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\u5fc5\u9808\u9805\u76ee\u304c\u57cb\u307e\u3063\u3066\u3044\u308b\u304b\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002**\u7a7a\u6b04\u304c\u3042\u308c\u3070\u51e6\u7406\u3092\u6b62\u3081\u3001\u7814\u7a76\u54e1\u306b\u8fd4\u3057\u307e\u3059\u3002\u63a8\u6e2c\u3067\u57cb\u3081\u307e\u305b\u3093**\n4. **\u30c7\u30fc\u30bf\u4ef6\u6570\u306e\u78ba\u8a8d** \u2026 \u8a18\u5165\u30b7\u30fc\u30c8\u306e n\u6570 \u3068\u3001CSV\u306e\u5b9f\u969b\u306e\u884c\u6570\u304c\u5408\u3046\u304b\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002**\u5408\u308f\u306a\u3044\u5834\u5408\u306f\u51e6\u7406\u3092\u6b62\u3081\u307e\u3059\u3002** \u6e2c\u5b9a\u306e\u5931\u6557\u3084\u3001\u30d5\u30a1\u30a4\u30eb\u306e\u53d6\u308a\u9055\u3048\u306e\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\n5. **\u6a5f\u5fae\u306a\u60c5\u5831\u306e\u78ba\u8a8d** \u2026 CSV\u306b\u9867\u5ba2\u540d\u3084\u672a\u516c\u958b\u306e\u88fd\u54c1\u540d\u304c\u5165\u3063\u3066\u3044\u306a\u3044\u304b\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002\u5165\u3063\u3066\u3044\u308b\u5834\u5408\u306f\u3001\u30b3\u30fc\u30c9\uff08\u8a66\u6599A\u3001\u8a66\u6599B\uff09\u306b\u7f6e\u304d\u63db\u3048\u307e\u3059","ai_processing":"**\u51e6\u7406\u306f2\u6bb5\u968e\u306b\u5206\u304b\u308c\u307e\u3059\u3002\u9593\u306b\u96c6\u8a08\u3068\u30b0\u30e9\u30d5\u4f5c\u6210\u304c\u5165\u308a\u307e\u3059\u3002**\n\n**1\u6bb5\u968e\u76ee\uff1a\u30b3\u30fc\u30c9\u5b9f\u884c\u30c4\u30fc\u30eb\u306b\u3088\u308b\u96c6\u8a08\u3068\u30b0\u30e9\u30d5\u4f5c\u6210**\n\n| \u51e6\u7406 | \u5185\u5bb9 |\n|:--|:--|\n| \u524d\u51e6\u7406 | \u5b9a\u7fa9\u306b\u5f93\u3063\u3066\u884c\u3068\u5217\u3092\u9078\u3076 |\n| \u96c6\u8a08 | \u6761\u4ef6\u3054\u3068\u306e\u5e73\u5747\u3001\u6a19\u6e96\u504f\u5dee\u3001\u6700\u5927\u3001\u6700\u5c0f\u3001n\u6570 |\n| \u5916\u308c\u5024\u306e\u5224\u5b9a | \u5b9a\u7fa9\u306b\u5f93\u3063\u3066\u5224\u5b9a\u3059\u308b\u3002**\u9664\u5916\u3059\u308b\u304b\u3069\u3046\u304b\u306f\u5b9a\u7fa9\u306b\u5f93\u3044\u3001AI\u304c\u6c7a\u3081\u306a\u3044** |\n| \u30b0\u30e9\u30d5\u4f5c\u6210 | \u5b9a\u7fa9\u306b\u5f93\u3063\u305f\u5f62\u306e\u30b0\u30e9\u30d5\u3092PNG\u3067\u51fa\u529b\u3059\u308b |\n| \u6570\u5024\u306e\u66f8\u304d\u51fa\u3057 | \u96c6\u8a08\u7d50\u679c\u3092CSV\u307e\u305f\u306fJSON\u3067\u51fa\u529b\u3059\u308b |\n\n**2\u6bb5\u968e\u76ee\uff1a\u672c\u6587\u3068\u8003\u5bdf\u306e\u6750\u6599\u306e\u4f5c\u6210**\n\n| \u51e6\u7406 | \u5185\u5bb9 |\n|:--|:--|\n| \u672c\u6587\u306e\u4e0b\u66f8\u304d | \u69d8\u5f0f\u306b\u6cbf\u3063\u3066\u3001\u76ee\u7684\u3001\u6761\u4ef6\u3001\u65b9\u6cd5\u3001\u7d50\u679c\u3092\u66f8\u304f |\n| \u4e8b\u5b9f\u306e\u5217\u6319 | \u96c6\u8a08\u7d50\u679c\u304b\u3089\u8aad\u307f\u53d6\u308c\u308b\u4e8b\u5b9f\u3092\u7b87\u6761\u66f8\u304d\u306b\u3059\u308b |\n| \u904e\u53bb\u3068\u306e\u6bd4\u8f03 | \u540c\u3058\u8a66\u9a13\u9805\u76ee\u306e\u904e\u53bb\u306e\u4ee3\u8868\u5024\u3068\u6bd4\u3079\u3001\u5dee\u304c\u3042\u308b\u70b9\u3092\u6319\u3052\u308b |\n| \u78ba\u8a8d\u3059\u3079\u304d\u70b9\u306e\u6307\u6458 | n\u6570\u304c\u5c11\u306a\u3044\u3001\u3070\u3089\u3064\u304d\u304c\u5927\u304d\u3044\u3001\u5916\u308c\u5024\u304c\u3042\u308b\u3068\u3044\u3063\u305f\u6ce8\u610f\u70b9\u3092\u6319\u3052\u308b |\n\n**2\u6bb5\u968e\u76ee\u306b\u306f\u3001CSV\u306e\u751f\u30c7\u30fc\u30bf\u3092\u6e21\u3057\u307e\u305b\u3093\u3002\u96c6\u8a08\u7d50\u679c\u3060\u3051\u3092\u6e21\u3057\u307e\u3059\u3002** \u7406\u7531\u306f2\u3064\u3042\u308a\u307e\u3059\u3002\u751f\u30c7\u30fc\u30bf\u3092\u6e21\u3059\u3068\u3001AI\u304c\u72ec\u81ea\u306b\u96c6\u8a08\u3057\u76f4\u3057\u3066\u3001\u30b0\u30e9\u30d5\u3068\u9055\u3046\u6570\u5024\u3092\u66f8\u304f\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u307e\u305f\u3001\u6e21\u3059\u30c7\u30fc\u30bf\u304c\u6e1b\u308c\u3070\u3001\u5916\u90e8\u306b\u51fa\u308b\u60c5\u5831\u304c\u6e1b\u308a\u307e\u3059\u3002","prompt_example":"**1\u6bb5\u968e\u76ee\uff08\u30b3\u30fc\u30c9\u5b9f\u884c\u30c4\u30fc\u30eb\u3078\u306e\u6307\u793a\uff09**\n\n```\n\u6dfb\u4ed8\u3057\u305fCSV\u3092\u3001\u6b21\u306e\u5b9a\u7fa9\u306b\u5f93\u3063\u3066\u51e6\u7406\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010CSV\u306e\u8aad\u307f\u8fbc\u307f\u3011\n- \u30a8\u30f3\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0: {encoding}\n- \u5148\u982d {skip_rows} \u884c\u3092\u8aad\u307f\u98db\u3070\u3059\n- \u4f7f\u7528\u3059\u308b\u5217: {columns}\n- \u5217\u540d\u304c\u5b9a\u7fa9\u3068\u4e00\u81f4\u3057\u306a\u3044\u5834\u5408\u306f\u3001\u51e6\u7406\u3092\u4e2d\u6b62\u3057\u3066\n  \u4e00\u81f4\u3057\u306a\u304b\u3063\u305f\u5217\u540d\u3092\u5831\u544a\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u524d\u51e6\u7406\u3011\n{preprocessing_rules}\n\n\u3010\u96c6\u8a08\u3011\n- \u6761\u4ef6\u3054\u3068\u306b\u3001\u5e73\u5747 \/ \u6a19\u6e96\u504f\u5dee \/ \u6700\u5927 \/ \u6700\u5c0f \/ n\u6570 \u3092\u7b97\u51fa\n- \u6709\u52b9\u6570\u5b57: {significant_digits} \u6841\n- \u5916\u308c\u5024\u306e\u6271\u3044: {outlier_rule}\n  \u203b \u3053\u306e\u30eb\u30fc\u30eb\u4ee5\u5916\u306e\u5224\u65ad\u3067\u5024\u3092\u9664\u5916\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u30b0\u30e9\u30d5\u3011\n{chart_spec}\n- \u30d5\u30a1\u30a4\u30eb\u540d: chart_1.png\n- \u65e5\u672c\u8a9e\u30e9\u30d9\u30eb\u306f\u4f7f\u308f\u305a\u3001\u82f1\u5b57\u3067\u51fa\u529b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u51fa\u529b\u3011\n- \u96c6\u8a08\u7d50\u679c\u3092 summary.csv \u3068\u3057\u3066\u4fdd\u5b58\n- \u51e6\u7406\u306e\u9014\u4e2d\u3067\u6368\u3066\u305f\u884c\u6570\u3092 dropped_rows.txt \u306b\u8a18\u9332\n```\n\n**2\u6bb5\u968e\u76ee\uff08\u672c\u6587\u3068\u8003\u5bdf\u306e\u6750\u6599\uff09**\n\n```\n\u3042\u306a\u305f\u306f\u7814\u7a76\u958b\u767a\u90e8\u9580\u306e\u5831\u544a\u66f8\u4f5c\u6210\u3092\u652f\u63f4\u3059\u308b\u62c5\u5f53\u8005\u3067\u3059\u3002\n\u96c6\u8a08\u7d50\u679c\u3068\u8a66\u9a13\u6761\u4ef6\u304b\u3089\u3001\u5831\u544a\u66f8\u306e\u4e0b\u66f8\u304d\u3092\u4f5c\u3063\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u6e21\u3055\u308c\u305f\u6570\u5024\u3092\u305d\u306e\u307e\u307e\u4f7f\u3063\u3066\u304f\u3060\u3055\u3044\u3002\n  \u8a08\u7b97\u3057\u76f4\u3057\u305f\u308a\u3001\u4e38\u3081\u76f4\u3057\u305f\u308a\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u8003\u5bdf\u306e\u7d50\u8ad6\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n  \u300c\u3057\u305f\u304c\u3063\u3066\u6761\u4ef6B\u3092\u63a1\u7528\u3059\u3079\u304d\u300d\u300c\u539f\u56e0\u306f\u25ef\u25ef\u3068\u8003\u3048\u3089\u308c\u308b\u300d\n  \u3068\u3044\u3063\u305f\u5224\u65ad\u3084\u63a8\u5b9a\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n  \u3042\u306a\u305f\u304c\u66f8\u304f\u306e\u306f\u3001\u30c7\u30fc\u30bf\u304b\u3089\u8aad\u307f\u53d6\u308c\u308b\u4e8b\u5b9f\u3060\u3051\u3067\u3059\u3002\n- \u539f\u56e0\u306e\u63a8\u6e2c\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n  \u300c\u3070\u3089\u3064\u304d\u304c\u5927\u304d\u3044\u306e\u306f\u6e2c\u5b9a\u8aa4\u5dee\u306b\u3088\u308b\u3082\u306e\u3068\u601d\u308f\u308c\u308b\u300d\u306f\u7981\u6b62\u3067\u3059\u3002\n  \u300c\u6761\u4ef6C\u306e\u6a19\u6e96\u504f\u5dee\u306f\u4ed6\u306e\u6761\u4ef6\u306e\u7d042\u500d\u300d\u3068\u3060\u3051\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n- \u8a66\u9a13\u6761\u4ef6\u306e\u8a18\u5165\u30b7\u30fc\u30c8\u306b\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u6761\u4ef6\u3092\u88dc\u308f\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- n\u6570\u304c3\u4ee5\u4e0b\u306e\u6761\u4ef6\u306b\u3064\u3044\u3066\u306f\u3001\u6a19\u6e96\u504f\u5dee\u306e\u8a18\u8ff0\u306b\n  \u300cn\u6570\u304c\u5c11\u306a\u3044\u300d\u65e8\u3092\u5fc5\u305a\u6dfb\u3048\u3066\u304f\u3060\u3055\u3044\u3002\n- \u6700\u5f8c\u306b\u300c\u7814\u7a76\u54e1\u304c\u78ba\u8a8d\u30fb\u5224\u65ad\u3059\u3079\u304d\u70b9\u300d\u3092\u7b87\u6761\u66f8\u304d\u3067\u6319\u3052\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u8a66\u9a13\u6761\u4ef6\u3011{test_conditions}\n\u3010\u96c6\u8a08\u7d50\u679c\u3011{summary}\n\u3010\u6368\u3066\u305f\u884c\u6570\u3011{dropped_rows}\n\u3010\u5831\u544a\u66f8\u306e\u69d8\u5f0f\u3011{report_template}\n\u3010\u540c\u3058\u8a66\u9a13\u9805\u76ee\u306e\u904e\u53bb\u306e\u4ee3\u8868\u5024\u3011{past_results}\n```\n\n**\u300c\u8003\u5bdf\u306e\u7d50\u8ad6\u3092\u66f8\u304b\u306a\u3044\u300d\u300c\u539f\u56e0\u306e\u63a8\u6e2c\u3092\u66f8\u304b\u306a\u3044\u300d\u306e2\u3064\u304c\u3001\u3053\u306e\u69cb\u6210\u3067\u6700\u3082\u91cd\u8981\u306a\u6307\u793a\u3067\u3059\u3002**\n\n\u751f\u6210AI\u306f\u3001\u30c7\u30fc\u30bf\u3092\u898b\u305b\u3089\u308c\u308b\u3068\u539f\u56e0\u3092\u8aac\u660e\u3057\u3088\u3046\u3068\u3057\u307e\u3059\u3002\u300c\u9ad8\u6e29\u3067\u5f37\u5ea6\u304c\u4e0b\u304c\u3063\u305f\u306e\u306f\u5206\u5b50\u9396\u306e\u904b\u52d5\u6027\u304c\u9ad8\u307e\u3063\u305f\u305f\u3081\u300d\u3068\u3044\u3063\u305f\u6587\u7ae0\u3092\u66f8\u304d\u307e\u3059\u3002**\u3082\u3063\u3068\u3082\u3089\u3057\u304f\u8aad\u3081\u307e\u3059\u304c\u3001\u305d\u308c\u306f\u3053\u306e\u8a66\u9a13\u3067\u691c\u8a3c\u3057\u305f\u3053\u3068\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002** \u7814\u7a76\u54e1\u304c\u305d\u306e\u307e\u307e\u6b8b\u305b\u3070\u3001\u6839\u62e0\u306e\u306a\u3044\u63a8\u5b9a\u304c\u793e\u5185\u306e\u5831\u544a\u66f8\u306b\u8f09\u308a\u307e\u3059\u3002\u534a\u5e74\u5f8c\u3001\u5225\u306e\u7814\u7a76\u54e1\u304c\u305d\u308c\u3092\u524d\u63d0\u306b\u6b21\u306e\u8a66\u9a13\u3092\u7d44\u307f\u307e\u3059\u3002","output_data":"**1\u6bb5\u968e\u76ee\u306e\u51fa\u529b\uff1a** `summary.csv`\uff08\u96c6\u8a08\u7d50\u679c\uff09\u3001`chart_1.png`\uff08\u30b0\u30e9\u30d5\uff09\u3001`dropped_rows.txt`\uff08\u6368\u3066\u305f\u884c\u6570\uff09\u3002\u30b3\u30fc\u30c9\u5b9f\u884c\u30c4\u30fc\u30eb\u304c\u751f\u6210\u3057\u305f\u30d5\u30a1\u30a4\u30eb\u306f\u3001\u5fdc\u7b54\u306e `bash_code_execution_tool_result` \u306e content block \u306b `file_id` \u304c\u73fe\u308c\u3001Files API \u304b\u3089\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3067\u304d\u307e\u3059\u3002**\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3057\u305f\u30d5\u30a1\u30a4\u30eb\u306f\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3067\u304d\u305a\u3001\u30b3\u30fc\u30c9\u5b9f\u884c\u30c4\u30fc\u30eb\u3084\u30b9\u30ad\u30eb\u304c\u751f\u6210\u3057\u305f\u30d5\u30a1\u30a4\u30eb\u3060\u3051\u304c\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3067\u304d\u307e\u3059\u3002**\n\n**2\u6bb5\u968e\u76ee\u306e\u51fa\u529b\uff1a**\n\n```json\n{\n  \"report_sections\": {\n    \"purpose\": \"\",\n    \"conditions\": \"\",\n    \"method\": \"\",\n    \"results\": \"\"\n  },\n  \"observed_facts\": [],\n  \"comparison_with_past\": [],\n  \"points_to_check\": [],\n  \"n_warnings\": []\n}\n```\n\n**`observed_facts`\uff08\u4e8b\u5b9f\uff09\u3068\u3001\u7d50\u8ad6\u3092\u66f8\u304f\u6b04\u3092\u5206\u3051\u3066\u3044\u307e\u3059\u3002** \u7d50\u8ad6\u306e\u6b04\u305d\u306e\u3082\u306e\u3092\u51fa\u529b\u306b\u4f5c\u3089\u306a\u3044\u306e\u304c\u8a2d\u8a08\u4e0a\u306e\u610f\u56f3\u3067\u3059\u3002\u7814\u7a76\u54e1\u304cWord\u306e\u69d8\u5f0f\u306b\u8cbc\u308a\u4ed8\u3051\u305f\u3068\u304d\u3001\u8003\u5bdf\u306e\u6b04\u306f\u7a7a\u3067\u3059\u3002**\u7a7a\u6b04\u306f\u57cb\u3081\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u3044\u306e\u3067\u3001\u7814\u7a76\u54e1\u304c\u5fc5\u305a\u66f8\u304d\u307e\u3059\u3002**","integration_systems":"**\u5831\u544a\u66f8\u306e\u751f\u6210\uff1a** Python \u3067 Word \u306e\u69d8\u5f0f\u306b\u30c6\u30ad\u30b9\u30c8\u3068PNG\u3092\u6d41\u3057\u8fbc\u3080\u304b\u3001Markdown \u3067\u51fa\u529b\u3057\u3066\u304b\u3089\u5909\u63db\u3057\u307e\u3059\u3002**\u8003\u5bdf\u306e\u6b04\u306f\u7a7a\u6b04\u306e\u307e\u307e\u51fa\u529b\u3057\u307e\u3059\u3002**\n\n**\u8a66\u9a13\u7d50\u679c\u306e\u53f0\u5e33\uff1a** \u96c6\u8a08\u7d50\u679c\u3092\u53f0\u5e33\uff08\u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u307e\u305f\u306f\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\uff09\u306b\u8ffd\u8a18\u3057\u307e\u3059\u3002\u8a66\u9a13\u9805\u76ee\u3001\u8a66\u6599\u540d\u3001\u6761\u4ef6\u3001\u4ee3\u8868\u5024\u3001\u5831\u544a\u66f8\u3078\u306e\u30ea\u30f3\u30af\u3002**\u3053\u308c\u304c\u6b21\u56de\u306e\u300c\u904e\u53bb\u306e\u4ee3\u8868\u5024\u300d\u306e\u5165\u529b\u306b\u306a\u308a\u307e\u3059\u3002**\n\n**\u6e2c\u5b9a\u6a5f\u5668\u3068\u306e\u76f4\u63a5\u9023\u643a\u306f\u3057\u307e\u305b\u3093\u3002** \u7814\u7a76\u54e1\u304cCSV\u3092\u30d5\u30a9\u30eb\u30c0\u306b\u7f6e\u304f\u904b\u7528\u306e\u307e\u307e\u306b\u3057\u307e\u3059\u3002\u6a5f\u5668\u306f\u30e1\u30fc\u30ab\u30fc\u3082\u30d5\u30a1\u30fc\u30e0\u30a6\u30a7\u30a2\u3082\u3070\u3089\u3070\u3089\u3067\u3001\u76f4\u63a5\u9023\u643a\u3092\u7d44\u3080\u3068\u4fdd\u5b88\u304c\u7d9a\u304d\u307e\u305b\u3093\u3002","human_review":"**\u56f3\u3068\u6570\u5024\u306f\u5168\u4ef6\u3001\u7814\u7a76\u54e1\u304c\u78ba\u8a8d\u3057\u307e\u3059\u3002\u8003\u5bdf\u306e\u7d50\u8ad6\u306f\u7814\u7a76\u54e1\u304c\u66f8\u304d\u307e\u3059\u3002\u4e0a\u9577\u306e\u30ec\u30d3\u30e5\u30fc\u3082\u5f93\u6765\u3069\u304a\u308a\u884c\u3044\u307e\u3059\u3002**\n\n\u7814\u7a76\u54e1\u304c\u5fc5\u305a\u78ba\u8a8d\u3059\u308b\u70b9\u3092\u3001`points_to_check` \u3068\u3057\u3066\u51fa\u529b\u3055\u305b\u307e\u3059\u3002\u52a0\u3048\u3066\u3001\u904b\u7528\u3067\u6b21\u3092\u6c7a\u3081\u307e\u3059\u3002\n\n- \u30b0\u30e9\u30d5\u306e\u8ef8\u306e\u7bc4\u56f2\u