\u6027\u5225\u3001\u52a0\u5165\u65e5\u3001\u4fdd\u967a\u91d1\u984d\u306e\u533a\u5206\u3001\u72b6\u614b\uff08\u4f11\u8077\u306a\u3069\uff09 | \u4fdd\u967a\u4f1a\u793e\u30fb\u4ee3\u7406\u5e97\u304b\u3089\u5c4a\u304fExcel |\n| \u5728\u7c4d\u8005\u306e\u4e00\u89a7 | \u793e\u54e1\u756a\u53f7\u3001\u6c0f\u540d\u3001\u6c0f\u540d\u306e\u30ab\u30ca\u3001\u751f\u5e74\u6708\u65e5\u3001\u96c7\u7528\u533a\u5206\u3001\u5165\u793e\u65e5\u3001\u5728\u7c4d\u306e\u72b6\u614b | \u4eba\u4e8b\u30b7\u30b9\u30c6\u30e0\u306eCSV |\n| \u7570\u52d5\u30c7\u30fc\u30bf | \u793e\u54e1\u756a\u53f7\u3001\u7570\u52d5\u306e\u7a2e\u985e\uff08\u5165\u793e\u30fb\u9000\u8077\u30fb\u4f11\u8077\u30fb\u5fa9\u8077\u30fb\u51fa\u5411\u30fb\u6c0f\u540d\u5909\u66f4\u306a\u3069\uff09\u3001\u767a\u4ee4\u65e5\u3001**\u5099\u8003\u306e\u81ea\u7531\u8a18\u8ff0** | \u4eba\u4e8b\u30b7\u30b9\u30c6\u30e0\u306eCSV |\n| \u5c4a\u3051\u51fa\u306e\u8a18\u9332 | \u5951\u7d04\u3001\u793e\u54e1\u756a\u53f7\u3001\u5c4a\u3051\u51fa\u306e\u7a2e\u985e\u3001\u5c4a\u3051\u51fa\u305f\u65e5\u3001\u540d\u7c3f\u3078\u306e\u53cd\u6620\u3092\u78ba\u304b\u3081\u305f\u65e5 | \u4eba\u4e8b\u90e8\u3067\u6301\u3064\u8868 |\n| \u5bfe\u5fdc\u8868 | \u793e\u54e1\u756a\u53f7\u3068\u3001\u5951\u7d04\u3054\u3068\u306e\u88ab\u4fdd\u967a\u8005\u306e\u756a\u53f7 | \u4eba\u4e8b\u90e8\u3067\u6301\u3064\u8868\uff08\u6700\u521d\u306b\u4f5c\u308b\uff09 |\n| \u52a0\u5165\u8cc7\u683c\u306e\u8868 | \u5951\u7d04\u3054\u3068\u306b\u3001\u3069\u306e\u96c7\u7528\u533a\u5206\u30fb\u3069\u306e\u72b6\u614b\u306a\u3089\u88ab\u4fdd\u967a\u8005\u304b | \u5951\u7d04\u66f8\u3068\u4e8b\u52d9\u306e\u624b\u5f15\u304d\u304b\u3089\u4f5c\u308b |\n\n**\u8cea\u3092\u6c7a\u3081\u308b\u306e\u306f\u3001\u4e0b\u306e3\u3064\u3067\u3059\u3002** \u540d\u7c3f\u3068\u4eba\u4e8b\u30c7\u30fc\u30bf\u306f\u5c4a\u3044\u305f\u3082\u306e\u3092\u8aad\u3080\u3060\u3051\u3067\u3059\u304c\u3001**\u5c4a\u3051\u51fa\u306e\u8a18\u9332\u304c\u7121\u3051\u308c\u3070 `pending` \u304c\u5224\u5b9a\u3067\u304d\u305a\u3001\u5bfe\u5fdc\u8868\u304c\u7121\u3051\u308c\u3070\u6bce\u6708\u6c0f\u540d\u3067\u63a2\u3057\u3001\u52a0\u5165\u8cc7\u683c\u306e\u8868\u304c\u7121\u3051\u308c\u3070\u300c\u8f09\u3063\u3066\u3044\u308b\u3079\u304d\u304b\u300d\u304c\u6c7a\u307e\u308a\u307e\u305b\u3093\u3002**\n\n**\u52a0\u5165\u8cc7\u683c\u306e\u8868\u306f\u3001\u5951\u7d04\u66f8\u3068\u4e8b\u52d9\u306e\u624b\u5f15\u304d\u3092\u958b\u3044\u3066\u4eba\u304c\u4f5c\u308a\u307e\u3059\u3002** \u79c1\u50b7\u75c5\u306e\u4f11\u8077\u306e\u9593\u3082\u88ab\u4fdd\u967a\u8005\u306e\u307e\u307e\u304b\u3001\u5728\u7c4d\u51fa\u5411\u306e\u4eba\u306f\u3069\u3061\u3089\u306e\u4f1a\u793e\u306e\u5951\u7d04\u306b\u8f09\u308b\u304b\u3001\u4efb\u610f\u52a0\u5165\u306e\u4fdd\u967a\u306f\u9000\u8077\u5f8c\u3082\u7d9a\u3051\u3089\u308c\u308b\u304b\u3002**\u3053\u308c\u3089\u306f\u5951\u7d04\u3054\u3068\u306e\u53d6\u308a\u6c7a\u3081\u3067\u3001AI\u306b\u63a8\u6e2c\u3055\u305b\u308b\u3082\u306e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002** \u5206\u304b\u3089\u306a\u3044\u9805\u76ee\u306f\u3001\u4ee3\u7406\u5e97\u306b\u554f\u3044\u5408\u308f\u305b\u3066\u57cb\u3081\u307e\u3059\u3002\n\n### \u30c7\u30fc\u30bf\u306e\u53d6\u5f97\u65b9\u6cd5\n\n\u540d\u7c3f\u306f\u3001\u5951\u7d04\u3054\u3068\u306e\u53d7\u3051\u53d6\u308a\u30d5\u30a9\u30eb\u30c0\u304b\u3089\u8aad\u307f\u307e\u3059\u3002**\u30b7\u30fc\u30c8\u306e\u540d\u524d\u3068\u5217\u306e\u4e26\u3073\u304c\u3001\u4fdd\u967a\u4f1a\u793e\u306b\u3088\u3063\u3066\u9055\u3044\u307e\u3059\u3002** \u5951\u7d04\u3054\u3068\u306b\u300c\u3069\u306e\u5217\u304c\u6c0f\u540d\u306e\u30ab\u30ca\u304b\u300d\u3092\u66f8\u3044\u305f\u8a2d\u5b9a\u3092\u6301\u3061\u3001\u8aad\u3080\u3068\u304d\u306b\u5217\u306e\u540d\u524d\u3092\u305d\u308d\u3048\u307e\u3059\u3002**\u5217\u306e\u4e26\u3073\u304c\u5909\u308f\u3063\u305f\u6708\u306f\u3001\u8a2d\u5b9a\u3068\u5408\u308f\u305a\u306b\u6b62\u307e\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002** \u9ed9\u3063\u3066\u5225\u306e\u5217\u3092\u8aad\u3080\u3088\u308a\u306f\u3001\u6b62\u307e\u3063\u305f\u307b\u3046\u304c\u5b89\u5168\u3067\u3059\u3002\n\n| \u53d6\u308b\u3082\u306e | \u3069\u3053\u304b\u3089 | \u4f55\u306b\u4f7f\u3046\u304b |\n|:--|:--|:--|\n| \u4eca\u6708\u306e\u540d\u7c3f | \u53d7\u3051\u53d6\u308a\u30d5\u30a9\u30eb\u30c0\u306eExcel | \u540d\u7c3f\u306e\u5b9f\u969b |\n| \u524d\u6708\u306e\u540d\u7c3f | \u524d\u6708\u306e\u5b9f\u884c\u3067\u4fdd\u5b58\u3057\u305f\u5199\u3057 | \u540d\u7c3f\u306e\u5074\u3067\u5897\u3048\u305f\u884c\u30fb\u6e1b\u3063\u305f\u884c\u30fb\u5909\u308f\u3063\u305f\u884c\u306e\u628a\u63e1 |\n| \u5728\u7c4d\u8005\u306e\u4e00\u89a7 | \u4eba\u4e8b\u30b7\u30b9\u30c6\u30e0\u306eCSV | \u300c\u8f09\u3063\u3066\u3044\u308b\u3079\u304d\u4eba\u300d\u306e\u571f\u53f0 |\n| \u524d\u6708\u306e\u7570\u52d5\u30c7\u30fc\u30bf | \u4eba\u4e8b\u30b7\u30b9\u30c6\u30e0\u306eCSV | \u7570\u52d5\u306e\u7a2e\u985e\u3068\u767a\u4ee4\u65e5\u3001\u5099\u8003 |\n| \u5c4a\u3051\u51fa\u306e\u8a18\u9332 | \u4eba\u4e8b\u90e8\u306e\u8868 | `pending` \u306e\u5224\u5b9a |\n\n**\u5728\u7c4d\u8005\u306e\u4e00\u89a7\u306f\u3001\u7570\u52d5\u30c7\u30fc\u30bf\u3068\u306f\u5225\u306b\u53d6\u308a\u307e\u3059\u3002** \u7570\u52d5\u30c7\u30fc\u30bf\u3060\u3051\u3092\u898b\u308b\u3068\u3001\u7570\u52d5\u306e\u7121\u304b\u3063\u305f\u4eba\u306e\u540d\u7c3f\u306e\u8aa4\u308a\u306b\u6c17\u3065\u3051\u307e\u305b\u3093\u3002**\u4f55\u5e74\u3082\u524d\u306e\u9000\u8077\u8005\u304c\u540d\u7c3f\u306b\u6b8b\u3063\u3066\u3044\u308b\u3001\u3068\u3044\u3046\u578b\u306f\u3001\u5728\u7c4d\u8005\u306e\u4e00\u89a7\u3068\u540d\u7c3f\u3092\u5168\u4ef6\u3067\u7a81\u304d\u5408\u308f\u305b\u3066\u521d\u3081\u3066\u51fa\u307e\u3059\u3002**\n\n### \u524d\u51e6\u7406\n\n1. **\u8868\u8a18\u3092\u305d\u308d\u3048\u308b** \u2026 \u540d\u7c3f\u3068\u4eba\u4e8b\u30c7\u30fc\u30bf\u306e\u6c0f\u540d\u306e\u30ab\u30ca\u306b `unicodedata.normalize(\"NFKC\", ...)` \u3092\u304b\u3051\u3001\u7a7a\u767d\u3092\u53d6\u308a\u9664\u304d\u307e\u3059\u3002\u534a\u89d2\u306e\u30ab\u30ca\u304c\u5168\u89d2\u306b\u306a\u308a\u307e\u3059\n2. **\u5c0f\u66f8\u304d\u306e\u6587\u5b57\u3068\u9577\u97f3\u3092\u305d\u308d\u3048\u308b** \u2026 \u300c\u30a1\u300d\u3068\u300c\u30a2\u300d\u3001\u300c\u30fc\u300d\u3068\u300c\uff0d\u300d\u306e\u6271\u3044\u3092\u3001\u6bd4\u3079\u308b\u3068\u304d\u3060\u3051\u540c\u3058\u306b\u3057\u307e\u3059\u3002**\u5143\u306e\u5024\u306f\u6b8b\u3057\u307e\u3059**\n3. **\u751f\u5e74\u6708\u65e5\u3092\u305d\u308d\u3048\u308b** \u2026 \u548c\u66a6\u30fb\u897f\u66a6\u30fb\u533a\u5207\u308a\u306e\u8a18\u53f7\u306e\u9055\u3044\u3092\u3001\u65e5\u4ed8\u306e\u578b\u306b\u76f4\u3057\u307e\u3059\u3002\u76f4\u305b\u306a\u3044\u5024\u306f\u7a7a\u306b\u305b\u305a\u3001\u305d\u306e\u307e\u307e `needs_human` \u306b\u56de\u3057\u307e\u3059\n4. **\u793e\u54e1\u756a\u53f7\u3092\u4ed8\u3051\u308b** \u2026 \u5bfe\u5fdc\u8868\u3067\u3001\u540d\u7c3f\u306e\u884c\u306b\u793e\u54e1\u756a\u53f7\u3092\u4ed8\u3051\u307e\u3059\n5. **\u5bfe\u5fdc\u8868\u3067\u4ed8\u304b\u306a\u3044\u884c\u306e\u5019\u88dc\u3092\u63a2\u3059** \u2026 \u6b63\u898f\u5316\u3057\u305f\u6c0f\u540d\u306e\u30ab\u30ca\u3068\u751f\u5e74\u6708\u65e5\u304c\u4e00\u81f4\u3059\u308b\u5728\u7c4d\u8005\u30fb\u9000\u8077\u8005\u3092\u63a2\u3057\u307e\u3059\u3002**1\u4eba\u306a\u3089\u4eee\u306b\u4ed8\u3051\u3066\u5370\u3092\u6b8b\u3057\u30012\u4eba\u4ee5\u4e0a\u304b0\u4eba\u306a\u3089\u4eba\u3078\u56de\u3057\u307e\u3059**\n6. **\u65e7\u59d3\u3092\u8db3\u3059** \u2026 \u6c0f\u540d\u5909\u66f4\u306e\u7570\u52d5\u304c\u3042\u308b\u4eba\u306f\u3001\u5909\u66f4\u524d\u306e\u6c0f\u540d\u306e\u30ab\u30ca\u3067\u3082\u63a2\u3057\u307e\u3059\u3002\u6539\u59d3\u306e\u5c4a\u3051\u51fa\u304c\u6e08\u3093\u3067\u3044\u306a\u3044\u540d\u7c3f\u306f\u3001\u65e7\u59d3\u306e\u307e\u307e\u3067\u3059\n7. **\u91cd\u8907\u3092\u78ba\u304b\u3081\u308b** \u2026 \u540d\u7c3f\u306e\u4e2d\u306b\u540c\u3058\u793e\u54e1\u756a\u53f7\u304c2\u884c\u306a\u3044\u304b\u3092\u3001`merge` \u306e `validate=\"one_to_one\"` \u3067\u78ba\u304b\u3081\u307e\u3059\n\n**5\u756a\u76ee\u3067\u3001\u6c0f\u540d\u3060\u3051\u3067\u4ed8\u3051\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u540c\u59d3\u540c\u540d\u3067\u751f\u5e74\u6708\u65e5\u307e\u3067\u540c\u3058\u4eba\u306f\u5c11\u306a\u3044\u3082\u306e\u306e\u3001**2,400\u540d\u3068\u9000\u8077\u8005\u3092\u5408\u308f\u305b\u308b\u3068\u3001\u6c0f\u540d\u306e\u30ab\u30ca\u3060\u3051\u3067\u4e00\u81f4\u3059\u308b\u4eba\u306f\u5fc5\u305a\u3044\u307e\u3059\u3002** \u751f\u5e74\u6708\u65e5\u307e\u3067\u5408\u308f\u305b\u3001\u305d\u308c\u3067\u3082\u8907\u6570\u306a\u3089\u4eba\u304c\u6c7a\u3081\u307e\u3059\u3002\u4eee\u306b\u4ed8\u3051\u305f\u3082\u306e\u306f\u3001\u62c5\u5f53\u8005\u304c\u4e00\u5ea6\u78ba\u304b\u3081\u305f\u3089\u5bfe\u5fdc\u8868\u306b\u8db3\u3057\u3001\u7fcc\u6708\u304b\u3089\u306f\u5bfe\u5fdc\u8868\u3067\u4ed8\u304f\u3088\u3046\u306b\u3057\u307e\u3059\u3002\n\n### AI\u306b\u4f55\u3092\u3055\u305b\u308b\u306e\u304b\n\n**\u3055\u305b\u308b\u306e\u306f\u3001\u7570\u52d5\u30c7\u30fc\u30bf\u306e\u5099\u8003\u306e\u81ea\u7531\u8a18\u8ff0\u3092\u3001\u6c7a\u307e\u3063\u305f\u7570\u52d5\u306e\u7a2e\u985e\u306b\u5206\u3051\u308b\u3053\u3068\u3060\u3051\u3067\u3059\u3002** \u4eba\u4e8b\u30b7\u30b9\u30c6\u30e0\u306e\u7570\u52d5\u306e\u7a2e\u985e\u306f\u300c\u4f11\u8077\u300d\u300c\u51fa\u5411\u300d\u306e\u3088\u3046\u306a\u5927\u304d\u306a\u533a\u5206\u3057\u304b\u306a\u304f\u3001**\u79c1\u50b7\u75c5\u306e\u4f11\u8077\u304b\u3001\u80b2\u5150\u4f11\u696d\u304b\u3001\u4ecb\u8b77\u4f11\u696d\u304b\u306f\u5099\u8003\u306b\u66f8\u304b\u308c\u3066\u3044\u307e\u3059\u3002** \u56e3\u4f53\u4fdd\u967a\u306e\u6271\u3044\u304c\u5206\u304b\u308c\u308b\u306e\u306f\u3001\u3053\u306e\u7d30\u304b\u3044\u533a\u5206\u3067\u3059\u3002\n\n| \u7570\u52d5\u306e\u7a2e\u985e | \u5099\u8003\u306e\u4f8b | \u5224\u65ad\u3067\u304d\u306a\u3044\u3068\u304d\u306e\u6271\u3044 |\n|:--|:--|:--|\n| `leave_childcare`\uff08\u80b2\u5150\u4f11\u696d\uff09 | \u300c\u7523\u5f8c\u4f11\u696d\u306b\u7d9a\u3051\u3066\u80b2\u5150\u4f11\u696d\u300d | \u7523\u4f11\u304b\u80b2\u4f11\u304b\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070 `unknown` |\n| `leave_family_care`\uff08\u4ecb\u8b77\u4f11\u696d\uff09 | \u300c\u7236\u306e\u4ecb\u8b77\u306e\u305f\u3081\u300d | \u7406\u7531\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070 `unknown` |\n| `leave_sick`\uff08\u79c1\u50b7\u75c5\u306e\u4f11\u8077\uff09 | \u300c\u7642\u990a\u306e\u305f\u3081\u4f11\u8077\u300d | \u696d\u52d9\u4e0a\u304b\u79c1\u50b7\u75c5\u304b\u304c\u5206\u304b\u3089\u306a\u3051\u308c\u3070 `unknown` |\n| `secondment_keep`\uff08\u5728\u7c4d\u51fa\u5411\uff09 | \u300c\u95a2\u9023\u4f1a\u793e\u3078\u5728\u7c4d\u51fa\u5411\u300d | \u5728\u7c4d\u304b\u8ee2\u7c4d\u304b\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070 `unknown` |\n| `transfer_out`\uff08\u8ee2\u7c4d\uff09 | \u300c\u8ee2\u7c4d\u3001\u540c\u65e5\u4ed8\u3067\u9000\u8077\u300d | \u540c\u4e0a |\n| `employment_change`\uff08\u96c7\u7528\u533a\u5206\u306e\u5909\u66f4\uff09 | \u300c\u671f\u9593\u5f93\u696d\u54e1\u304b\u3089\u6b63\u793e\u54e1\u3078\u767b\u7528\u300d | \u5909\u66f4\u5f8c\u306e\u533a\u5206\u304c\u7121\u3051\u308c\u3070 `unknown` |\n| `name_change`\uff08\u6c0f\u540d\u306e\u5909\u66f4\uff09 | \u300c\u5a5a\u59fb\u306b\u3088\u308a\u6539\u59d3\u300d | \u5909\u66f4\u5f8c\u306e\u6c0f\u540d\u304c\u7121\u3051\u308c\u3070 `unknown` |\n| `other` | \u4e0a\u306e\u3069\u308c\u3067\u3082\u306a\u3044 | \u305d\u306e\u307e\u307e\u4eba\u3078 |\n\n**\u53f3\u7aef\u306e\u5217\u304c\u3001\u3053\u306e\u69cb\u6210\u3067\u3044\u3061\u3070\u3093\u5927\u4e8b\u306a\u533a\u5225\u3067\u3059\u3002** \u7a2e\u985e\u304c\u6c7a\u307e\u308c\u3070\u3001\u5c4a\u3051\u51fa\u304c\u8981\u308b\u304b\u306f\u52a0\u5165\u8cc7\u683c\u306e\u8868\u3067\u6a5f\u68b0\u7684\u306b\u6c7a\u307e\u308a\u307e\u3059\u3002**\u6c7a\u307e\u3089\u306a\u3044\u3082\u306e\u3092\u8fd1\u3044\u7a2e\u985e\u306b\u5bc4\u305b\u308b\u3068\u3001\u305d\u306e\u77ac\u9593\u306b\u8aa4\u3063\u305f\u5c4a\u3051\u51fa\u306e\u4e0b\u66f8\u304d\u304c\u51fa\u307e\u3059\u3002**\n\n| \u3055\u305b\u306a\u3044\u3053\u3068 | \u7406\u7531 |\n|:--|:--|\n| \u88ab\u4fdd\u967a\u8005\u3067\u3042\u308b\u3079\u304d\u304b\u306e\u5224\u65ad | \u5951\u7d04\u3054\u3068\u306e\u53d6\u308a\u6c7a\u3081\u3002\u52a0\u5165\u8cc7\u683c\u306e\u8868\u3067\u6c7a\u3081\u308b |\n| \u540d\u7c3f\u3068\u4eba\u4e8b\u30c7\u30fc\u30bf\u306e\u4eba\u306e\u3064\u306a\u304e | \u5bfe\u5fdc\u8868\u3068\u3001\u6c0f\u540d\u306e\u30ab\u30ca\u30fb\u751f\u5e74\u6708\u65e5\u306e\u4e00\u81f4\u3067\u6c7a\u3081\u308b |\n| \u5c4a\u3051\u51fa\u306e\u7de0\u5207\u306e\u8a08\u7b97 | \u5951\u7d04\u3054\u3068\u306e\u7de0\u5207\u306e\u8868\u304b\u3089\u6c7a\u3081\u308b |\n| \u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u7406\u7531\u306e\u88dc\u5b8c | \u300c\u4f11\u8077\u300d\u3068\u3060\u3051\u3042\u308c\u3070\u3001\u7406\u7531\u306f `unknown` \u306e\u307e\u307e |\n| \u5f93\u696d\u54e1\u3078\u306e\u8aac\u660e\u6587\u306e\u4f5c\u6210 | \u4fdd\u967a\u306e\u5185\u5bb9\u306e\u8aac\u660e\u306f\u3001\u4ee3\u7406\u5e97\u306e\u8cc7\u6599\u3067\u884c\u3046 |\n\n**4\u884c\u76ee\u304c\u3044\u3061\u3070\u3093\u8d77\u304d\u3084\u3059\u3044\u5931\u6557\u3067\u3059\u3002** \u300c\u4f11\u8077\u300d\u3068\u3060\u3051\u66f8\u304b\u308c\u305f\u5099\u8003\u3092\u6e21\u3059\u3068\u3001\u4f11\u8077\u306e\u5927\u534a\u304c\u79c1\u50b7\u75c5\u3067\u3042\u308b\u3053\u3068\u304b\u3089 `leave_sick` \u3092\u9078\u3073\u304c\u3061\u3067\u3059\u3002**\u6307\u793a\u3067\u7981\u3058\u3001\u7406\u7531\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u3082\u306e\u306f `unknown` \u306b\u3057\u307e\u3059\u3002**\n\n### \u30d7\u30ed\u30f3\u30d7\u30c8\u307e\u305f\u306f\u6307\u793a\u5185\u5bb9\u306e\u4f8b\n\n```\n\u3042\u306a\u305f\u306f\u4eba\u4e8b\u90e8\u3067\u3001\u7570\u52d5\u30c7\u30fc\u30bf\u306e\u5099\u8003\u3092\u8aad\u307f\u3001\u7570\u52d5\u306e\u7a2e\u985e\u3092\u5206\u3051\u308b\u7acb\u5834\u3067\u3059\u3002\n\u5099\u8003\u306b\u66f8\u304b\u308c\u3066\u3044\u308b\u3053\u3068\u3060\u3051\u3092\u6839\u62e0\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u63a8\u6e2c\u3067\u57cb\u3081\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u5206\u3051\u308b\u7a2e\u985e\u3011\n- leave_childcare ..... \u80b2\u5150\u4f11\u696d\uff08\u7523\u524d\u7523\u5f8c\u4f11\u696d\u3092\u542b\u3080\u5834\u5408\u306f\u305d\u306e\u65e8\u3092 note \u306b\uff09\n- leave_family_care ... \u4ecb\u8b77\u4f11\u696d\n- leave_sick .......... \u79c1\u50b7\u75c5\u306b\u3088\u308b\u4f11\u8077\n- secondment_keep ..... \u5728\u7c4d\u3057\u305f\u307e\u307e\u306e\u51fa\u5411\n- transfer_out ........ \u8ee2\u7c4d\uff08\u5143\u306e\u4f1a\u793e\u3092\u9000\u8077\u3059\u308b\u51fa\u5411\uff09\n- employment_change ... \u96c7\u7528\u533a\u5206\u306e\u5909\u66f4\uff08\u5909\u66f4\u524d\u3068\u5909\u66f4\u5f8c\u3092 note \u306b\uff09\n- name_change ......... \u6c0f\u540d\u306e\u5909\u66f4\uff08\u5909\u66f4\u5f8c\u306e\u6c0f\u540d\u3092 new_name \u306b\uff09\n- other ............... \u4e0a\u306e\u3069\u308c\u3067\u3082\u306a\u3044\n- unknown ............. \u7a2e\u985e\u3092\u6c7a\u3081\u308b\u6750\u6599\u304c\u5099\u8003\u306b\u7121\u3044\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u5099\u8003\u306b\u7406\u7531\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070 unknown \u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n  \u300c\u4f11\u8077\u300d\u3068\u3060\u3051\u3042\u308b\u3068\u304d\u3001\u79c1\u50b7\u75c5\u3068\u6c7a\u3081\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u51fa\u5411\u306f\u3001\u5728\u7c4d\u304b\u8ee2\u7c4d\u304b\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070 unknown \u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- 1\u3064\u306e\u5099\u8003\u306b2\u3064\u306e\u7570\u52d5\u304c\u66f8\u304b\u308c\u3066\u3044\u308c\u3070\u30012\u4ef6\u306b\u5206\u3051\u3066\u304f\u3060\u3055\u3044\u3002\n- evidence \u306b\u306f\u3001\u5224\u65ad\u306e\u6839\u62e0\u306b\u3057\u305f\u5099\u8003\u306e\u6587\u5b57\u5217\u3092\u305d\u306e\u307e\u307e\u5199\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u56e3\u4f53\u4fdd\u967a\u306b\u52a0\u5165\u3059\u3079\u304d\u304b\u3001\u5c4a\u3051\u51fa\u304c\u8981\u308b\u304b\u306f\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u6c0f\u540d\u30fb\u793e\u54e1\u756a\u53f7\u30fb\u751f\u5e74\u6708\u65e5\u306f\u3001\u6e21\u3055\u308c\u3066\u3044\u3066\u3082\u51fa\u529b\u306b\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u65e5\u4ed8\u304c\u66f8\u304b\u308c\u3066\u3044\u308c\u3070\u3001\u66f8\u304b\u308c\u305f\u3068\u304a\u308a\u306b effective_date \u306b\u5199\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n  \u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070\u7a7a\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u767a\u4ee4\u65e5\u304b\u3089\u63a8\u6e2c\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u7570\u52d5\u306e\u7a2e\u985e\uff08\u4eba\u4e8b\u30b7\u30b9\u30c6\u30e0\u306e\u533a\u5206\uff09\u3011{change_type}\n\u3010\u767a\u4ee4\u65e5\u3011{effective_on}\n\u3010\u5099\u8003\u3011{remarks}\n```\n\n**\u300c\u52a0\u5165\u3059\u3079\u304d\u304b\u3001\u5c4a\u3051\u51fa\u304c\u8981\u308b\u304b\u306f\u66f8\u304b\u306a\u3044\u300d\u3092\u660e\u8a18\u3057\u306a\u3044\u3068\u3001\u89aa\u5207\u306b\u7d50\u8ad6\u307e\u3067\u66f8\u304d\u307e\u3059\u3002** \u7d50\u8ad6\u304c\u66f8\u304b\u308c\u3066\u3044\u308b\u3068\u3001\u62c5\u5f53\u8005\u306f\u305d\u308c\u3092\u8aad\u3093\u3067\u5224\u65ad\u3092\u7d42\u3048\u3066\u3057\u307e\u3044\u307e\u3059\u3002**\u5c4a\u3051\u51fa\u306e\u8981\u5426\u306f\u3001\u52a0\u5165\u8cc7\u683c\u306e\u8868\u304b\u3089\u51fa\u305f\u5024\u3060\u3051\u3092\u898b\u305b\u307e\u3059\u3002**\n\n**\u751f\u6210AI\u306b\u6e21\u3059\u306e\u306f\u3001\u5099\u8003\u3068\u533a\u5206\u3068\u767a\u4ee4\u65e5\u3060\u3051\u3067\u3059\u3002** \u6c0f\u540d\u3084\u793e\u54e1\u756a\u53f7\u306f\u6e21\u3055\u305a\u3001**\u884c\u306e\u756a\u53f7\u3067\u7d50\u679c\u3092\u5143\u306e\u884c\u306b\u623b\u3057\u307e\u3059\u3002** \u6307\u793a\u306b\u300c\u66f8\u304b\u306a\u3044\u3067\u300d\u3068\u3042\u308b\u306e\u306f\u3001\u8aa4\u3063\u3066\u6e21\u3057\u305f\u3068\u304d\u306e\u5b88\u308a\u3067\u3059\u3002\n\n### \u51fa\u529b\u5f62\u5f0f\n\n**\u751f\u6210AI\u304b\u3089\u306f\u3001\u6b21\u306e\u5f62\u306eJSON\u3067\u53d7\u3051\u53d6\u308a\u307e\u3059\u3002**\n\n```json\n{\n  \"row_id\": \"\",\n  \"events\": [\n    { \"event_type\": \"leave_childcare | leave_family_care | leave_sick | secondment_keep | transfer_out | employment_change | name_change | other | unknown\",\n      \"effective_date\": \"\", \"new_name\": \"\", \"note\": \"\", \"evidence\": \"\" }\n  ]\n}\n```\n\n**Python \u306e\u5224\u5b9a\u306e\u7d50\u679c\u306f\u3001\u6b21\u306e\u8868\u3067\u5dee\u7570\u306e\u4e00\u89a7\u306b\u66f8\u304d\u51fa\u3057\u307e\u3059\u3002**\n\n| \u5217 | \u4e2d\u8eab |\n|:--|:--|\n| `contract` | \u5951\u7d04\uff08\u56e3\u4f53\u5b9a\u671f\uff0fGLTD\uff0f\u56e3\u4f53\u533b\u7642\uff09 |\n| `employee_id` | \u793e\u54e1\u756a\u53f7\uff08\u540d\u7c3f\u306e\u5074\u306f\u5bfe\u5fdc\u8868\u3067\u4ed8\u3051\u305f\u3082\u306e\uff09 |\n| `should_be_insured` | \u52a0\u5165\u8cc7\u683c\u306e\u8868\u304b\u3089\u6c7a\u3081\u305f\u300c\u8f09\u3063\u3066\u3044\u308b\u3079\u304d\u304b\u300d |\n| `on_roster` | `_merge` \u306e\u5024\uff08`both`\uff0f`left_only`\uff0f`right_only`\uff09 |\n| `diff_items` | \u4e21\u65b9\u306b\u3042\u308b\u4eba\u306e\u3001\u6c0f\u540d\u30fb\u72b6\u614b\u30fb\u4fdd\u967a\u91d1\u984d\u306e\u533a\u5206\u306e\u98df\u3044\u9055\u3044 |\n| `verdict` | `add_missing`\uff0f`remove_missing`\uff0f`change_missing`\uff0f`pending`\uff0f`needs_human` |\n| `filed_ref` | `pending` \u306e\u3068\u304d\u306e\u5c4a\u3051\u51fa\u306e\u8a18\u9332\u306e\u756a\u53f7 |\n| `deadline` | \u5951\u7d04\u3054\u3068\u306e\u7de0\u5207\u306e\u8868\u304b\u3089\u51fa\u3057\u305f\u5c4a\u3051\u51fa\u306e\u7de0\u5207 |\n\n**1\u3064\u76ee\u306e\u7406\u7531\u306f\u3001AI\u306e\u51fa\u529b\u3068\u5224\u5b9a\u3092\u5225\u306e\u5c64\u306b\u7f6e\u3051\u308b\u3053\u3068\u3067\u3059\u3002** `events` \u306fAI\u304c\u57cb\u3081\u3001`verdict` \u306f Python \u304c\u898f\u5247\u3067\u6c7a\u3081\u307e\u3059\u3002**\u52a0\u5165\u8cc7\u683c\u306e\u53d6\u308a\u6c7a\u3081\u304c\u5909\u308f\u3063\u3066\u3082\u3001\u76f4\u3059\u306e\u306f\u52a0\u5165\u8cc7\u683c\u306e\u8868\u3060\u3051\u3067\u3059\u3002**\n\n**2\u3064\u76ee\u306f\u3001`verdict` \u306e\u6c7a\u3081\u65b9\u3092\u8868\u3067\u898b\u305b\u3089\u308c\u308b\u3053\u3068\u3067\u3059\u3002**\n\n| \u6761\u4ef6 | `verdict` |\n|:--|:--|\n| \u8f09\u3063\u3066\u3044\u308b\u3079\u304d\u30fb\u540d\u7c3f\u306b\u7121\u3044\uff08`left_only`\uff09\u30fb\u5c4a\u3051\u51fa\u306e\u8a18\u9332\u304c\u7121\u3044 | `add_missing` |\n| \u8f09\u3063\u3066\u3044\u308b\u3079\u304d\u3067\u306a\u3044\u30fb\u540d\u7c3f\u306b\u3042\u308b\uff08`right_only`\uff09\u30fb\u5c4a\u3051\u51fa\u306e\u8a18\u9332\u304c\u7121\u3044 | `remove_missing` |\n| \u4e21\u65b9\u306b\u3042\u308a\u3001\u72b6\u614b\u304b\u6c0f\u540d\u304b\u4fdd\u967a\u91d1\u984d\u306e\u533a\u5206\u304c\u98df\u3044\u9055\u3046 | `change_missing` |\n| \u4e0a\u306e\u3044\u305a\u308c\u304b\u3067\u3001\u5c4a\u3051\u51fa\u306e\u8a18\u9332\u306b\u540c\u3058\u4eba\u30fb\u540c\u3058\u7a2e\u985e\u306e\u3082\u306e\u304c\u3042\u308b | `pending` |\n| \u793e\u54e1\u756a\u53f7\u304c\u4ed8\u304b\u306a\u3044\u3001`event_type` \u304c `unknown`\u3001\u52a0\u5165\u8cc7\u683c\u306e\u8868\u306b\u8a72\u5f53\u304c\u7121\u3044 | `needs_human` |\n\n**\u8981\u306f\u3001`unknown` \u3092\u898f\u5247\u306e\u5074\u3067\u5fc5\u305a\u4eba\u3078\u56de\u3059\u3053\u3068\u3067\u3059\u3002** \u7a2e\u985e\u304c\u6c7a\u307e\u3089\u306a\u3044\u3082\u306e\u3092 `add_missing` \u3084 `remove_missing` \u306b\u5165\u308c\u306a\u3044\u306e\u3067\u3001**AI\u304c\u8ff7\u3063\u305f\u884c\u304c\u3001\u305d\u306e\u307e\u307e\u5c4a\u3051\u51fa\u306e\u4e0b\u66f8\u304d\u306b\u306a\u308b\u3053\u3068\u306f\u3042\u308a\u307e\u305b\u3093\u3002**\n\n### \u30b7\u30b9\u30c6\u30e0\u9023\u643a\n\n| \u3064\u306a\u304e\u5148 | \u65b9\u5f0f | \u5185\u5bb9 |\n|:--|:--|:--|\n| \u540d\u7c3f\u306e\u53d7\u3051\u53d6\u308a\u30d5\u30a9\u30eb\u30c0 | \u30d5\u30a1\u30a4\u30eb\u306e\u8aad\u307f\u53d6\u308a | \u5951\u7d04\u3054\u3068\u306e\u540d\u7c3f\u306eExcel |\n| \u4eba\u4e8b\u30b7\u30b9\u30c6\u30e0 | CSV\u306e\u66f8\u304d\u51fa\u3057\uff08\u62c5\u5f53\u8005\u304c\u5b9f\u884c\uff09 | \u5728\u7c4d\u8005\u306e\u4e00\u89a7\u3068\u524d\u6708\u306e\u7570\u52d5\u30c7\u30fc\u30bf |\n| Claude API | API\u547c\u3073\u51fa\u3057 | \u5099\u8003\u306e\u5206\u985e |\n| \u5c4a\u3051\u51fa\u306e\u8a18\u9332 | \u8868\u306e\u8aad\u307f\u53d6\u308a\u3068\u8ffd\u8a18 | `pending` \u306e\u5224\u5b9a\u3068\u3001\u9001\u3063\u305f\u5c4a\u3051\u51fa\u306e\u8a18\u9332 |\n| \u4eba\u4e8b\u90e8\u306e\u5171\u6709\u30d5\u30a9\u30eb\u30c0 | \u30d5\u30a1\u30a4\u30eb\u306e\u66f8\u304d\u51fa\u3057 | \u5dee\u7570\u306e\u4e00\u89a7\u3068\u5951\u7d04\u3054\u3068\u306e\u5c4a\u3051\u51fa\u306e\u4e0b\u66f8\u304d |\n\n**\u4fdd\u967a\u4f1a\u793e\u30fb\u4ee3\u7406\u5e97\u3078\u306f\u3001\u3053\u306e\u69cb\u6210\u304b\u3089\u306f\u9001\u308a\u307e\u305b\u3093\u3002** \u5c4a\u3051\u51fa\u306e\u4e0b\u66f8\u304d\u3092\u4f5c\u308b\u3068\u3053\u308d\u307e\u3067\u3067\u3001**\u69d8\u5f0f\u3078\u306e\u8ee2\u8a18\u3068\u9001\u4ed8\u306f\u4eba\u304c\u884c\u3044\u307e\u3059\u3002** \u9001\u3063\u305f\u5f8c\u306b\u5c4a\u3051\u51fa\u306e\u8a18\u9332\u30781\u884c\u8db3\u3059\u306e\u3082\u4eba\u306e\u4f5c\u696d\u3067\u3001\u3053\u308c\u3092\u5fd8\u308c\u308b\u3068\u7fcc\u6708\u306e `pending` \u304c\u5224\u5b9a\u3067\u304d\u307e\u305b\u3093\u3002**\u5c4a\u3051\u51fa\u306e\u4e0b\u66f8\u304d\u306e\u6700\u5f8c\u306e\u5217\u306b\u300c\u9001\u3063\u305f\u65e5\u300d\u3092\u7a7a\u3051\u3066\u304a\u304d\u3001\u305d\u3053\u3092\u57cb\u3081\u308b\u3068\u8a18\u9332\u306b\u79fb\u308b**\u5f62\u306b\u3059\u308b\u3068\u3001\u5fd8\u308c\u306b\u304f\u304f\u306a\u308a\u307e\u3059\u3002\n\n### \u4eba\u9593\u306e\u78ba\u8a8d\n\n**\u4eba\u304c\u898b\u308b\u306e\u306f\u3001\u5dee\u7570\u306e\u4e00\u89a7\u306b\u51fa\u305f\u884c\u3060\u3051\u3067\u3059\u3002** \u540d\u7c3f\u3068\u4eba\u4e8b\u30c7\u30fc\u30bf\u304c\u5408\u3063\u3066\u3044\u308b\u884c\u306f\u4e00\u89a7\u306b\u51fa\u307e\u305b\u3093\u3002\u5168\u884c\u3092\u958b\u304f\u8a2d\u8a08\u306b\u3059\u308b\u3068\u3001\u7b2c10\u7ae0\u306e6.0\u6642\u9593\u306b\u306f\u53ce\u307e\u308a\u307e\u305b\u3093\u3002\n\n1. **`needs_human` \u3092\u5148\u306b\u898b\u308b** \u2026 \u793e\u54e1\u756a\u53f7\u304c\u4ed8\u304b\u306a\u304b\u3063\u305f\u884c\u3001\u7570\u52d5\u306e\u7a2e\u985e\u304c `unknown` \u306e\u884c\u3067\u3059\u3002**\u591a\u304f\u306f\u3001\u5bfe\u5fdc\u8868\u3078\u306e\u8ffd\u52a0\u304b\u3001\u4eba\u4e8b\u30b7\u30b9\u30c6\u30e0\u306e\u5099\u8003\u306e\u66f8\u304d\u8db3\u3057\u3067\u7247\u4ed8\u304d\u307e\u3059**\n2. **`remove_missing` \u3092\u78ba\u304b\u3081\u308b** \u2026 \u9000\u8077\u3057\u305f\u4eba\u304c\u540d\u7c3f\u306b\u6b8b\u3063\u3066\u3044\u308b\u884c\u3067\u3059\u3002**\u9000\u8077\u65e5\u3068\u3001\u5951\u7d04\u306e\u53d6\u308a\u6c7a\u3081\u3067\u8131\u9000\u304c\u3044\u3064\u4ed8\u3051\u306b\u306a\u308b\u304b\u3092\u78ba\u304b\u3081\u307e\u3059**\n3. **`add_missing` \u3092\u78ba\u304b\u3081\u308b** \u2026 \u52a0\u5165\u306e\u8cc7\u683c\u304c\u3042\u308b\u306e\u306b\u540d\u7c3f\u306b\u7121\u3044\u884c\u3067\u3059\u3002**\u4efb\u610f\u52a0\u5165\u306e\u4fdd\u967a\u3067\u306f\u3001\u672c\u4eba\u304c\u7533\u3057\u8fbc\u3093\u3067\u3044\u306a\u3044\u3060\u3051\u306e\u3053\u3068\u304c\u3042\u308a\u307e\u3059**\n4. **`change_missing` \u3092\u78ba\u304b\u3081\u308b** \u2026 \u4f11\u8077\u30fb\u5fa9\u8077\u3001\u6539\u59d3\u3001\u4fdd\u967a\u91d1\u984d\u306e\u533a\u5206\u306e\u98df\u3044\u9055\u3044\u3067\u3059\n5. **`pending` \u3092\u6d41\u3057\u898b\u308b** \u2026 \u5c4a\u3051\u51fa\u304b\u3089\u65e5\u304c\u7d4c\u3063\u3066\u3082\u53cd\u6620\u3055\u308c\u3066\u3044\u306a\u3044\u3082\u306e\u306f\u3001\u4ee3\u7406\u5e97\u306b\u554f\u3044\u5408\u308f\u305b\u307e\u3059\n6. **\u5224\u5b9a\u3092\u8986\u3057\u305f\u3089\u8a18\u9332\u3059\u308b** \u2026 \u3069\u306e\u884c\u3092\u3001\u3069\u306e\u5224\u5b9a\u306b\u5909\u3048\u305f\u304b\u3092\u6b8b\u3057\u307e\u3059\n\n**3\u756a\u76ee\u3092\u6025\u304c\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u4efb\u610f\u52a0\u5165\u306e\u56e3\u4f53\u533b\u7642\u4fdd\u967a\u3067\u300c\u8cc7\u683c\u306f\u3042\u308b\u304c\u5165\u3063\u3066\u3044\u306a\u3044\u300d\u306e\u306f\u3001\u672c\u4eba\u306e\u9078\u629e\u3067\u3042\u308b\u3053\u3068\u304c\u307b\u3068\u3093\u3069\u3067\u3059\u3002**\u52a0\u5165\u8cc7\u683c\u306e\u8868\u3067\u3001\u4efb\u610f\u52a0\u5165\u306e\u5951\u7d04\u306b\u306f\u300c\u7533\u8fbc\u306e\u8a18\u9332\u304c\u3042\u308b\u4eba\u3060\u3051\u3092\u8f09\u3063\u3066\u3044\u308b\u3079\u304d\u3068\u3059\u308b\u300d\u3068\u66f8\u3044\u3066\u304a\u304d\u307e\u3059\u3002**\n\n**\u76ee\u6a19\u306f\u3001360\u884c\u3092\u306a\u3089\u3057\u30661\u884c1\u5206\u3067\u3059\u3002** \u5dee\u7570\u306e\u4e00\u89a7\u306b\u51fa\u308b\u306e\u306f\u5168\u4f53\u306e\u4e00\u90e8\u3068\u3044\u3046\u60f3\u5b9a\u3067\u3001**\u305d\u308c\u3088\u308a\u591a\u3044\u6708\u306f\u3001\u5bfe\u5fdc\u8868\u304b\u52a0\u5165\u8cc7\u683c\u306e\u8868\u306b\u629c\u3051\u304c\u3042\u308a\u307e\u3059\u3002**\n\n### \u4f8b\u5916\u51e6\u7406\n\n| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u540d\u7c3f\u306e\u5217\u306e\u4e26\u3073\u304c\u5909\u308f\u3063\u305f | \u8a2d\u5b9a\u3068\u5408\u308f\u306a\u3044\u306e\u3067\u6b62\u3081\u308b\u3002**\u8a2d\u5b9a\u3092\u76f4\u3057\u3066\u304b\u3089\u5b9f\u884c\u3057\u76f4\u3059** |\n| \u540d\u7c3f\u306e\u540c\u3058\u793e\u54e1\u756a\u53f7\u304c2\u884c\u3042\u308b | `validate=\"one_to_one\"` \u3067\u6b62\u307e\u308b\u3002**\u3069\u3061\u3089\u304b\u304c\u53e4\u3044\u884c\u304b\u3001\u5bfe\u5fdc\u8868\u306e\u8aa4\u308a\u304b\u3092\u78ba\u304b\u3081\u308b** |\n| \u6c0f\u540d\u306e\u30ab\u30ca\u3068\u751f\u5e74\u6708\u65e5\u3067\u5019\u88dc\u304c2\u4eba\u4ee5\u4e0a | \u4eee\u306b\u4ed8\u3051\u305a `needs_human` |\n| \u751f\u5e74\u6708\u65e5\u304c\u65e5\u4ed8\u306b\u76f4\u305b\u306a\u3044 | \u7a7a\u306b\u305b\u305a `needs_human` |\n| \u5099\u8003\u304c\u7a7a\u3067\u3001\u533a\u5206\u304c\u300c\u4f11\u8077\u300d\u3060\u3051 | AI\u306b\u6e21\u3055\u305a `unknown` \u3068\u3057\u3066 `needs_human` |\n| Claude API \u304c\u5fdc\u7b54\u3057\u306a\u3044\u30fb\u5f62\u306e\u5408\u308f\u306a\u3044JSON | \u305d\u306e\u884c\u3092 `needs_human` \u306b\u3057\u3001\u4ed6\u306e\u884c\u306e\u5224\u5b9a\u306f\u7d9a\u3051\u308b |\n| \u7570\u52d5\u30c7\u30fc\u30bf\u306e\u66f8\u304d\u51fa\u3057\u304c\u7d66\u4e0e\u306e\u7de0\u3081\u3088\u308a\u524d | \u66f8\u304d\u51fa\u3057\u65e5\u3092\u898b\u3066\u8b66\u544a\u3092\u51fa\u3057\u3001\u7de0\u3081\u306e\u5f8c\u306b\u53d6\u308a\u76f4\u3059 |\n| \u5951\u7d04\u306e\u540d\u7c3f\u304c\u672a\u7740 | \u305d\u306e\u5951\u7d04\u3060\u3051\u3092\u98db\u3070\u3057\u3001\u300c\u540d\u7c3f\u672a\u7740\u300d\u3068\u3057\u3066\u4e00\u89a7\u306b\u6b8b\u3059 |\n| \u5c4a\u3051\u51fa\u306e\u8a18\u9332\u306b\u540c\u3058\u4eba\u306e\u5c4a\u3051\u51fa\u304c2\u4ef6 | \u65b0\u3057\u3044\u307b\u3046\u3092\u898b\u3066 `pending`\u3002**\u53e4\u3044\u307b\u3046\u304c\u53d6\u308a\u6d88\u3057\u6e08\u307f\u304b\u3092\u78ba\u304b\u3081\u308b** |\n\n**\u4e0a\u304b\u30893\u884c\u76ee\u307e\u3067\u304c\u5927\u534a\u3092\u5360\u3081\u307e\u3059\u3002** \u3069\u308c\u3082AI\u306e\u554f\u984c\u3067\u306f\u306a\u304f\u3001**\u540d\u7c3f\u3068\u4eba\u4e8b\u30c7\u30fc\u30bf\u3092\u3064\u306a\u3050\u9375\u306e\u554f\u984c\u3067\u3059\u3002** \u5bfe\u5fdc\u8868\u3092\u80b2\u3066\u308b\u307b\u3069\u3001\u6bce\u6708\u306e `needs_human` \u306f\u6e1b\u3063\u3066\u3044\u304d\u307e\u3059\u3002\n\n### \u4fdd\u5b58\u30fb\u30ed\u30b0\n\n- \u5b9f\u884c\u3054\u3068\u306b\u3001\u8aad\u307f\u8fbc\u3093\u3060\u540d\u7c3f\u30fb\u5728\u7c4d\u8005\u306e\u4e00\u89a7\u30fb\u7570\u52d5\u30c7\u30fc\u30bf\u306e**\u30d5\u30a1\u30a4\u30eb\u540d\u3068\u4f5c\u6210\u65e5\u30fb\u66f8\u304d\u51fa\u3057\u65e5**\n- \u524d\u6708\u306e\u540d\u7c3f\u306e\u5199\u3057\uff08\u7fcc\u6708\u306e\u5dee\u5206\u306e\u305f\u3081\uff09\n- Claude API \u306b\u6e21\u3057\u305f\u5099\u8003\u3068\u8fd4\u3063\u3066\u304d\u305fJSON\uff08**\u6c0f\u540d\u30fb\u793e\u54e1\u756a\u53f7\u306f\u542b\u3081\u306a\u3044**\uff09\n- \u5224\u5b9a\u306e\u7d50\u679c\uff08`should_be_insured`\u3001`on_roster`\u3001`verdict`\uff09\u3068\u3001**\u305d\u306e\u3068\u304d\u4f7f\u3063\u305f\u52a0\u5165\u8cc7\u683c\u306e\u8868\u306e\u7248**\n- **\u4eba\u304c\u5224\u5b9a\u3092\u8986\u3057\u305f\u8a18\u9332** \u2026 \u3069\u306e\u884c\u3092\u3001\u3069\u3061\u3089\u306b\u5909\u3048\u305f\u304b\n- \u5c4a\u3051\u51fa\u306e\u8a18\u9332\uff08\u9001\u3063\u305f\u65e5\u3001\u540d\u7c3f\u3078\u306e\u53cd\u6620\u3092\u78ba\u304b\u3081\u305f\u65e5\uff09\n\n**\u5224\u5b9a\u306e\u7d50\u679c\u306b\u300c\u52a0\u5165\u8cc7\u683c\u306e\u8868\u306e\u7248\u300d\u3092\u6b8b\u3059\u306e\u306f\u3001\u53d6\u308a\u6c7a\u3081\u304c\u5f8c\u304b\u3089\u5909\u308f\u308b\u305f\u3081\u3067\u3059\u3002** \u5951\u7d04\u306e\u66f4\u65b0\u3067\u4f11\u8077\u8005\u306e\u6271\u3044\u304c\u5909\u308f\u308b\u3068\u3001\u904e\u53bb\u306e\u5224\u5b9a\u306e\u610f\u5473\u304c\u5909\u308f\u308a\u307e\u3059\u3002**\u5f53\u6642\u306e\u8868\u304c\u6b8b\u3063\u3066\u3044\u306a\u3044\u3068\u3001\u3069\u306e\u6708\u306e\u5c4a\u3051\u51fa\u3092\u3084\u308a\u76f4\u3059\u3079\u304d\u304b\u304c\u6c7a\u307e\u308a\u307e\u305b\u3093\u3002**\n\n**\u8986\u3057\u305f\u8a18\u9332\u306f\u3001\u52a0\u5165\u8cc7\u683c\u306e\u8868\u3092\u76f4\u3059\u6750\u6599\u306b\u306a\u308a\u307e\u3059\u3002** \u540c\u3058\u7a2e\u985e\u306e\u884c\u3067\u6bce\u6708\u540c\u3058\u65b9\u5411\u306b\u8986\u3057\u3066\u3044\u308b\u306a\u3089\u3001\u8868\u306e\u66f8\u304d\u65b9\u304c\u53d6\u308a\u6c7a\u3081\u3068\u5408\u3063\u3066\u3044\u307e\u305b\u3093\u3002","minimal_setup":"1. \u5148\u6708\u306e3\u3064\u306e\u5951\u7d04\u306e\u540d\u7c3f\u3068\u3001\u4eba\u4e8b\u30b7\u30b9\u30c6\u30e0\u306e\u5728\u7c4d\u8005\u306e\u4e00\u89a7\u3092\u66f8\u304d\u51fa\u3059\n2. \u8868\u8a08\u7b97\u30bd\u30d5\u30c8\u3067\u3001\u6c0f\u540d\u306e\u30ab\u30ca\u3092\u95a2\u6570\u3067\u5168\u89d2\u306b\u305d\u308d\u3048\u3001\u751f\u5e74\u6708\u65e5\u3068\u5408\u308f\u305b\u305f\u5217\u3092\u4e21\u65b9\u306b\u4f5c\u308b\n3. \u305d\u306e\u5217\u3067\u3001\u5728\u7c4d\u8005\u306e\u4e00\u89a7\u304b\u3089\u540d\u7c3f\u3092\u63a2\u3059\u5217\u3068\u3001\u540d\u7c3f\u304b\u3089\u5728\u7c4d\u8005\u306e\u4e00\u89a7\u3092\u63a2\u3059\u5217\u3092\u4f5c\u308b\n4. \u898b\u3064\u304b\u3089\u306a\u304b\u3063\u305f\u884c\u3068\u3001\u9000\u8077\u65e5\u304c\u5165\u3063\u3066\u3044\u308b\u884c\u3060\u3051\u3092\u629c\u304d\u51fa\u3059\n5. \u7570\u52d5\u30c7\u30fc\u30bf\u306e\u5099\u8003\u306e\u3046\u3061\u300c\u4f11\u8077\u300d\u300c\u51fa\u5411\u300d\u3092\u542b\u3080\u3082\u306e\u309220\u4ef6\u9078\u3073\u3001\u624b\u5143\u306eAI\u30b5\u30fc\u30d3\u30b9\u306b\u8cbc\u3063\u3066\u300c\u80b2\u5150\u4f11\u696d\u30fb\u4ecb\u8b77\u4f11\u696d\u30fb\u79c1\u50b7\u75c5\u306e\u4f11\u8077\u30fb\u5728\u7c4d\u51fa\u5411\u30fb\u8ee2\u7c4d\u306e\u3069\u308c\u304b\u306b\u5206\u3051\u3001\u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070\u4e0d\u660e\u3068\u3057\u3066\u304f\u3060\u3055\u3044\u300d\u3068\u6307\u793a\u3059\u308b\n\n**\u6700\u521d\u306b\u78ba\u304b\u3081\u308b\u306e\u306f\u30014\u756a\u76ee\u3067\u4f55\u884c\u51fa\u308b\u304b\u3067\u3059\u3002** \u4f55\u5e74\u3082\u524d\u306e\u9000\u8077\u8005\u304c\u540d\u7c3f\u306b\u6b8b\u3063\u3066\u3044\u308b\u3001\u3068\u3044\u3046\u884c\u304c\u3053\u3053\u3067\u898b\u3064\u304b\u308b\u3053\u3068\u306f\u73cd\u3057\u304f\u3042\u308a\u307e\u305b\u3093\u3002**\u305d\u306e\u884c\u304c\u898b\u3064\u304b\u3063\u305f\u6642\u70b9\u3067\u3001\u3053\u306e\u7a81\u304d\u5408\u308f\u305b\u3092\u6bce\u6708\u56de\u3059\u610f\u5473\u304c\u5206\u304b\u308a\u307e\u3059\u3002**\n\n| \u51fa\u3066\u304d\u305f\u5185\u5bb9 | \u5224\u65ad |\n|:--|:--|\n| \u9000\u8077\u8005\u306e\u6b8b\u308a\u3084\u3001\u52a0\u5165\u306e\u6f0f\u308c\u304c\u898b\u3064\u304b\u3063\u305f | **Python \u3067\u306e\u7a81\u304d\u5408\u308f\u305b\u306b\u9032\u3080** |\n| \u540c\u3058\u4eba\u304c\u898b\u3064\u304b\u3089\u306a\u3044\u884c\u304c\u305f\u304f\u3055\u3093\u51fa\u305f | **\u5bfe\u5fdc\u8868\u3092\u5148\u306b\u4f5c\u308b\u3002** \u9375\u306e\u554f\u984c |\n| AI\u304c\u300c\u4f11\u8077\u300d\u3060\u3051\u306e\u5099\u8003\u3092\u79c1\u50b7\u75c5\u3068\u6c7a\u3081\u305f | \u6307\u793a\u306e\u66f8\u304d\u65b9\u3067\u76f4\u308b\u3002**\u69cb\u6210\u306f\u6709\u52b9** |\n\n**2\u884c\u76ee\u304c\u51fa\u3066\u3082\u5931\u6557\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002** \u898b\u3064\u304b\u3089\u306a\u304b\u3063\u305f\u4eba\u306e\u88ab\u4fdd\u967a\u8005\u306e\u756a\u53f7\u3092\u540d\u7c3f\u304b\u3089\u5199\u3057\u3001\u5bfe\u5fdc\u8868\u306e\u6700\u521d\u306e\u7248\u306b\u3057\u307e\u3059\u3002","minimal_setup_short":"\u8868\u8a08\u7b97\u30bd\u30d5\u30c8\u306e\u95a2\u6570\u3067\u540d\u7c3f\u3068\u5728\u7c4d\u8005\u3092\u7167\u3089\u3057\u3001\u5099\u8003\u3092\u624b\u5143\u306eAI\u30b5\u30fc\u30d3\u30b9\u3067\u5206\u3051\u308b \uff0f \u9000\u8077\u8005\u306e\u6b8b\u308a\u3068\u52a0\u5165\u306e\u6f0f\u308c\u306e\u6d17\u3044\u51fa\u3057","semi_auto_setup":"\u4e0a\u8a18\uff0bPython \u3067\u8868\u8a18\u3092\u305d\u308d\u3048\u3066\u7a81\u304d\u5408\u308f\u305b\u3001Claude API \u3067\u5099\u8003\u3092\u5206\u3051\u3001\u52a0\u5165\u8cc7\u683c\u306e\u8868\u3067\u5224\u5b9a\u3057\u3066\u5dee\u7570\u306e\u4e00\u89a7\u3092\u51fa\u3059 \uff0f \u7a81\u304d\u5408\u308f\u305b\u3068\u5224\u5b9a\u3001\u5dee\u7570\u306e\u4e00\u89a7\u306e\u4f5c\u6210","full_setup":"\u4e0a\u8a18\uff0b\u4eba\u4e8b\u30b7\u30b9\u30c6\u30e0\u306eAPI\u304b\u3089\u7570\u52d5\u30c7\u30fc\u30bf\u3092\u53d6\u308a\u3001\u5c4a\u3051\u51fa\u306e\u8a18\u9332\u3068\u540d\u7c3f\u3078\u306e\u53cd\u6620\u306e\u78ba\u8a8d\u307e\u3067\u81ea\u52d5\u3067\u8ffd\u3046 \uff0f \u5c4a\u3051\u51fa\u306e\u5f8c\u306e\u8ffd\u3044\u304b\u3051\u307e\u3067","level_note":"**\u6700\u5c0f\u69cb\u6210\u3067\u898b\u3064\u304b\u308b\u306e\u306f\u3001\u540d\u7c3f\u306b\u3044\u308b\u30fb\u3044\u306a\u3044\u3060\u3051\u3067\u3059\u3002** \u72b6\u614b\u306e\u98df\u3044\u9055\u3044\u3068\u5c4a\u3051\u51fa\u306e\u8a18\u9332\u3068\u306e\u7167\u5408\u306f\u3001\u534a\u81ea\u52d5\u5316\u304b\u3089\u5165\u308a\u307e\u3059\u3002\n**\u534a\u81ea\u52d5\u5316\u3067\u30011\u884c5\u5206\u304c1\u5206\u7a0b\u5ea6\u306b\u306a\u308a\u307e\u3059\u3002** \u672c\u8a18\u4e8b\u306e\u60f3\u5b9a\u306f\u3053\u306e\u6bb5\u968e\u3067\u3059\u3002\u5dee\u304c\u5927\u304d\u3044\u306e\u306f\u3001**\u540c\u3058\u4eba\u3092\u63a2\u3059\u6642\u9593\u3068\u3001\u5951\u7d04\u3054\u3068\u306e\u6271\u3044\u3092\u63a2\u3059\u6642\u9593\u304c\u3001\u3069\u3061\u3089\u3082\u8868\u306b\u7f6e\u304d\u63db\u308f\u308b\u304b\u3089\u3067\u3059\u3002** \u672c\u683c\u69cb\u6210\u3067\u306f\u3001\u4eba\u4e8b\u30b7\u30b9\u30c6\u30e0\u306e\u66f8\u304d\u51fa\u3057\u3068\u5c4a\u3051\u51fa\u306e\u8a18\u9332\u306e\u8ffd\u8a18\u3082\u81ea\u52d5\u306b\u306a\u308a\u307e\u3059\u304c\u3001**\u4eba\u4e8b\u30b7\u30b9\u30c6\u30e0\u304cAPI\u3092\u6301\u3063\u3066\u3044\u308b\u304b\u3067\u3001\u3067\u304d\u308b\u3053\u3068\u304c\u6c7a\u307e\u308a\u307e\u3059\u3002**\n**\u6bb5\u968e\u3092\u98db\u3070\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u534a\u81ea\u52d5\u5316\u3092\u6570\u304b\u6708\u56de\u3059\u3068\u3001\u5bfe\u5fdc\u8868\u306e\u629c\u3051\u3068\u52a0\u5165\u8cc7\u683c\u306e\u8868\u306e\u629c\u3051\u304c\u5148\u306b\u57cb\u307e\u308a\u307e\u3059\u3002**`needs_human` \u304c\u6708\u306b\u6570\u4ef6\u307e\u3067\u6e1b\u3063\u3066\u304b\u3089\u3001\u672c\u683c\u69cb\u6210\u306b\u9032\u3080\u307b\u3046\u304c\u3001\u8aa4\u3063\u305f\u5c4a\u3051\u51fa\u304c\u51fa\u307e\u305b\u3093\u3002**","troubleshooting":"| \u554f\u984c | \u5bfe\u7b56 |\n|:--|:--|\n| \u540c\u3058\u4eba\u304c\u898b\u3064\u304b\u3089\u305a `add_missing` \u304c\u5927\u91cf\u306b\u51fa\u308b | **\u8868\u8a18\u3092\u305d\u308d\u3048\u3066\u304b\u3089\u6bd4\u3079\u308b\u3002** NFKC \u3068\u3001\u5c0f\u66f8\u304d\u306e\u6587\u5b57\u30fb\u9577\u97f3\u306e\u6271\u3044 |\n| \u6539\u59d3\u3057\u305f\u4eba\u304c\u540d\u7c3f\u306e\u65e7\u59d3\u3067\u898b\u3064\u304b\u3089\u306a\u3044 | \u6c0f\u540d\u5909\u66f4\u306e\u7570\u52d5\u304b\u3089\u65e7\u59d3\u3092\u8db3\u3057\u3066\u63a2\u3059 |\n| \u540c\u59d3\u540c\u540d\u306e\u5225\u4eba\u3092\u3064\u306a\u3044\u3067\u3057\u307e\u3046 | **\u751f\u5e74\u6708\u65e5\u307e\u3067\u5408\u308f\u305b\u3001\u8907\u6570\u306a\u3089\u4eba\u3078\u3002** \u6c0f\u540d\u3060\u3051\u3067\u4ed8\u3051\u306a\u3044 |\n| \u5c4a\u3051\u51fa\u6e08\u307f\u306e\u3082\u306e\u3092\u6f0f\u308c\u3068\u3057\u3066\u51fa\u3059 | \u5c4a\u3051\u51fa\u306e\u8a18\u9332\u3092\u5165\u529b\u306b\u3057\u3001`pending` \u3092\u5206\u3051\u308b |\n| \u300c\u4f11\u8077\u300d\u3060\u3051\u306e\u5099\u8003\u3092\u79c1\u50b7\u75c5\u3068\u6c7a\u3081\u308b | \u6307\u793a\u3067\u7981\u3058\u3001`unknown` \u3092\u898f\u5247\u3067\u4eba\u3078\u56de\u3059 |\n| \u4efb\u610f\u52a0\u5165\u306e\u672a\u52a0\u5165\u8005\u3092\u6f0f\u308c\u3068\u3057\u3066\u51fa\u3059 | \u52a0\u5165\u8cc7\u683c\u306e\u8868\u3067\u3001\u7533\u8fbc\u306e\u8a18\u9332\u304c\u3042\u308b\u4eba\u3060\u3051\u3092\u5bfe\u8c61\u306b\u3059\u308b |\n| \u7570\u52d5\u30c7\u30fc\u30bf\u304c\u7d66\u4e0e\u306e\u7de0\u3081\u306e\u524d\u306e\u66f8\u304d\u51fa\u3057 | \u66f8\u304d\u51fa\u3057\u65e5\u3092\u8a18\u9332\u3057\u3001\u7de0\u3081\u306e\u524d\u306a\u3089\u8b66\u544a\u3059\u308b |\n| \u540d\u7c3f\u306e\u5217\u306e\u4e26\u3073\u304c\u5909\u308f\u3063\u3066\u5225\u306e\u5217\u3092\u8aad\u3080 | **\u8a2d\u5b9a\u3068\u5408\u308f\u306a\u3051\u308c\u3070\u6b62\u3081\u308b** |\n| \u540d\u7c3f\u306b\u540c\u3058\u4eba\u304c2\u884c\u3042\u308b | `validate=\"one_to_one\"` \u3067\u6b62\u3081\u308b |\n| \u52a0\u5165\u8cc7\u683c\u306e\u8868\u3092\u4eba\u4e8b\u3060\u3051\u3067\u6c7a\u3081\u3066\u3057\u307e\u3046 | **\u4ee3\u7406\u5e97\u306b\u78ba\u304b\u3081\u3001\u53d6\u308a\u6c7a\u3081\u306e\u51fa\u3069\u3053\u308d\u3092\u8868\u306b\u66f8\u304f** |\n| \u5c4a\u3051\u51fa\u3092\u9001\u3063\u305f\u8a18\u9332\u3092\u8db3\u3057\u5fd8\u308c\u308b | \u4e0b\u66f8\u304d\u306e\u300c\u9001\u3063\u305f\u65e5\u300d\u3092\u57cb\u3081\u308b\u3068\u8a18\u9332\u306b\u79fb\u308b\u5f62\u306b\u3059\u308b |\n\n**\u4e0a\u306e3\u884c\u304c\u3001\u3053\u306e\u69cb\u6210\u306e\u5931\u6557\u306e\u307b\u3068\u3093\u3069\u3067\u3059\u3002** \u3069\u308c\u3082\u300c\u540c\u3058\u4eba\u304b\u3069\u3046\u304b\u300d\u3068\u3044\u3046\u9375\u306e\u554f\u984c\u304b\u3089\u51fa\u3066\u3044\u307e\u3059\u3002**\u7a81\u304d\u5408\u308f\u305b\u306e\u7cbe\u5ea6\u3092\u6c7a\u3081\u308b\u306e\u306f\u3001AI\u3067\u306f\u306a\u304f\u3001\u8868\u8a18\u3092\u305d\u308d\u3048\u308b\u624b\u9806\u3068\u5bfe\u5fdc\u8868\u3067\u3059\u3002**\n\n**\u4e0b\u306e2\u884c\u3082\u65e9\u304f\u52b9\u3044\u3066\u304d\u307e\u3059\u3002** \u8868\u306e\u5404\u884c\u306b\u3001\u5951\u7d04\u66f8\u306e\u3069\u306e\u6761\u9805\u304b\u3001\u4ee3\u7406\u5e97\u306b\u3044\u3064\u78ba\u304b\u3081\u305f\u304b\u3092\u66f8\u3044\u3066\u304a\u304d\u307e\u3059\u3002","governance_notes":"**\u3053\u306e\u69cb\u6210\u3067\u6271\u3046\u30c7\u30fc\u30bf\uff1a** \u5168\u5f93\u696d\u54e1\u306e\u6c0f\u540d\u30fb\u751f\u5e74\u6708\u65e5\u30fb\u96c7\u7528\u533a\u5206\u30fb\u5728\u7c4d\u306e\u72b6\u614b\u3001**\u4f11\u8077\u306e\u7406\u7531\uff08\u80b2\u5150\u30fb\u4ecb\u8b77\u30fb\u7642\u990a\uff09**\u3001\u56e3\u4f53\u4fdd\u967a\u306e\u52a0\u5165\u72b6\u6cc1\u3068\u4fdd\u967a\u91d1\u984d\u306e\u533a\u5206\u3067\u3059\u3002\n\n1. **\u751f\u6210AI\u306b\u6e21\u3059\u306e\u306f\u5099\u8003\u3060\u3051\u306b\u3059\u308b** \u2026 \u6c0f\u540d\u30fb\u793e\u54e1\u756a\u53f7\u30fb\u751f\u5e74\u6708\u65e5\u306f\u6e21\u3055\u305a\u3001\u884c\u306e\u756a\u53f7\u3067\u623b\u3057\u307e\u3059\u3002**\u7642\u990a\u306e\u305f\u3081\u306e\u4f11\u8077\u3068\u3044\u3046\u60c5\u5831\u306f\u3001\u5065\u5eb7\u306b\u95a2\u308f\u308b\u60c5\u5831\u3067\u3059\u3002** \u5099\u8003\u306e\u6587\u9762\u305d\u306e\u3082\u306e\u3082\u3001\u5fc5\u8981\u306a\u7bc4\u56f2\u306b\u9650\u308a\u307e\u3059\n2. **\u4f11\u8077\u306e\u7406\u7531\u3092\u3001\u5dee\u7570\u306e\u4e00\u89a7\u306b\u5e83\u3052\u306a\u3044** \u2026 \u4e00\u89a7\u3092\u898b\u308b\u306e\u306f\u798f\u5229\u539a\u751f\u306e\u62c5\u5f53\u8005\u306b\u9650\u308a\u307e\u3059\u3002**\u300cleave_sick\u300d\u3068\u3044\u3046\u5024\u304c\u3001\u4ed6\u306e\u90e8\u7f72\u306e\u76ee\u306b\u89e6\u308c\u308b\u5834\u6240\u306b\u7f6e\u304b\u308c\u306a\u3044\u3088\u3046\u306b\u3057\u307e\u3059**\n3. **\u5c4a\u3051\u51fa\u3092\u81ea\u52d5\u3067\u9001\u3089\u306a\u3044** \u2026 \u51fa\u3059\u306e\u306f\u4e0b\u66f8\u304d\u307e\u3067\u3067\u3059\u3002**\u8aa4\u3063\u305f\u8131\u9000\u306e\u5c4a\u3051\u51fa\u306f\u3001\u305d\u306e\u4eba\u304c\u4fdd\u969c\u3092\u53d7\u3051\u3089\u308c\u306a\u3044\u671f\u9593\u3092\u4f5c\u308a\u307e\u3059**\n4. **\u3053\u306e\u69cb\u6210\u306f\u52a0\u5165\u8cc7\u683c\u306e\u89e3\u91c8\u3092\u4ee3\u66ff\u3057\u307e\u305b\u3093** \u2026 \u4f11\u8077\u8005\u3084\u51fa\u5411\u8005\u3092\u88ab\u4fdd\u967a\u8005\u3068\u3057\u3066\u6271\u3046\u304b\u306f\u3001**\u5951\u7d04\u306e\u53d6\u308a\u6c7a\u3081\u3068\u3001\u4fdd\u967a\u4f1a\u793e\u30fb\u4ee3\u7406\u5e97\u306e\u56de\u7b54\u3067\u6c7a\u307e\u308a\u307e\u3059\u3002** \u3053\u306e\u69cb\u6210\u304c\u51fa\u3059\u306e\u306f\u3001\u8868\u306b\u7167\u3089\u3057\u305f\u7d50\u679c\u3060\u3051\u3067\u3059\n5. **\u540d\u7c3f\u306e\u30d5\u30a1\u30a4\u30eb\u306e\u7f6e\u304d\u5834\u6240\u3092\u9650\u308b** \u2026 \u4fdd\u967a\u4f1a\u793e\u304b\u3089\u5c4a\u304f\u540d\u7c3f\u306f\u3001\u5168\u5f93\u696d\u54e1\u306e\u751f\u5e74\u6708\u65e5\u304c\u307e\u3068\u307e\u3063\u305f\u4e00\u89a7\u3067\u3059\u3002**\u53d7\u3051\u53d6\u308a\u30d5\u30a9\u30eb\u30c0\u3068\u524d\u6708\u306e\u5199\u3057\u306f\u3001\u798f\u5229\u539a\u751f\u306e\u62c5\u5f53\u8005\u3060\u3051\u304c\u958b\u3051\u308b\u5834\u6240\u306b\u7f6e\u304d\u307e\u3059**\n6. **\u751f\u6210AI\u306e\u5229\u7528\u306e\u8a2d\u5b9a\u3092\u78ba\u304b\u3081\u308b** \u2026 \u5229\u7528\u3059\u308b\u524d\u306b\u3001\u5165\u529b\u304c\u5b66\u7fd2\u306b\u4f7f\u308f\u308c\u306a\u3044\u8a2d\u5b9a\u304b\u3001\u4fdd\u5b58\u306e\u671f\u9593\u306f\u3069\u3046\u304b\u3092\u3001\u81ea\u793e\u306e\u53d6\u308a\u6c7a\u3081\u306b\u7167\u3089\u3057\u3066\u78ba\u304b\u3081\u307e\u3059\n\n\u8aa4\u308a\u304c\u8d77\u304d\u305f\u5834\u5408\u306e\u30ea\u30b9\u30af\u306f\u3001**\u5c4a\u3051\u51fa\u304c\u6f0f\u308c\u3066\u4fdd\u969c\u3084\u4fdd\u967a\u6599\u304c\u305a\u308c\u308b\u3053\u3068\u3068\u3001\u8aa4\u3063\u305f\u5c4a\u3051\u51fa\u3067\u4fdd\u969c\u304c\u5207\u308c\u308b\u3053\u3068\u306e2\u3064\u3067\u3059\u3002** \u524d\u8005\u306f\u9375\u306e\u4e0d\u4e00\u81f4\u3092 `pending` \u3084\u5408\u3063\u3066\u3044\u308b\u884c\u306b\u6df7\u305c\u308b\u3068\u8d77\u304d\u3001\u5f8c\u8005\u306f `unknown` \u3092\u7a2e\u985e\u306b\u5bc4\u305b\u308b\u3068\u8d77\u304d\u307e\u3059\u3002**\u3069\u3061\u3089\u3082\u3001\u8ff7\u3063\u305f\u3082\u306e\u3092\u4eba\u3078\u56de\u3059\u898f\u5247\u3067\u5b88\u308a\u307e\u3059\u3002**","recommended_for":"\u5f93\u696d\u54e1\u304c\u5343\u4eba\u3092\u8d85\u3048\u3001\u7dcf\u5408\u798f\u7949\u56e3\u4f53\u5b9a\u671f\u4fdd\u967a\u30fb\u56e3\u4f53\u9577\u671f\u969c\u5bb3\u6240\u5f97\u88dc\u511f\u4fdd\u967a\u30fb\u4efb\u610f\u52a0\u5165\u306e\u56e3\u4f53\u533b\u7642\u4fdd\u967a\u306a\u3069\u8907\u6570\u306e\u56e3\u4f53\u4fdd\u967a\u3092\u4eba\u4e8b\u90e8\u3067\u7ba1\u7406\u3057\u3066\u3044\u308b\u4f01\u696d\u3002\u4fdd\u967a\u4f1a\u793e\u3084\u4ee3\u7406\u5e97\u304b\u3089\u6bce\u6708\u306e\u52a0\u5165\u8005\u540d\u7c3f\u304cExcel\u3084CSV\u3067\u5c4a\u304d\u3001\u4eba\u4e8b\u30b7\u30b9\u30c6\u30e0\u306e\u7570\u52d5\u30c7\u30fc\u30bf\u3068\u76ee\u3067\u898b\u6bd4\u3079\u3066\u3044\u308b\u5834\u5408\u3002\u9000\u8077\u8005\u306e\u8131\u9000\u306e\u5c4a\u3051\u51fa\u304c\u7fcc\u6708\u4ee5\u964d\u306b\u56de\u308b\u3001\u4f11\u8077\u8005\u306e\u6271\u3044\u304c\u62c5\u5f53\u8005\u3054\u3068\u306b\u9055\u3046\u3001\u3068\u3044\u3063\u305f\u3053\u3068\u304c\u8d77\u304d\u3066\u3044\u308b\u5834\u5408\u3002\u4eba\u4e8b\u30b7\u30b9\u30c6\u30e0\u304b\u3089\u793e\u54e1\u756a\u53f7\u3064\u304d\u306e\u7570\u52d5\u30c7\u30fc\u30bf\u3092CSV\u3067\u66f8\u304d\u51fa\u305b\u308b\u5834\u5408\u3002","not_recommended_for":"\u5f93\u696d\u54e1\u304c\u6570\u5341\u4eba\u3067\u3001\u540d\u7c3f\u30921\u679a\u898b\u308c\u3070\u8db3\u308a\u308b\u5834\u5408\u3002\u56e3\u4f53\u4fdd\u967a\u306e\u52a0\u5165\u30fb\u8131\u9000\u3092\u4fdd\u967a\u4f1a\u793e\u306e\u753b\u9762\u3067\u4eba\u4e8b\u30b7\u30b9\u30c6\u30e0\u3068\u81ea\u52d5\u3067\u3064\u306a\u3044\u3067\u304a\u308a\u3001\u540d\u7c3f\u306e\u5dee\u5206\u304c\u3082\u3068\u3082\u3068\u51fa\u306a\u3044\u5834\u5408\u3002\u540d\u7c3f\u304c\u7d19\u3067\u3057\u304b\u5c4a\u304b\u305a\u3001\u30c7\u30fc\u30bf\u3067\u53d7\u3051\u53d6\u308c\u