304c\u9069\u5207\u304b\uff08\u81ea\u52d5\u8a2d\u5b9a\u3067\u898b\u3065\u3089\u304f\u306a\u3063\u3066\u3044\u306a\u3044\u304b\uff09\n- \u6368\u3066\u305f\u884c\u6570\uff08`dropped_rows`\uff09\u304c\u60f3\u5b9a\u3069\u304a\u308a\u304b\u3002**\u60f3\u5b9a\u3088\u308a\u591a\u3051\u308c\u3070\u3001\u524d\u51e6\u7406\u306e\u5b9a\u7fa9\u304b\u30c7\u30fc\u30bf\u306b\u554f\u984c\u304c\u3042\u308b**\n- n\u6570\u304c\u8a18\u5165\u30b7\u30fc\u30c8\u3068\u4e00\u81f4\u3057\u3066\u3044\u308b\u304b\n- \u6709\u52b9\u6570\u5b57\u304c\u5b9a\u7fa9\u3069\u304a\u308a\u304b\n\n**\u300c\u6368\u3066\u305f\u884c\u6570\u300d\u306e\u78ba\u8a8d\u3092\u5fc5\u305a\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002** \u524d\u51e6\u7406\u306e\u6761\u4ef6\u304c\u5408\u308f\u306a\u3044\u3068\u3001\u9759\u304b\u306b\u5927\u91cf\u306e\u884c\u304c\u6368\u3066\u3089\u308c\u307e\u3059\u3002\u30b0\u30e9\u30d5\u306f\u4f55\u4e8b\u3082\u306a\u304b\u3063\u305f\u3088\u3046\u306b\u63cf\u304b\u308c\u307e\u3059\u3002**\u6c17\u3065\u3051\u308b\u306e\u306f\u3001\u6368\u3066\u305f\u884c\u6570\u3092\u898b\u305f\u3068\u304d\u3060\u3051\u3067\u3059\u3002**","exception_handling":"| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| CSV\u306e\u5217\u540d\u304c\u5b9a\u7fa9\u3068\u9055\u3046 | \u51e6\u7406\u3092\u6b62\u3081\u3001\u4e00\u81f4\u3057\u306a\u304b\u3063\u305f\u5217\u540d\u3092\u5831\u544a\u3059\u308b\u3002**\u63a8\u6e2c\u3067\u5bfe\u5fdc\u3065\u3051\u306a\u3044** |\n| \u8a18\u5165\u30b7\u30fc\u30c8\u306e\u5fc5\u9808\u9805\u76ee\u304c\u7a7a\u6b04 | \u51e6\u7406\u3092\u6b62\u3081\u3001\u7814\u7a76\u54e1\u306b\u8fd4\u3059 |\n| n\u6570\u304c\u8a18\u5165\u30b7\u30fc\u30c8\u3068\u5408\u308f\u306a\u3044 | \u51e6\u7406\u3092\u6b62\u3081\u308b\u3002\u6e2c\u5b9a\u306e\u5931\u6557\u304b\u30d5\u30a1\u30a4\u30eb\u306e\u53d6\u308a\u9055\u3048\u306e\u53ef\u80fd\u6027\u304c\u3042\u308b |\n| \u5916\u308c\u5024\u304c\u3042\u308b | \u5b9a\u7fa9\u306b\u5f93\u3063\u3066\u6271\u3046\u3002\u5b9a\u7fa9\u306b\u7121\u3044\u5224\u65ad\u3067\u9664\u5916\u3057\u306a\u3044\u3002\u9664\u5916\u3057\u305f\u5834\u5408\u306f\u5fc5\u305a\u5831\u544a\u66f8\u306b\u8a18\u8f09\u3059\u308b |\n| \u6368\u3066\u305f\u884c\u304c\u60f3\u5b9a\u3088\u308a\u591a\u3044 | \u51e6\u7406\u306f\u7d9a\u3051\u308b\u304c\u3001`points_to_check` \u306e\u5148\u982d\u306b\u51fa\u3059 |\n| \u30b0\u30e9\u30d5\u306e\u65e5\u672c\u8a9e\u304c\u6587\u5b57\u5316\u3051\u3059\u308b | \u82f1\u5b57\u30e9\u30d9\u30eb\u3067\u51fa\u529b\u3059\u308b\u3002\u65e5\u672c\u8a9e\u304c\u5fc5\u8981\u306a\u3089\u3001\u30d5\u30a9\u30f3\u30c8\u3092\u30b3\u30f3\u30c6\u30ca\u306b\u7528\u610f\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b |\n| AI\u304c\u539f\u56e0\u306e\u63a8\u6e2c\u3092\u66f8\u304f | \u30d7\u30ed\u30f3\u30d7\u30c8\u3067\u7981\u6b62\u3059\u308b\u3002\u51fa\u529b\u30b9\u30ad\u30fc\u30de\u306b\u7d50\u8ad6\u306e\u6b04\u3092\u4f5c\u3089\u306a\u3044 |\n| AI\u304c\u6570\u5024\u3092\u4e38\u3081\u76f4\u3059 | \u96c6\u8a08\u7d50\u679c\u3092\u305d\u306e\u307e\u307e\u4f7f\u3046\u6307\u793a\u3092\u51fa\u3059\u3002\u51fa\u529b\u306e\u6570\u5024\u3068 `summary.csv` \u3092\u7167\u5408\u3059\u308b |\n| \u30b3\u30f3\u30c6\u30ca\u304b\u3089\u793e\u5185DB\u306b\u3064\u306a\u3054\u3046\u3068\u3059\u308b | **\u3067\u304d\u306a\u3044\u3002** \u5916\u90e8\u3078\u306e\u901a\u4fe1\u306f\u8a31\u53ef\u3055\u308c\u3066\u3044\u306a\u3044\u3002\u5fc5\u8981\u306a\u30c7\u30fc\u30bf\u306f\u30d5\u30a1\u30a4\u30eb\u3068\u3057\u3066\u6e21\u3059 |\n| \u30b3\u30f3\u30c6\u30ca\u304c\u671f\u9650\u5207\u308c\u306b\u306a\u308b | \u30b3\u30f3\u30c6\u30ca\u306f\u4f5c\u6210\u304b\u308930\u65e5\u3067\u671f\u9650\u5207\u308c\u306b\u306a\u308b\u3002**1\u4ef6\u306e\u5831\u544a\u66f8\u4f5c\u6210\u306f1\u56de\u306e\u51e6\u7406\u3067\u5b8c\u7d50\u3055\u305b\u308b\u8a2d\u8a08\u306b\u3059\u308b** |\n| \u540c\u3058\u8a66\u9a13\u9805\u76ee\u3067\u5b9a\u7fa9\u304c\u53e4\u3044 | \u5b9a\u7fa9\u30d5\u30a1\u30a4\u30eb\u306b\u7248\u3068\u66f4\u65b0\u65e5\u3092\u6301\u305f\u305b\u3001\u5831\u544a\u66f8\u306b\u8a18\u9332\u3059\u308b |","log_storage":"- \u6e2c\u5b9a\u30c7\u30fc\u30bf\u306e\u539f\u672c\uff08CSV\uff09\n- \u8a66\u9a13\u6761\u4ef6\u306e\u8a18\u5165\u30b7\u30fc\u30c8\n- **\u4f7f\u7528\u3057\u305f\u8a66\u9a13\u9805\u76ee\u306e\u5b9a\u7fa9\uff08\u7248\u3092\u542b\u3080\uff09**\n- \u96c6\u8a08\u7d50\u679c\uff08`summary.csv`\uff09\n- \u6368\u3066\u305f\u884c\u6570\n- \u751f\u6210\u3055\u308c\u305f\u30b0\u30e9\u30d5\n- AI\u304c\u5217\u6319\u3057\u305f\u4e8b\u5b9f\u3068\u3001\u7814\u7a76\u54e1\u304c\u66f8\u3044\u305f\u8003\u5bdf\n- \u5831\u544a\u66f8\u306e\u6700\u7d42\u7248\n\n**\u300c\u4f7f\u7528\u3057\u305f\u5b9a\u7fa9\u306e\u7248\u300d\u3092\u5fc5\u305a\u6b8b\u3057\u3066\u304f\u3060\u3055\u3044\u3002** \u534a\u5e74\u5f8c\u306b\u5b9a\u7fa9\u304c\u5909\u308f\u3063\u3066\u3044\u305f\u5834\u5408\u3001\u904e\u53bb\u306e\u5831\u544a\u66f8\u3068\u73fe\u5728\u306e\u5831\u544a\u66f8\u3092\u6bd4\u3079\u3066\u3088\u3044\u304b\u304c\u5224\u65ad\u3067\u304d\u307e\u305b\u3093\u3002\n\n\u6e2c\u5b9a\u30c7\u30fc\u30bf\u306f\u81ea\u793e\u306e\u6280\u8853\u60c5\u5831\u3067\u3059\u3002**\u4fdd\u7ba1\u5834\u6240\u306e\u30a2\u30af\u30bb\u30b9\u6a29\u9650\u3092\u90e8\u9580\u306b\u9650\u5b9a\u3057\u3066\u304f\u3060\u3055\u3044\u3002**","implementation_level":"\u534a\u81ea\u52d5\u5316","difficulty":3,"cost_band":"\u4e2d","cost_level_label":"API\u9023\u643a","security_level":"\u9ad8","implementation_status":"\u69cb\u6210\u4f8b","assumption_people":6,"assumption_frequency":60,"assumption_workdays":20,"volume_month":60,"before_minutes_per_case":100,"after_minutes_per_case":30,"hourly_cost":4000,"before_hours_month":100,"after_hours_month":30,"saved_hours_month":70,"reduction_rate":70,"saved_hours_year":840,"annual_cost_effect":3360000,"summary":"\u6e2c\u5b9a\u30c7\u30fc\u30bf\u306eCSV\u3092\u5165\u529b\u306b\u3001\u30b0\u30e9\u30d5\u3068\u7d71\u8a08\u91cf\u3092\u4f5c\u308a\u3001\u793e\u5185\u69d8\u5f0f\u306b\u6cbf\u3063\u305f\u8a66\u9a13\u5831\u544a\u66f8\u306e\u4e0b\u66f8\u304d\u3068\u8003\u5bdf\u306e\u6848\u3092\u7528\u610f\u3057\u307e\u3059\u3002\u7814\u7a76\u54e1\u306e\u4f5c\u696d\u306f\u3001\u8868\u8a08\u7b97\u3067\u30b0\u30e9\u30d5\u3092\u4f5c\u3063\u3066\u6587\u7ae0\u3092\u66f8\u304d\u8d77\u3053\u3059\u3053\u3068\u304b\u3089\u3001\u51fa\u3066\u304d\u305f\u56f3\u3068\u4e0b\u66f8\u304d\u3092\u898b\u3066\u7d50\u8ad6\u3092\u6c7a\u3081\u308b\u3053\u3068\u306b\u5909\u308f\u308a\u307e\u3059\u3002","before_flow":"1. \u8a66\u9a13\u3092\u884c\u3044\u3001\u6e2c\u5b9a\u6a5f\u5668\u304b\u3089CSV\u304c\u51fa\u529b\u3055\u308c\u308b\n2. \u7814\u7a76\u54e1\u304cCSV\u3092\u8868\u8a08\u7b97\u30bd\u30d5\u30c8\u3067\u958b\u304f\n3. \u4e0d\u8981\u306a\u884c\uff08\u6a5f\u5668\u306e\u30d8\u30c3\u30c0\u30fc\u3001\u6e2c\u5b9a\u524d\u306e\u5b89\u5b9a\u5f85\u3061\uff09\u3092\u524a\u308b\n4. \u6761\u4ef6\u3054\u3068\u306b\u30c7\u30fc\u30bf\u3092\u4e26\u3079\u66ff\u3048\u3001\u5e73\u5747\u3001\u6a19\u6e96\u504f\u5dee\u3092\u8a08\u7b97\u3059\u308b\n5. \u30b0\u30e9\u30d5\u3092\u4f5c\u308b\uff08\u8ef8\u306e\u7bc4\u56f2\u3001\u51e1\u4f8b\u3001\u5358\u4f4d\u3001\u76ee\u76db\u308a\u3092\u6574\u3048\u308b\uff09\n6. Word \u306e\u69d8\u5f0f\u3092\u958b\u304d\u3001\u8a66\u9a13\u306e\u76ee\u7684\u3001\u6761\u4ef6\u3001\u65b9\u6cd5\u3092\u66f8\u304f\n7. \u30b0\u30e9\u30d5\u3092\u8cbc\u308a\u4ed8\u3051\u3001\u7d50\u679c\u3092\u6587\u7ae0\u3067\u66f8\u304f\n8. \u8003\u5bdf\u3092\u66f8\u304f\uff08\u4f55\u304c\u8a00\u3048\u308b\u304b\u3001\u6b21\u306b\u4f55\u3092\u8a66\u3059\u304b\uff09\n9. \u4e0a\u9577\u304c\u30ec\u30d3\u30e5\u30fc\u3057\u3001\u4fee\u6b63\u3059\u308b\n\n\u554f\u984c\u306f4\u3064\u3042\u308a\u307e\u3059\u3002\n\n**\uff08a\uff09\u30b0\u30e9\u30d5\u3092\u6574\u3048\u308b\u4f5c\u696d\u304c\u9577\u3044\u3002** \u8ef8\u306e\u30e9\u30d9\u30eb\u3001\u5358\u4f4d\u3001\u51e1\u4f8b\u3001\u76ee\u76db\u308a\u3001\u7cfb\u5217\u306e\u8272\u3002**\u6e2c\u5b9a\u30c7\u30fc\u30bf\u306e\u4e2d\u8eab\u3068\u306f\u95a2\u4fc2\u306e\u306a\u3044\u4f5c\u696d\u306b30\u5206\u304b\u304b\u308a\u307e\u3059\u3002** 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\u8a66\u9a13\u306e\u76ee\u7684\u304b\u3089\u66f8\u304f\u4eba\u3001\u7d50\u679c\u304b\u3089\u66f8\u304f\u4eba\u304c\u3044\u307e\u3059\u3002\u6761\u4ef6\u306e\u8a18\u8f09\u304c\u8a73\u3057\u3044\u4eba\u3068\u7701\u304f\u4eba\u304c\u3044\u307e\u3059\u3002**\u534a\u5e74\u5f8c\u306b\u8aad\u307f\u8fd4\u3057\u3066\u3001\u4f55\u3092\u3084\u3063\u305f\u304b\u5206\u304b\u3089\u306a\u3044\u5831\u544a\u66f8\u304c\u51fa\u3066\u304d\u307e\u3059\u3002**\n\n**\uff08d\uff09\u8003\u5bdf\u304c\u66f8\u3051\u305a\u306b\u6b62\u307e\u308b\u3002** \u30c7\u30fc\u30bf\u306f\u51fa\u3066\u3044\u308b\u306e\u306b\u3001\u4f55\u3092\u66f8\u3051\u3070\u3088\u3044\u304b\u5206\u304b\u3089\u305a\u3001\u5831\u544a\u66f8\u304c\u6570\u65e5\u653e\u7f6e\u3055\u308c\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002**\u6b21\u306e\u8a66\u9a13\u306b\u9032\u3081\u306a\u3044\u539f\u56e0\u306b\u306a\u308a\u307e\u3059\u3002**","before_flow_steps":["\u8a66\u9a13\u3092\u884c\u3044\u3001\u6e2c\u5b9a\u6a5f\u5668\u304b\u3089CSV\u304c\u51fa\u529b\u3055\u308c\u308b","\u7814\u7a76\u54e1\u304cCSV\u3092\u8868\u8a08\u7b97\u30bd\u30d5\u30c8\u3067\u958b\u304f","\u4e0d\u8981\u306a\u884c\uff08\u6a5f\u5668\u306e\u30d8\u30c3\u30c0\u30fc\u3001\u6e2c\u5b9a\u524d\u306e\u5b89\u5b9a\u5f85\u3061\uff09\u3092\u524a\u308b","\u6761\u4ef6\u3054\u3068\u306b\u30c7\u30fc\u30bf\u3092\u4e26\u3079\u66ff\u3048\u3001\u5e73\u5747\u3001\u6a19\u6e96\u504f\u5dee\u3092\u8a08\u7b97\u3059\u308b","\u30b0\u30e9\u30d5\u3092\u4f5c\u308b\uff08\u8ef8\u306e\u7bc4\u56f2\u3001\u51e1\u4f8b\u3001\u5358\u4f4d\u3001\u76ee\u76db\u308a\u3092\u6574\u3048\u308b\uff09","Word \u306e\u69d8\u5f0f\u3092\u958b\u304d\u3001\u8a66\u9a13\u306e\u76ee\u7684\u3001\u6761\u4ef6\u3001\u65b9\u6cd5\u3092\u66f8\u304f","\u30b0\u30e9\u30d5\u3092\u8cbc\u308a\u4ed8\u3051\u3001\u7d50\u679c\u3092\u6587\u7ae0\u3067\u66f8\u304f","\u8003\u5bdf\u3092\u66f8\u304f\uff08\u4f55\u304c\u8a00\u3048\u308b\u304b\u3001\u6b21\u306b\u4f55\u3092\u8a66\u3059\u304b\uff09","\u4e0a\u9577\u304c\u30ec\u30d3\u30e5\u30fc\u3057\u3001\u4fee\u6b63\u3059\u308b"],"after_flow":"1. \u8a66\u9a13\u3092\u884c\u3044\u3001\u6e2c\u5b9a\u6a5f\u5668\u304b\u3089CSV\u304c\u51fa\u529b\u3055\u308c\u308b\n2. \u7814\u7a76\u54e1\u304c\u3001CSV\u3068\u8a66\u9a13\u306e\u6761\u4ef6\uff08\u8a66\u9a13\u9805\u76ee\u3001\u8a66\u6599\u540d\u3001\u6761\u4ef6\u306e\u4e00\u89a7\uff09\u3092\u6240\u5b9a\u306e\u30d5\u30a9\u30eb\u30c0\u306b\u7f6e\u304f\n3. **\u3010\u81ea\u52d5\u3011** CSV\u3092\u8aad\u307f\u8fbc\u307f\u3001\u8a66\u9a13\u9805\u76ee\u3054\u3068\u306b\u6c7a\u3081\u3089\u308c\u305f\u524d\u51e6\u7406\u3092\u884c\u3046\n4. **\u3010\u81ea\u52d5\u3011** \u6c7a\u3081\u3089\u308c\u305f\u96c6\u8a08\uff08\u5e73\u5747\u3001\u6a19\u6e96\u504f\u5dee\u3001n\u6570\uff09\u3092\u884c\u3046\n5. **\u3010\u81ea\u52d5\u3011** \u6c7a\u3081\u3089\u308c\u305f\u5f62\u306e\u30b0\u30e9\u30d5\u3092\u4f5c\u308b\uff08\u8ef8\u3001\u5358\u4f4d\u3001\u51e1\u4f8b\u306f\u8a66\u9a13\u9805\u76ee\u3054\u3068\u306b\u56fa\u5b9a\uff09\n6. **\u3010\u81ea\u52d5\u3011** \u69d8\u5f0f\u306b\u6cbf\u3063\u305f\u5831\u544a\u66f8\u306e\u4e0b\u66f8\u304d\u3092\u4f5c\u308b\uff08\u76ee\u7684\u3001\u6761\u4ef6\u3001\u65b9\u6cd5\u3001\u7d50\u679c\uff09\n7. **\u3010\u81ea\u52d5\u3011** \u30c7\u30fc\u30bf\u304b\u3089\u8aad\u307f\u53d6\u308c\u308b\u4e8b\u5b9f\u3092\u3001\u8003\u5bdf\u306e\u6750\u6599\u3068\u3057\u3066\u5217\u6319\u3059\u308b\n8. **\u3010\u4eba\u3011** \u7814\u7a76\u54e1\u304c\u56f3\u3068\u6570\u5024\u3092\u78ba\u8a8d\u3059\u308b\n9. **\u3010\u4eba\u3011** \u7814\u7a76\u54e1\u304c\u8003\u5bdf\u306e\u7d50\u8ad6\u3092\u66f8\u304f\n10. **\u3010\u4eba\u3011** \u4e0a\u9577\u304c\u30ec\u30d3\u30e5\u30fc\u3059\u308b\n\n\u81ea\u52d5\u5316\u3055\u308c\u308b\u306e\u306f\u300c\u6574\u3048\u308b\u300d\u300c\u96c6\u8a08\u3059\u308b\u300d\u300c\u56f3\u306b\u3059\u308b\u300d\u300c\u4e8b\u5b9f\u3092\u66f8\u304d\u51fa\u3059\u300d\u306e4\u3064\u3067\u3059\u3002**\u7d50\u8ad6\u3092\u66f8\u304f\u306e\u306f\u7814\u7a76\u54e1\u3067\u3059\u3002**\n\n**7\u756a\u76ee\u306e\u300c\u8003\u5bdf\u306e\u6750\u6599\u306e\u5217\u6319\u300d\u304c\u3001\uff08d\uff09\u306e\u300c\u8003\u5bdf\u304c\u66f8\u3051\u305a\u306b\u6b62\u307e\u308b\u300d\u306b\u52b9\u304d\u307e\u3059\u3002** \u300c\u6761\u4ef6B\u3067\u5e73\u5747\u5024\u304c\u6700\u3082\u9ad8\u3044\u300d\u300c\u6761\u4ef6C\u306e\u3070\u3089\u3064\u304d\u304c\u4ed6\u306e2\u500d\u300d\u3068\u3044\u3063\u305f\u4e8b\u5b9f\u304c\u4e26\u3093\u3067\u3044\u308c\u3070\u3001\u305d\u3053\u304b\u3089\u4f55\u3092\u8a00\u3046\u304b\u3092\u8003\u3048\u3089\u308c\u307e\u3059\u3002\u767d\u7d19\u304b\u3089\u8003\u3048\u308b\u3088\u308a\u901f\u304f\u9032\u307f\u307e\u3059\u3002","after_flow_steps":["\u8a66\u9a13\u3092\u884c\u3044\u3001\u6e2c\u5b9a\u6a5f\u5668\u304b\u3089CSV\u304c\u51fa\u529b\u3055\u308c\u308b","\u7814\u7a76\u54e1\u304c\u3001CSV\u3068\u8a66\u9a13\u306e\u6761\u4ef6\uff08\u8a66\u9a13\u9805\u76ee\u3001\u8a66\u6599\u540d\u3001\u6761\u4ef6\u306e\u4e00\u89a7\uff09\u3092\u6240\u5b9a\u306e\u30d5\u30a9\u30eb\u30c0\u306b\u7f6e\u304f","**\u3010\u81ea\u52d5\u3011** CSV\u3092\u8aad\u307f\u8fbc\u307f\u3001\u8a66\u9a13\u9805\u76ee\u3054\u3068\u306b\u6c7a\u3081\u3089\u308c\u305f\u524d\u51e6\u7406\u3092\u884c\u3046","**\u3010\u81ea\u52d5\u3011** \u6c7a\u3081\u3089\u308c\u305f\u96c6\u8a08\uff08\u5e73\u5747\u3001\u6a19\u6e96\u504f\u5dee\u3001n\u6570\uff09\u3092\u884c\u3046","**\u3010\u81ea\u52d5\u3011** \u6c7a\u3081\u3089\u308c\u305f\u5f62\u306e\u30b0\u30e9\u30d5\u3092\u4f5c\u308b\uff08\u8ef8\u3001\u5358\u4f4d\u3001\u51e1\u4f8b\u306f\u8a66\u9a13\u9805\u76ee\u3054\u3068\u306b\u56fa\u5b9a\uff09","**\u3010\u81ea\u52d5\u3011** \u69d8\u5f0f\u306b\u6cbf\u3063\u305f\u5831\u544a\u66f8\u306e\u4e0b\u66f8\u304d\u3092\u4f5c\u308b\uff08\u76ee\u7684\u3001\u6761\u4ef6\u3001\u65b9\u6cd5\u3001\u7d50\u679c\uff09","**\u3010\u81ea\u52d5\u3011** \u30c7\u30fc\u30bf\u304b\u3089\u8aad\u307f\u53d6\u308c\u308b\u4e8b\u5b9f\u3092\u3001\u8003\u5bdf\u306e\u6750\u6599\u3068\u3057\u3066\u5217\u6319\u3059\u308b","**\u3010\u4eba\u3011** \u7814\u7a76\u54e1\u304c\u56f3\u3068\u6570\u5024\u3092\u78ba\u8a8d\u3059\u308b","**\u3010\u4eba\u3011** \u7814\u7a76\u54e1\u304c\u8003\u5bdf\u306e\u7d50\u8ad6\u3092\u66f8\u304f","**\u3010\u4eba\u3011** \u4e0a\u9577\u304c\u30ec\u30d3\u30e5\u30fc\u3059\u308b"],"architecture":"```\n\u6e2c\u5b9a\u6a5f\u5668 \u2192 CSV\n   \u2502\n   \u25bc \u7814\u7a76\u54e1\u304c\u6240\u5b9a\u306e\u30d5\u30a9\u30eb\u30c0\u306b\u7f6e\u304f\uff08CSV \uff0b \u8a66\u9a13\u6761\u4ef6\u306e\u8a18\u5165\u30b7\u30fc\u30c8\uff09\n   \u2502\n   \u25bc\nPython\uff08\u793e\u5185\u3067\u5b9f\u884c\uff09\n   \u2502\n   \u251c\u2500\u2500\u25b6 Files API \u2500\u2500 CSV\u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\uff08file_id \u3092\u5f97\u308b\uff09\n   \u2502\n   \u251c\u2500\u2500\u25b6 Claude API \uff0b \u30b3\u30fc\u30c9\u5b9f\u884c\u30c4\u30fc\u30eb\n   \u2502       \u2500 container_upload \u3067CSV\u3092\u6e21\u3059\n   \u2502       \u2500 pandas \u3067\u524d\u51e6\u7406\u30fb\u96c6\u8a08\n   \u2502       \u2500 matplotlib \u3067\u30b0\u30e9\u30d5\u3092\u4f5c\u308a PNG \u3068\u3057\u3066\u51fa\u529b\n   \u2502       \u2500 \u751f\u6210\u3055\u308c\u305f\u30d5\u30a1\u30a4\u30eb\u3092 Files API \u304b\u3089\u53d6\u5f97\n   \u2502\n   \u251c\u2500\u2500\u25b6 Claude API\uff08\u69cb\u9020\u5316\u51fa\u529b\uff09\n   \u2502       \u2500 \u96c6\u8a08\u7d50\u679c\u304b\u3089\u300c\u30c7\u30fc\u30bf\u304b\u3089\u8aad\u307f\u53d6\u308c\u308b\u4e8b\u5b9f\u300d\u3092\u5217\u6319\n   \u2502       \u2500 \u69d8\u5f0f\u306b\u6cbf\u3063\u305f\u672c\u6587\u306e\u4e0b\u66f8\u304d\n   \u2502\n   \u25bc\n\u5831\u544a\u66f8\u306e\u4e0b\u66f8\u304d\uff08Word \/ Markdown\uff09\uff0b \u30b0\u30e9\u30d5\uff08PNG\uff09\n   \u2502\n   \u25bc\u3010\u4eba\u304c\u78ba\u8a8d\u3011\u7814\u7a76\u54e1\u304c\u56f3\u3068\u6570\u5024\u3092\u78ba\u8a8d\u3057\u3001\u8003\u5bdf\u306e\u7d50\u8ad6\u3092\u66f8\u304f\n   \u2502\n   \u25bc\n\u4e0a\u9577\u306e\u30ec\u30d3\u30e5\u30fc \u2192 \u5171\u6709\u30d5\u30a9\u30eb\u30c0\u3078\u4fdd\u5b58\n```\n\n| \u5f79\u5272 | \u60f3\u5b9a\u3059\u308b\u88fd\u54c1 | \u4ee3\u66ff\u5019\u88dc |\n|:--|:--|:--|\n| \u5b9f\u884c\u74b0\u5883 | Python | Google Colab\u3001\u793e\u5185\u306eJupyter\u74b0\u5883 |\n| \u51e6\u7406\u30a8\u30f3\u30b8\u30f3 | Claude API \u306e\u30b3\u30fc\u30c9\u5b9f\u884c\u30c4\u30fc\u30eb | Python\uff08\u793e\u5185\u74b0\u5883\u3067matplotlib\u3092\u5b9f\u884c\uff09 |\n| \u751f\u6210AI | Claude API\uff08\u69cb\u9020\u5316\u51fa\u529b\uff09 | OpenAI API\u3001Gemini API |\n| \u4fdd\u7ba1 | \u5171\u6709\u30d5\u30a9\u30eb\u30c0 | SharePoint\u3001Box |\n| \u5831\u544a\u66f8\u306e\u69d8\u5f0f | Word | Markdown\u3001\u793e\u5185\u306e\u5831\u544a\u66f8\u30b7\u30b9\u30c6\u30e0 |\n\n**\u30b3\u30fc\u30c9\u5b9f\u884c\u30c4\u30fc\u30eb\u306f\u3001\u30b5\u30f3\u30c9\u30dc\u30c3\u30af\u30b9\u5316\u3055\u308c\u305f\u30b3\u30f3\u30c6\u30ca\u3067Python\u3068Bash\u3092\u5b9f\u884c\u3059\u308b\u6a5f\u80fd\u3067\u3059\u3002** 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\u30c8\u30ea\u30ac\u30fc\n\n**\u7814\u7a76\u54e1\u304c\u6240\u5b9a\u306e\u30d5\u30a9\u30eb\u30c0\u306bCSV\u3068\u8a66\u9a13\u6761\u4ef6\u306e\u8a18\u5165\u30b7\u30fc\u30c8\u3092\u7f6e\u3044\u305f\u3053\u3068**\u3092\u8d77\u70b9\u306b\u3057\u307e\u3059\u3002\u30d5\u30a9\u30eb\u30c0\u306e\u76e3\u8996\u3001\u307e\u305f\u306f\u7814\u7a76\u54e1\u304c\u5b9f\u884c\u3059\u308b\u30b9\u30af\u30ea\u30d7\u30c8\u306e\u8d77\u52d5\u3067\u3059\u3002\n\n**\u8a66\u9a13\u6761\u4ef6\u306e\u8a18\u5165\u30b7\u30fc\u30c8\u304c\u5fc5\u9808\u3067\u3059\u3002** 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\u30ef\u30fc\u30af\u30b9\u30da\u30fc\u30b9\u306b\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308bAPI\u30ad\u30fc\u3067\u3042\u308c\u3070\u3001\u305d\u306e\u30ef\u30fc\u30af\u30b9\u30da\u30fc\u30b9\u306b\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3055\u308c\u305f\u4efb\u610f\u306e\u30d5\u30a1\u30a4\u30eb\u3092\u8aad\u3081\u307e\u3059\u3002**\u90e8\u9580\u3054\u3068\u3001\u3042\u308b\u3044\u306f\u6a5f\u5bc6\u5ea6\u3054\u3068\u306b\u30ef\u30fc\u30af\u30b9\u30da\u30fc\u30b9\u3092\u5206\u3051\u308b\u8a2d\u8a08\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002**\n\n`expires_in_seconds` \u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u6642\u306b\u6307\u5b9a\u3059\u308b\u3068\u30011\u6642\u9593\u304b\u308990\u65e5\u306e\u7bc4\u56f2\u3067\u81ea\u52d5\u7684\u306b\u671f\u9650\u5207\u308c\u306b\u3067\u304d\u307e\u3059\u3002**\u6e2c\u5b9a\u30c7\u30fc\u30bf\u3092\u9577\u304f\u7f6e\u304b\u306a\u3044\u904b\u7528\u306b\u3059\u308b\u306a\u3089\u3001\u3053\u306e\u6307\u5b9a\u3092\u4f7f\u3063\u3066\u304f\u3060\u3055\u3044\u3002**\n\n**\u8a66\u9a13\u9805\u76ee\u306e\u5b9a\u7fa9\uff1a** \u90e8\u9580\u3067\u7ba1\u7406\u3059\u308bJSON\u307e\u305f\u306fYAML\u306e\u30d5\u30a1\u30a4\u30eb\u3067\u3059\u3002Claude \u306b\u6e21\u3059\u306e\u3067\u306f\u306a\u304f\u3001**Python\u304c\u8aad\u3093\u3067\u30b3\u30fc\u30c9\u5b9f\u884c\u30c4\u30fc\u30eb\u3078\u306e\u6307\u793a\u306b\u7d44\u307f\u8fbc\u307f\u307e\u3059\u3002**\n\n### \u524d\u51e6\u7406\n\n1. **CSV\u306e\u6587\u5b57\u30b3\u30fc\u30c9\u3068\u533a\u5207\u308a\u306e\u78ba\u8a8d** \u2026 \u6e2c\u5b9a\u6a5f\u5668\u306eCSV\u306f Shift_JIS \u306e\u3053\u3068\u304c\u591a\u304f\u3001\u30d8\u30c3\u30c0\u30fc\u304c\u6570\u884c\u3042\u308a\u307e\u3059\u3002\u8a66\u9a13\u9805\u76ee\u306e\u5b9a\u7fa9\u306b\u300c\u5148\u982d\u25ef\u884c\u3092\u98db\u3070\u3059\u300d\u3092\u66f8\u304d\u307e\u3059\n2. **\u5217\u540d\u306e\u6b63\u898f\u5316** \u2026 \u6a5f\u5668\u306e\u30d5\u30a1\u30fc\u30e0\u30a6\u30a7\u30a2\u304c\u5909\u308f\u308b\u3068\u5217\u540d\u304c\u5909\u308f\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u5b9a\u7fa9\u30d5\u30a1\u30a4\u30eb\u306b\u5217\u540d\u306e\u5bfe\u5fdc\u3092\u66f8\u304d\u3001\u4e00\u81f4\u3057\u306a\u3051\u308c\u3070\u51e6\u7406\u3092\u6b62\u3081\u307e\u3059\n3. **\u8a66\u9a13\u6761\u4ef6\u306e\u8a18\u5165\u30b7\u30fc\u30c8\u306e\u691c\u8a3c** \u2026 \u5fc5\u9808\u9805\u76ee\u304c\u57cb\u307e\u3063\u3066\u3044\u308b\u304b\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002**\u7a7a\u6b04\u304c\u3042\u308c\u3070\u51e6\u7406\u3092\u6b62\u3081\u3001\u7814\u7a76\u54e1\u306b\u8fd4\u3057\u307e\u3059\u3002\u63a8\u6e2c\u3067\u57cb\u3081\u307e\u305b\u3093**\n4. **\u30c7\u30fc\u30bf\u4ef6\u6570\u306e\u78ba\u8a8d** \u2026 \u8a18\u5165\u30b7\u30fc\u30c8\u306e n\u6570 \u3068\u3001CSV\u306e\u5b9f\u969b\u306e\u884c\u6570\u304c\u5408\u3046\u304b\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002**\u5408\u308f\u306a\u3044\u5834\u5408\u306f\u51e6\u7406\u3092\u6b62\u3081\u307e\u3059\u3002** \u6e2c\u5b9a\u306e\u5931\u6557\u3084\u3001\u30d5\u30a1\u30a4\u30eb\u306e\u53d6\u308a\u9055\u3048\u306e\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\n5. **\u6a5f\u5fae\u306a\u60c5\u5831\u306e\u78ba\u8a8d** \u2026 CSV\u306b\u9867\u5ba2\u540d\u3084\u672a\u516c\u958b\u306e\u88fd\u54c1\u540d\u304c\u5165\u3063\u3066\u3044\u306a\u3044\u304b\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002\u5165\u3063\u3066\u3044\u308b\u5834\u5408\u306f\u3001\u30b3\u30fc\u30c9\uff08\u8a66\u6599A\u3001\u8a66\u6599B\uff09\u306b\u7f6e\u304d\u63db\u3048\u307e\u3059\n\n### AI\u306b\u4f55\u3092\u3055\u305b\u308b\u306e\u304b\n\n**\u51e6\u7406\u306f2\u6bb5\u968e\u306b\u5206\u304b\u308c\u307e\u3059\u3002\u9593\u306b\u96c6\u8a08\u3068\u30b0\u30e9\u30d5\u4f5c\u6210\u304c\u5165\u308a\u307e\u3059\u3002**\n\n**1\u6bb5\u968e\u76ee\uff1a\u30b3\u30fc\u30c9\u5b9f\u884c\u30c4\u30fc\u30eb\u306b\u3088\u308b\u96c6\u8a08\u3068\u30b0\u30e9\u30d5\u4f5c\u6210**\n\n| \u51e6\u7406 | \u5185\u5bb9 |\n|:--|:--|\n| \u524d\u51e6\u7406 | \u5b9a\u7fa9\u306b\u5f93\u3063\u3066\u884c\u3068\u5217\u3092\u9078\u3076 |\n| \u96c6\u8a08 | \u6761\u4ef6\u3054\u3068\u306e\u5e73\u5747\u3001\u6a19\u6e96\u504f\u5dee\u3001\u6700\u5927\u3001\u6700\u5c0f\u3001n\u6570 |\n| \u5916\u308c\u5024\u306e\u5224\u5b9a | \u5b9a\u7fa9\u306b\u5f93\u3063\u3066\u5224\u5b9a\u3059\u308b\u3002**\u9664\u5916\u3059\u308b\u304b\u3069\u3046\u304b\u306f\u5b9a\u7fa9\u306b\u5f93\u3044\u3001AI\u304c\u6c7a\u3081\u306a\u3044** |\n| \u30b0\u30e9\u30d5\u4f5c\u6210 | \u5b9a\u7fa9\u306b\u5f93\u3063\u305f\u5f62\u306e\u30b0\u30e9\u30d5\u3092PNG\u3067\u51fa\u529b\u3059\u308b |\n| \u6570\u5024\u306e\u66f8\u304d\u51fa\u3057 | \u96c6\u8a08\u7d50\u679c\u3092CSV\u307e\u305f\u306fJSON\u3067\u51fa\u529b\u3059\u308b |\n\n**2\u6bb5\u968e\u76ee\uff1a\u672c\u6587\u3068\u8003\u5bdf\u306e\u6750\u6599\u306e\u4f5c\u6210**\n\n| \u51e6\u7406 | \u5185\u5bb9 |\n|:--|:--|\n| \u672c\u6587\u306e\u4e0b\u66f8\u304d | \u69d8\u5f0f\u306b\u6cbf\u3063\u3066\u3001\u76ee\u7684\u3001\u6761\u4ef6\u3001\u65b9\u6cd5\u3001\u7d50\u679c\u3092\u66f8\u304f |\n| \u4e8b\u5b9f\u306e\u5217\u6319 | \u96c6\u8a08\u7d50\u679c\u304b\u3089\u8aad\u307f\u53d6\u308c\u308b\u4e8b\u5b9f\u3092\u7b87\u6761\u66f8\u304d\u306b\u3059\u308b |\n| \u904e\u53bb\u3068\u306e\u6bd4\u8f03 | \u540c\u3058\u8a66\u9a13\u9805\u76ee\u306e\u904e\u53bb\u306e\u4ee3\u8868\u5024\u3068\u6bd4\u3079\u3001\u5dee\u304c\u3042\u308b\u70b9\u3092\u6319\u3052\u308b |\n| \u78ba\u8a8d\u3059\u3079\u304d\u70b9\u306e\u6307\u6458 | n\u6570\u304c\u5c11\u306a\u3044\u3001\u3070\u3089\u3064\u304d\u304c\u5927\u304d\u3044\u3001\u5916\u308c\u5024\u304c\u3042\u308b\u3068\u3044\u3063\u305f\u6ce8\u610f\u70b9\u3092\u6319\u3052\u308b |\n\n**2\u6bb5\u968e\u76ee\u306b\u306f\u3001CSV\u306e\u751f\u30c7\u30fc\u30bf\u3092\u6e21\u3057\u307e\u305b\u3093\u3002\u96c6\u8a08\u7d50\u679c\u3060\u3051\u3092\u6e21\u3057\u307e\u3059\u3002** \u7406\u7531\u306f2\u3064\u3042\u308a\u307e\u3059\u3002\u751f\u30c7\u30fc\u30bf\u3092\u6e21\u3059\u3068\u3001AI\u304c\u72ec\u81ea\u306b\u96c6\u8a08\u3057\u76f4\u3057\u3066\u3001\u30b0\u30e9\u30d5\u3068\u9055\u3046\u6570\u5024\u3092\u66f8\u304f\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u307e\u305f\u3001\u6e21\u3059\u30c7\u30fc\u30bf\u304c\u6e1b\u308c\u3070\u3001\u5916\u90e8\u306b\u51fa\u308b\u60c5\u5831\u304c\u6e1b\u308a\u307e\u3059\u3002\n\n### \u30d7\u30ed\u30f3\u30d7\u30c8\u307e\u305f\u306f\u6307\u793a\u5185\u5bb9\u306e\u4f8b\n\n**1\u6bb5\u968e\u76ee\uff08\u30b3\u30fc\u30c9\u5b9f\u884c\u30c4\u30fc\u30eb\u3078\u306e\u6307\u793a\uff09**\n\n```\n\u6dfb\u4ed8\u3057\u305fCSV\u3092\u3001\u6b21\u306e\u5b9a\u7fa9\u306b\u5f93\u3063\u3066\u51e6\u7406\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010CSV\u306e\u8aad\u307f\u8fbc\u307f\u3011\n- \u30a8\u30f3\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0: {encoding}\n- \u5148\u982d {skip_rows} \u884c\u3092\u8aad\u307f\u98db\u3070\u3059\n- \u4f7f\u7528\u3059\u308b\u5217: {columns}\n- \u5217\u540d\u304c\u5b9a\u7fa9\u3068\u4e00\u81f4\u3057\u306a\u3044\u5834\u5408\u306f\u3001\u51e6\u7406\u3092\u4e2d\u6b62\u3057\u3066\n  \u4e00\u81f4\u3057\u306a\u304b\u3063\u305f\u5217\u540d\u3092\u5831\u544a\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u524d\u51e6\u7406\u3011\n{preprocessing_rules}\n\n\u3010\u96c6\u8a08\u3011\n- \u6761\u4ef6\u3054\u3068\u306b\u3001\u5e73\u5747 \/ \u6a19\u6e96\u504f\u5dee \/ \u6700\u5927 \/ \u6700\u5c0f \/ n\u6570 \u3092\u7b97\u51fa\n- \u6709\u52b9\u6570\u5b57: {significant_digits} \u6841\n- \u5916\u308c\u5024\u306e\u6271\u3044: {outlier_rule}\n  \u203b \u3053\u306e\u30eb\u30fc\u30eb\u4ee5\u5916\u306e\u5224\u65ad\u3067\u5024\u3092\u9664\u5916\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u30b0\u30e9\u30d5\u3011\n{chart_spec}\n- \u30d5\u30a1\u30a4\u30eb\u540d: chart_1.png\n- \u65e5\u672c\u8a9e\u30e9\u30d9\u30eb\u306f\u4f7f\u308f\u305a\u3001\u82f1\u5b57\u3067\u51fa\u529b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u51fa\u529b\u3011\n- \u96c6\u8a08\u7d50\u679c\u3092 summary.csv \u3068\u3057\u3066\u4fdd\u5b58\n- \u51e6\u7406\u306e\u9014\u4e2d\u3067\u6368\u3066\u305f\u884c\u6570\u3092 dropped_rows.txt \u306b\u8a18\u9332\n```\n\n**2\u6bb5\u968e\u76ee\uff08\u672c\u6587\u3068\u8003\u5bdf\u306e\u6750\u6599\uff09**\n\n```\n\u3042\u306a\u305f\u306f\u7814\u7a76\u958b\u767a\u90e8\u9580\u306e\u5831\u544a\u66f8\u4f5c\u6210\u3092\u652f\u63f4\u3059\u308b\u62c5\u5f53\u8005\u3067\u3059\u3002\n\u96c6\u8a08\u7d50\u679c\u3068\u8a66\u9a13\u6761\u4ef6\u304b\u3089\u3001\u5831\u544a\u66f8\u306e\u4e0b\u66f8\u304d\u3092\u4f5c\u3063\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u6e21\u3055\u308c\u305f\u6570\u5024\u3092\u305d\u306e\u307e\u307e\u4f7f\u3063\u3066\u304f\u3060\u3055\u3044\u3002\n  \u8a08\u7b97\u3057\u76f4\u3057\u305f\u308a\u3001\u4e38\u3081\u76f4\u3057\u305f\u308a\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u8003\u5bdf\u306e\u7d50\u8ad6\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n  \u300c\u3057\u305f\u304c\u3063\u3066\u6761\u4ef6B\u3092\u63a1\u7528\u3059\u3079\u304d\u300d\u300c\u539f\u56e0\u306f\u25ef\u25ef\u3068\u8003\u3048\u3089\u308c\u308b\u300d\n  \u3068\u3044\u3063\u305f\u5224\u65ad\u3084\u63a8\u5b9a\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n  \u3042\u306a\u305f\u304c\u66f8\u304f\u306e\u306f\u3001\u30c7\u30fc\u30bf\u304b\u3089\u8aad\u307f\u53d6\u308c\u308b\u4e8b\u5b9f\u3060\u3051\u3067\u3059\u3002\n- \u539f\u56e0\u306e\u63a8\u6e2c\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n  \u300c\u3070\u3089\u3064\u304d\u304c\u5927\u304d\u3044\u306e\u306f\u6e2c\u5b9a\u8aa4\u5dee\u306b\u3088\u308b\u3082\u306e\u3068\u601d\u308f\u308c\u308b\u300d\u306f\u7981\u6b62\u3067\u3059\u3002\n  \u300c\u6761\u4ef6C\u306e\u6a19\u6e96\u504f\u5dee\u306f\u4ed6\u306e\u6761\u4ef6\u306e\u7d042\u500d\u300d\u3068\u3060\u3051\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n- \u8a66\u9a13\u6761\u4ef6\u306e\u8a18\u5165\u30b7\u30fc\u30c8\u306b\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u6761\u4ef6\u3092\u88dc\u308f\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- n\u6570\u304c3\u4ee5\u4e0b\u306e\u6761\u4ef6\u306b\u3064\u3044\u3066\u306f\u3001\u6a19\u6e96\u504f\u5dee\u306e\u8a18\u8ff0\u306b\n  \u300cn\u6570\u304c\u5c11\u306a\u3044\u300d\u65e8\u3092\u5fc5\u305a\u6dfb\u3048\u3066\u304f\u3060\u3055\u3044\u3002\n- \u6700\u5f8c\u306b\u300c\u7814\u7a76\u54e1\u304c\u78ba\u8a8d\u30fb\u5224\u65ad\u3059\u3079\u304d\u70b9\u300d\u3092\u7b87\u6761\u66f8\u304d\u3067\u6319\u3052\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u8a66\u9a13\u6761\u4ef6\u3011{test_conditions}\n\u3010\u96c6\u8a08\u7d50\u679c\u3011{summary}\n\u3010\u6368\u3066\u305f\u884c\u6570\u3011{dropped_rows}\n\u3010\u5831\u544a\u66f8\u306e\u69d8\u5f0f\u3011{report_template}\n\u3010\u540c\u3058\u8a66\u9a13\u9805\u76ee\u306e\u904e\u53bb\u306e\u4ee3\u8868\u5024\u3011{past_results}\n```\n\n**\u300c\u8003\u5bdf\u306e\u7d50\u8ad6\u3092\u66f8\u304b\u306a\u3044\u300d\u300c\u539f\u56e0\u306e\u63a8\u6e2c\u3092\u66f8\u304b\u306a\u3044\u300d\u306e2\u3064\u304c\u3001\u3053\u306e\u69cb\u6210\u3067\u6700\u3082\u91cd\u8981\u306a\u6307\u793a\u3067\u3059\u3002**\n\n\u751f\u6210AI\u306f\u3001\u30c7\u30fc\u30bf\u3092\u898b\u305b\u3089\u308c\u308b\u3068\u539f\u56e0\u3092\u8aac\u660e\u3057\u3088\u3046\u3068\u3057\u307e\u3059\u3002\u300c\u9ad8\u6e29\u3067\u5f37\u5ea6\u304c\u4e0b\u304c\u3063\u305f\u306e\u306f\u5206\u5b50\u9396\u306e\u904b\u52d5\u6027\u304c\u9ad8\u307e\u3063\u305f\u305f\u3081\u300d\u3068\u3044\u3063\u305f\u6587\u7ae0\u3092\u66f8\u304d\u307e\u3059\u3002**\u3082\u3063\u3068\u3082\u3089\u3057\u304f\u8aad\u3081\u307e\u3059\u304c\u3001\u305d\u308c\u306f\u3053\u306e\u8a66\u9a13\u3067\u691c\u8a3c\u3057\u305f\u3053\u3068\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002** \u7814\u7a76\u54e1\u304c\u305d\u306e\u307e\u307e\u6b8b\u305b\u3070\u3001\u6839\u62e0\u306e\u306a\u3044\u63a8\u5b9a\u304c\u793e\u5185\u306e\u5831\u544a\u66f8\u306b\u8f09\u308a\u307e\u3059\u3002\u534a\u5e74\u5f8c\u3001\u5225\u306e\u7814\u7a76\u54e1\u304c\u305d\u308c\u3092\u524d\u63d0\u306b\u6b21\u306e\u8a66\u9a13\u3092\u7d44\u307f\u307e\u3059\u3002\n\n### \u51fa\u529b\u5f62\u5f0f\n\n**1\u6bb5\u968e\u76ee\u306e\u51fa\u529b\uff1a** `summary.csv`\uff08\u96c6\u8a08\u7d50\u679c\uff09\u3001`chart_1.png`\uff08\u30b0\u30e9\u30d5\uff09\u3001`dropped_rows.txt`\uff08\u6368\u3066\u305f\u884c\u6570\uff09\u3002\u30b3\u30fc\u30c9\u5b9f\u884c\u30c4\u30fc\u30eb\u304c\u751f\u6210\u3057\u305f\u30d5\u30a1\u30a4\u30eb\u306f\u3001\u5fdc\u7b54\u306e `bash_code_execution_tool_result` \u306e content block \u306b `file_id` \u304c\u73fe\u308c\u3001Files API \u304b\u3089\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3067\u304d\u307e\u3059\u3002**\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3057\u305f\u30d5\u30a1\u30a4\u30eb\u306f\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3067\u304d\u305a\u3001\u30b3\u30fc\u30c9\u5b9f\u884c\u30c4\u30fc\u30eb\u3084\u30b9\u30ad\u30eb\u304c\u751f\u6210\u3057\u305f\u30d5\u30a1\u30a4\u30eb\u3060\u3051\u304c\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3067\u304d\u307e\u3059\u3002**\n\n**2\u6bb5\u968e\u76ee\u306e\u51fa\u529b\uff1a**\n\n```json\n{\n  \"report_sections\": {\n    \"purpose\": \"\",\n    \"conditions\": \"\",\n    \"method\": \"\",\n    \"results\": \"\"\n  },\n  \"observed_facts\": [],\n  \"comparison_with_past\": [],\n  \"points_to_check\": [],\n  \"n_warnings\": []\n}\n```\n\n**`observed_facts`\uff08\u4e8b\u5b9f\uff09\u3068\u3001\u7d50\u8ad6\u3092\u66f8\u304f\u6b04\u3092\u5206\u3051\u3066\u3044\u307e\u3059\u3002** \u7d50\u8ad6\u306e\u6b04\u305d\u306e\u3082\u306e\u3092\u51fa\u529b\u306b\u4f5c\u3089\u306a\u3044\u306e\u304c\u8a2d\u8a08\u4e0a\u306e\u610f\u56f3\u3067\u3059\u3002\u7814\u7a76\u54e1\u304cWord\u306e\u69d8\u5f0f\u306b\u8cbc\u308a\u4ed8\u3051\u305f\u3068\u304d\u3001\u8003\u5bdf\u306e\u6b04\u306f\u7a7a\u3067\u3059\u3002**\u7a7a\u6b04\u306f\u57cb\u3081\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u3044\u306e\u3067\u3001\u7814\u7a76\u54e1\u304c\u5fc5\u305a\u66f8\u304d\u307e\u3059\u3002**\n\n### \u30b7\u30b9\u30c6\u30e0\u9023\u643a\n\n**\u5831\u544a\u66f8\u306e\u751f\u6210\uff1a** Python \u3067 Word \u306e\u69d8\u5f0f\u306b\u30c6\u30ad\u30b9\u30c8\u3068PNG\u3092\u6d41\u3057\u8fbc\u3080\u304b\u3001Markdown \u3067\u51fa\u529b\u3057\u3066\u304b\u3089\u5909\u63db\u3057\u307e\u3059\u3002**\u8003\u5bdf\u306e\u6b04\u306f\u7a7a\u6b04\u306e\u307e\u307e\u51fa\u529b\u3057\u307e\u3059\u3002**\n\n**\u8a66\u9a13\u7d50\u679c\u306e\u53f0\u5e33\uff1a** \u96c6\u8a08\u7d50\u679c\u3092\u53f0\u5e33\uff08\u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u307e\u305f\u306f\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\uff09\u306b\u8ffd\u8a18\u3057\u307e\u3059\u3002\u8a66\u9a13\u9805\u76ee\u3001\u8a66\u6599\u540d\u3001\u6761\u4ef6\u3001\u4ee3\u8868\u5024\u3001\u5831\u544a\u66f8\u3078\u306e\u30ea\u30f3\u30af\u3002**\u3053\u308c\u304c\u6b21\u56de\u306e\u300c\u904e\u53bb\u306e\u4ee3\u8868\u5024\u300d\u306e\u5165\u529b\u306b\u306a\u308a\u307e\u3059\u3002**\n\n**\u6e2c\u5b9a\u6a5f\u5668\u3068\u306e\u76f4\u63a5\u9023\u643a\u306f\u3057\u307e\u305b\u3093\u3002** \u7814\u7a76\u54e1\u304cCSV\u3092\u30d5\u30a9\u30eb\u30c0\u306b\u7f6e\u304f\u904b\u7528\u306e\u307e\u307e\u306b\u3057\u307e\u3059\u3002\u6a5f\u5668\u306f\u30e1\u30fc\u30ab\u30fc\u3082\u30d5\u30a1\u30fc\u30e0\u30a6\u30a7\u30a2\u3082\u3070\u3089\u3070\u3089\u3067\u3001\u76f4\u63a5\u9023\u643a\u3092\u7d44\u3080\u3068\u4fdd\u5b88\u304c\u7d9a\u304d\u307e\u305b\u3093\u3002\n\n### \u4eba\u9593\u306e\u78ba\u8a8d\n\n**\u56f3\u3068\u6570\u5024\u306f\u5168\u4ef6\u3001\u7814\u7a76\u54e1\u304c\u78ba\u8a8d\u3057\u307e\u3059\u3002\u8003\u5bdf\u306e\u7d50\u8ad6\u306f\u7814\u7a76\u54e1\u304c\u66f8\u304d\u307e\u3059\u3002\u4e0a\u9577\u306e\u30ec\u30d3\u30e5\u30fc\u3082\u5f93\u6765\u3069\u304a\u308a\u884c\u3044\u307e\u3059\u3002**\n\n\u7814\u7a76\u54e1\u304c\u5fc5\u305a\u78ba\u8a8d\u3059\u308b\u70b9\u3092\u3001`points_to_check` \u3068\u3057\u3066\u51fa\u529b\u3055\u305b\u307e\u3059\u3002\u52a0\u3048\u3066\u3001\u904b\u7528\u3067\u6b21\u3092\u6c7a\u3081\u307e\u3059\u3002\n\n- \u30b0\u30e9\u30d5\u306e\u8ef8\u306e\u7bc4\u56f2\u304c\u9069\u5207\u304b\uff08\u81ea\u52d5\u8a2d\u5b9a\u3067\u898b\u3065\u3089\u304f\u306a\u3063\u3066\u3044\u306a\u3044\u304b\uff09\n- \u6368\u3066\u305f\u884c\u6570\uff08`dropped_rows`\uff09\u304c\u60f3\u5b9a\u3069\u304