306a\u3044\u5834\u5408\uff08\u307e\u305a\u30c7\u30fc\u30bf\u3067\u306e\u53d7\u3051\u53d6\u308a\u3092\u76f8\u8ac7\u3059\u308b\uff09\u3002\u306a\u304a\u3001\u52a0\u5165\u8cc7\u683c\u306e\u89e3\u91c8\u3001\u4fdd\u967a\u91d1\u306e\u8acb\u6c42\u3001\u5f93\u696d\u54e1\u3078\u306e\u8aac\u660e\u306f\u3001\u3053\u306e\u69cb\u6210\u3067\u306f\u4ee3\u66ff\u3067\u304d\u307e\u305b\u3093\u3002","first_step":"**1\u9031\u76ee\uff1a\u6700\u5c0f\u69cb\u6210\u3067\u9000\u8077\u8005\u306e\u6b8b\u308a\u3092\u63a2\u3059**\n\n\u5148\u6708\u306e\u540d\u7c3f\u3068\u5728\u7c4d\u8005\u306e\u4e00\u89a7\u3092\u8868\u8a08\u7b97\u30bd\u30d5\u30c8\u3067\u7167\u3089\u3057\u3001**\u540d\u7c3f\u306b\u3044\u308b\u306e\u306b\u5728\u7c4d\u3057\u3066\u3044\u306a\u3044\u4eba**\u3092\u629c\u304d\u51fa\u3057\u307e\u3059\u3002\u898b\u3064\u304b\u3063\u305f\u4eba\u6570\u304c\u3001\u3053\u306e\u7a81\u304d\u5408\u308f\u305b\u3092\u59cb\u3081\u308b\u7406\u7531\u306b\u306a\u308a\u307e\u3059\u3002\n\n**2\u9031\u76ee\uff1a\u5bfe\u5fdc\u8868\u306e\u6700\u521d\u306e\u7248\u3092\u4f5c\u308b**\n\n1\u9031\u76ee\u3067\u7167\u3089\u305b\u305f\u4eba\u306b\u3064\u3044\u3066\u3001\u793e\u54e1\u756a\u53f7\u3068\u88ab\u4fdd\u967a\u8005\u306e\u756a\u53f7\u3092\u5bfe\u5fdc\u8868\u306b\u5199\u3057\u307e\u3059\u3002**\u7167\u3089\u305b\u306a\u304b\u3063\u305f\u4eba\u306f\u30011\u4eba\u305a\u3064\u78ba\u304b\u3081\u3066\u8db3\u3057\u307e\u3059\u3002** \u3053\u3053\u3067\u4f5c\u3063\u305f\u8868\u304c\u3001\u7fcc\u6708\u304b\u3089\u306e\u7a81\u304d\u5408\u308f\u305b\u306e\u9375\u306b\u306a\u308a\u307e\u3059\u3002\n\n**3\u9031\u76ee\uff1a\u52a0\u5165\u8cc7\u683c\u306e\u8868\u3092\u4f5c\u308b**\n\n3\u3064\u306e\u5951\u7d04\u306e\u5951\u7d04\u66f8\u3068\u4e8b\u52d9\u306e\u624b\u5f15\u304d\u3092\u958b\u304d\u3001**\u96c7\u7528\u533a\u5206\u30fb\u4f11\u8077\u306e\u7a2e\u985e\u30fb\u51fa\u5411\u306e\u7a2e\u985e\u3054\u3068\u306b\u3001\u88ab\u4fdd\u967a\u8005\u3068\u3057\u3066\u6271\u3046\u304b\u3092\u8868\u306b\u3057\u307e\u3059\u3002** \u5206\u304b\u3089\u306a\u3044\u884c\u306f\u4ee3\u7406\u5e97\u306b\u554f\u3044\u5408\u308f\u305b\u3001\u56de\u7b54\u306e\u65e5\u4ed8\u3092\u8868\u306b\u66f8\u304d\u307e\u3059\u3002\n\n**4\u9031\u76ee\uff1aPython \u3067\u7a81\u304d\u5408\u308f\u305b\u308b**\n\npandas \u3067\u8868\u8a18\u3092\u305d\u308d\u3048\u3001`merge` \u306e `indicator` \u3068 `validate` \u3067\u7a81\u304d\u5408\u308f\u305b\u3001\u5dee\u7570\u306e\u4e00\u89a7\u3092\u51fa\u3059\u3068\u3053\u308d\u307e\u3067\u4f5c\u308a\u307e\u3059\u3002**\u3053\u306e\u6642\u70b9\u3067\u306f\u5099\u8003\u306e\u5206\u985e\u306f\u4eba\u304c\u884c\u3044\u3001`verdict` \u306e\u898f\u5247\u304c\u5408\u3063\u3066\u3044\u308b\u304b\u3092\u898b\u307e\u3059\u3002**\n\n**2\u304b\u6708\u76ee\uff1a** Claude API \u3067\u306e\u5099\u8003\u306e\u5206\u985e\u3068\u3001\u5c4a\u3051\u51fa\u306e\u8a18\u9332\u306b\u3088\u308b `pending` \u306e\u5224\u5b9a\u3092\u8db3\u3057\u307e\u3059\u3002`needs_human` \u306e\u4ef6\u6570\u3092\u6bce\u6708\u6570\u3048\u307e\u3059\u3002**3\u304b\u6708\u76ee\u4ee5\u964d\uff1a** \u5c4a\u3051\u51fa\u306e\u4e0b\u66f8\u304d\u3092\u8db3\u3057\u30011\u884c5\u5206\u304c\u4f55\u5206\u306b\u306a\u3063\u305f\u304b\u3092\u5b9f\u6e2c\u3057\u307e\u3059\u3002**`needs_human` \u304c\u6708\u306b\u6570\u4ef6\u307e\u3067\u6e1b\u308a\u3001\u9000\u8077\u8005\u306e\u6b8b\u308a\u304c\u7fcc\u6708\u306e\u3046\u3061\u306b\u898b\u3064\u304b\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-0895","UC-0148","UC-0152","UC-0216"],"related_articles":[{"id":7432,"slug":"ai-seisei-bunsho-hantei","title":"AI\u751f\u6210\u306e\u6587\u7ae0\u306f\u898b\u5206\u3051\u3089\u308c\u308b\uff1f\uff5c\u5224\u5b9a\u30c4\u30fc\u30eb\u306e\u9650\u754c"},{"id":5864,"slug":"soft-404-hantei","title":"\u30bd\u30d5\u30c8404\u3068\u5224\u5b9a\u3055\u308c\u308b\u539f\u56e0\uff5c\u6d88\u3048\u305f\u3068\u8aa4\u89e3\u3057\u306a\u3044"},{"id":4088,"slug":"junni-keisoku-hendo-ai","title":"\u691c\u7d22\u9806\u4f4d\u306f\u6bce\u65e5\u30c1\u30a7\u30c3\u30af\u3059\u3079\u304d\uff1f\uff5c\u5909\u52d5\u306e\u898b\u65b9\u3068\u76f4\u3057\u65b9"}],"sources":"| \u78ba\u8a8d\u3057\u305f\u5185\u5bb9 | \u60c5\u5831\u6e90 | \u78ba\u8a8d\u65e5 |\n|:--|:--|:--|\n| `merge` \u306e `how=\"outer\"` \u304c\u4e21\u65b9\u306e\u30ad\u30fc\u306e\u548c\u96c6\u5408\u3092\u4f7f\u3046\u7d50\u5408\u3067\u3042\u308b\u3053\u3068\u3002`indicator=True` \u3067 `_merge` \u306e\u5217\u304c\u8db3\u3055\u308c\u3001\u5024\u304c `left_only`\u30fb`right_only`\u30fb`both` \u3067\u3042\u308b\u3053\u3068\u3002`validate` \u3067 `one_to_one`\uff08`1:1`\uff09\u306a\u3069\u306e\u30ad\u30fc\u306e\u4e00\u610f\u6027\u3092\u78ba\u304b\u3081\u3089\u308c\u308b\u3053\u3068\uff08pandas 3.0.6 \u306e\u6587\u66f8\uff09 | [pandas: pandas.merge](https:\/\/pandas.pydata.org\/docs\/reference\/api\/pandas.merge.html) | 2026-10-08 |\n| `unicodedata.normalize` \u304c `NFC`\u30fb`NFKC`\u30fb`NFD`\u30fb`NFKD` \u306e\u6b63\u898f\u5316\u3092\u8fd4\u3059\u3053\u3068\u3002`NFKC` \u304c\u4e92\u63db\u5206\u89e3\u306e\u5f8c\u306b\u6b63\u6e96\u5408\u6210\u3092\u884c\u3046\u3053\u3068\u3002\u6bd4\u3079\u308b\u524d\u306b\u6b63\u898f\u5316\u3059\u308b\u3053\u3068\u3067\u3001\u898b\u305f\u76ee\u304c\u540c\u3058\u6587\u5b57\u5217\u306e\u4e0d\u4e00\u81f4\u3092\u907f\u3051\u3089\u308c\u308b\u3053\u3068\uff08Python 3.14 \u306e\u6587\u66f8\uff09 | [Python: unicodedata](https:\/\/docs.python.org\/3\/library\/unicodedata.html) | 2026-10-08 |\n| Claude API \u3067 `output_config.format` \u306b `type: \"json_schema\"` \u3068\u30b9\u30ad\u30fc\u30de\u3092\u6e21\u3059\u3068\u3001\u30b9\u30ad\u30fc\u30de\u306b\u5408\u3063\u305f JSON \u304c\u8fd4\u308b\u3053\u3068\u3002\u4e00\u822c\u63d0\u4f9b\u3067\u3042\u308b\u3053\u3068\u3002\u6570\u5024\u306e\u7bc4\u56f2\u3084\u6587\u5b57\u5217\u306e\u9577\u3055\u306e\u5236\u7d04\u306a\u3069\u3001\u4f7f\u3048\u306a\u3044\u30b9\u30ad\u30fc\u30de\u306e\u6a5f\u80fd\u304c\u3042\u308b\u3053\u3068 | [Claude API Docs: Structured outputs](https:\/\/platform.claude.com\/docs\/en\/build-with-claude\/structured-outputs) | 2026-10-08 |\n\n**\u56e3\u4f53\u4fdd\u967a\u306e\u52a0\u5165\u8cc7\u683c\u3001\u4f11\u8077\u8005\u30fb\u51fa\u5411\u8005\u306e\u6271\u3044\u3001\u5c4a\u3051\u51fa\u306e\u7de0\u5207\u306f\u3001\u5951\u7d04\u306e\u53d6\u308a\u6c7a\u3081\u3068\u4fdd\u967a\u4f1a\u793e\u30fb\u4ee3\u7406\u5e97\u306e\u56de\u7b54\u306b\u5f93\u3063\u3066\u304f\u3060\u3055\u3044\u3002** \u672c\u8a18\u4e8b\u306f\u88fd\u54c1\u306e\u516c\u958b\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u78ba\u8a8d\u3067\u304d\u305f\u7bc4\u56f2\u3060\u3051\u3092\u6271\u3063\u3066\u3044\u307e\u3059\u3002\n\n**\u5b9f\u88c5\u30b9\u30c6\u30fc\u30bf\u30b9\uff1a\u69cb\u6210\u4f8b\u3002** 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