a\u308a\u304b\u3002**\u60f3\u5b9a\u3088\u308a\u591a\u3051\u308c\u3070\u3001\u524d\u51e6\u7406\u306e\u5b9a\u7fa9\u304b\u30c7\u30fc\u30bf\u306b\u554f\u984c\u304c\u3042\u308b**\n- n\u6570\u304c\u8a18\u5165\u30b7\u30fc\u30c8\u3068\u4e00\u81f4\u3057\u3066\u3044\u308b\u304b\n- \u6709\u52b9\u6570\u5b57\u304c\u5b9a\u7fa9\u3069\u304a\u308a\u304b\n\n**\u300c\u6368\u3066\u305f\u884c\u6570\u300d\u306e\u78ba\u8a8d\u3092\u5fc5\u305a\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002** \u524d\u51e6\u7406\u306e\u6761\u4ef6\u304c\u5408\u308f\u306a\u3044\u3068\u3001\u9759\u304b\u306b\u5927\u91cf\u306e\u884c\u304c\u6368\u3066\u3089\u308c\u307e\u3059\u3002\u30b0\u30e9\u30d5\u306f\u4f55\u4e8b\u3082\u306a\u304b\u3063\u305f\u3088\u3046\u306b\u63cf\u304b\u308c\u307e\u3059\u3002**\u6c17\u3065\u3051\u308b\u306e\u306f\u3001\u6368\u3066\u305f\u884c\u6570\u3092\u898b\u305f\u3068\u304d\u3060\u3051\u3067\u3059\u3002**\n\n### \u4f8b\u5916\u51e6\u7406\n\n| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| CSV\u306e\u5217\u540d\u304c\u5b9a\u7fa9\u3068\u9055\u3046 | \u51e6\u7406\u3092\u6b62\u3081\u3001\u4e00\u81f4\u3057\u306a\u304b\u3063\u305f\u5217\u540d\u3092\u5831\u544a\u3059\u308b\u3002**\u63a8\u6e2c\u3067\u5bfe\u5fdc\u3065\u3051\u306a\u3044** |\n| \u8a18\u5165\u30b7\u30fc\u30c8\u306e\u5fc5\u9808\u9805\u76ee\u304c\u7a7a\u6b04 | \u51e6\u7406\u3092\u6b62\u3081\u3001\u7814\u7a76\u54e1\u306b\u8fd4\u3059 |\n| n\u6570\u304c\u8a18\u5165\u30b7\u30fc\u30c8\u3068\u5408\u308f\u306a\u3044 | \u51e6\u7406\u3092\u6b62\u3081\u308b\u3002\u6e2c\u5b9a\u306e\u5931\u6557\u304b\u30d5\u30a1\u30a4\u30eb\u306e\u53d6\u308a\u9055\u3048\u306e\u53ef\u80fd\u6027\u304c\u3042\u308b |\n| \u5916\u308c\u5024\u304c\u3042\u308b | \u5b9a\u7fa9\u306b\u5f93\u3063\u3066\u6271\u3046\u3002\u5b9a\u7fa9\u306b\u7121\u3044\u5224\u65ad\u3067\u9664\u5916\u3057\u306a\u3044\u3002\u9664\u5916\u3057\u305f\u5834\u5408\u306f\u5fc5\u305a\u5831\u544a\u66f8\u306b\u8a18\u8f09\u3059\u308b |\n| \u6368\u3066\u305f\u884c\u304c\u60f3\u5b9a\u3088\u308a\u591a\u3044 | \u51e6\u7406\u306f\u7d9a\u3051\u308b\u304c\u3001`points_to_check` \u306e\u5148\u982d\u306b\u51fa\u3059 |\n| \u30b0\u30e9\u30d5\u306e\u65e5\u672c\u8a9e\u304c\u6587\u5b57\u5316\u3051\u3059\u308b | \u82f1\u5b57\u30e9\u30d9\u30eb\u3067\u51fa\u529b\u3059\u308b\u3002\u65e5\u672c\u8a9e\u304c\u5fc5\u8981\u306a\u3089\u3001\u30d5\u30a9\u30f3\u30c8\u3092\u30b3\u30f3\u30c6\u30ca\u306b\u7528\u610f\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b |\n| AI\u304c\u539f\u56e0\u306e\u63a8\u6e2c\u3092\u66f8\u304f | \u30d7\u30ed\u30f3\u30d7\u30c8\u3067\u7981\u6b62\u3059\u308b\u3002\u51fa\u529b\u30b9\u30ad\u30fc\u30de\u306b\u7d50\u8ad6\u306e\u6b04\u3092\u4f5c\u3089\u306a\u3044 |\n| AI\u304c\u6570\u5024\u3092\u4e38\u3081\u76f4\u3059 | \u96c6\u8a08\u7d50\u679c\u3092\u305d\u306e\u307e\u307e\u4f7f\u3046\u6307\u793a\u3092\u51fa\u3059\u3002\u51fa\u529b\u306e\u6570\u5024\u3068 `summary.csv` \u3092\u7167\u5408\u3059\u308b |\n| \u30b3\u30f3\u30c6\u30ca\u304b\u3089\u793e\u5185DB\u306b\u3064\u306a\u3054\u3046\u3068\u3059\u308b | **\u3067\u304d\u306a\u3044\u3002** \u5916\u90e8\u3078\u306e\u901a\u4fe1\u306f\u8a31\u53ef\u3055\u308c\u3066\u3044\u306a\u3044\u3002\u5fc5\u8981\u306a\u30c7\u30fc\u30bf\u306f\u30d5\u30a1\u30a4\u30eb\u3068\u3057\u3066\u6e21\u3059 |\n| \u30b3\u30f3\u30c6\u30ca\u304c\u671f\u9650\u5207\u308c\u306b\u306a\u308b | \u30b3\u30f3\u30c6\u30ca\u306f\u4f5c\u6210\u304b\u308930\u65e5\u3067\u671f\u9650\u5207\u308c\u306b\u306a\u308b\u3002**1\u4ef6\u306e\u5831\u544a\u66f8\u4f5c\u6210\u306f1\u56de\u306e\u51e6\u7406\u3067\u5b8c\u7d50\u3055\u305b\u308b\u8a2d\u8a08\u306b\u3059\u308b** |\n| \u540c\u3058\u8a66\u9a13\u9805\u76ee\u3067\u5b9a\u7fa9\u304c\u53e4\u3044 | \u5b9a\u7fa9\u30d5\u30a1\u30a4\u30eb\u306b\u7248\u3068\u66f4\u65b0\u65e5\u3092\u6301\u305f\u305b\u3001\u5831\u544a\u66f8\u306b\u8a18\u9332\u3059\u308b |\n\n### \u4fdd\u5b58\u30fb\u30ed\u30b0\n\n- \u6e2c\u5b9a\u30c7\u30fc\u30bf\u306e\u539f\u672c\uff08CSV\uff09\n- \u8a66\u9a13\u6761\u4ef6\u306e\u8a18\u5165\u30b7\u30fc\u30c8\n- **\u4f7f\u7528\u3057\u305f\u8a66\u9a13\u9805\u76ee\u306e\u5b9a\u7fa9\uff08\u7248\u3092\u542b\u3080\uff09**\n- \u96c6\u8a08\u7d50\u679c\uff08`summary.csv`\uff09\n- \u6368\u3066\u305f\u884c\u6570\n- \u751f\u6210\u3055\u308c\u305f\u30b0\u30e9\u30d5\n- AI\u304c\u5217\u6319\u3057\u305f\u4e8b\u5b9f\u3068\u3001\u7814\u7a76\u54e1\u304c\u66f8\u3044\u305f\u8003\u5bdf\n- \u5831\u544a\u66f8\u306e\u6700\u7d42\u7248\n\n**\u300c\u4f7f\u7528\u3057\u305f\u5b9a\u7fa9\u306e\u7248\u300d\u3092\u5fc5\u305a\u6b8b\u3057\u3066\u304f\u3060\u3055\u3044\u3002** \u534a\u5e74\u5f8c\u306b\u5b9a\u7fa9\u304c\u5909\u308f\u3063\u3066\u3044\u305f\u5834\u5408\u3001\u904e\u53bb\u306e\u5831\u544a\u66f8\u3068\u73fe\u5728\u306e\u5831\u544a\u66f8\u3092\u6bd4\u3079\u3066\u3088\u3044\u304b\u304c\u5224\u65ad\u3067\u304d\u307e\u305b\u3093\u3002\n\n\u6e2c\u5b9a\u30c7\u30fc\u30bf\u306f\u81ea\u793e\u306e\u6280\u8853\u60c5\u5831\u3067\u3059\u3002**\u4fdd\u7ba1\u5834\u6240\u306e\u30a2\u30af\u30bb\u30b9\u6a29\u9650\u3092\u90e8\u9580\u306b\u9650\u5b9a\u3057\u3066\u304f\u3060\u3055\u3044\u3002**","minimal_setup":"1. \u4ef6\u6570\u306e\u591a\u3044\u8a66\u9a13\u9805\u76ee\u30921\u3064\u9078\u3076\uff08\u670810\u4ef6\u4ee5\u4e0a\u3042\u308b\u3082\u306e\uff09\n2. **\u305d\u306e\u8a66\u9a13\u9805\u76ee\u306e\u5b9a\u7fa9\u3092\u66f8\u304f**\uff08\u524d\u51e6\u7406\u3001\u96c6\u8a08\u3001\u6709\u52b9\u6570\u5b57\u3001\u5916\u308c\u5024\u306e\u6271\u3044\u3001\u30b0\u30e9\u30d5\u306e\u5f62\uff09\n3. \u904e\u53bb\u306e\u5831\u544a\u66f85\u4ef6\u5206\u306eCSV\u3092\u7528\u610f\u3059\u308b\n4. \u5b9a\u7fa9\u306b\u5f93\u3063\u3066\u3001\u8868\u8a08\u7b97\u30bd\u30d5\u30c8\u3067\u96c6\u8a08\u3057\u30b0\u30e9\u30d5\u3092\u4f5c\u308b\uff08\u624b\u4f5c\u696d\uff09\n5. \u904e\u53bb\u306e\u5831\u544a\u66f8\u3068\u4e26\u3079\u3001\u6570\u5024\u3068\u30b0\u30e9\u30d5\u304c\u4e00\u81f4\u3059\u308b\u304b\u3092\u78ba\u8a8d\u3059\u308b\n\n**2\u756a\u76ee\u304c\u3053\u306e\u69cb\u6210\u306e\u672c\u4f53\u3067\u3059\u3002** \u5b9a\u7fa9\u3092\u66f8\u304f\u4f5c\u696d\u306f\u3001\u90e8\u9580\u3067\u8b70\u8ad6\u304c\u5fc5\u8981\u3067\u3059\u3002\u300c\u5916\u308c\u5024\u3092\u3069\u3046\u3059\u308b\u304b\u300d\u306f\u3001\u3053\u308c\u307e\u3067\u6697\u9ed9\u3060\u3063\u305f\u3082\u306e\u3092\u660e\u6587\u5316\u3059\u308b\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002**\u3053\u306e\u8b70\u8ad6\u305d\u306e\u3082\u306e\u306b\u4fa1\u5024\u304c\u3042\u308a\u307e\u3059\u3002**\n\n**4\u756a\u76ee\u3092\u624b\u4f5c\u696d\u3067\u3084\u308b\u306e\u304c\u91cd\u8981\u3067\u3059\u3002** \u5b9a\u7fa9\u304c\u66f8\u3051\u3066\u3044\u308b\u306a\u3089\u624b\u4f5c\u696d\u3067\u3082\u540c\u3058\u7d50\u679c\u304c\u51fa\u308b\u306f\u305a\u3067\u3059\u3002\u51fa\u306a\u3044\u306a\u3089\u3001\u5b9a\u7fa9\u304c\u4e0d\u5b8c\u5168\u3067\u3059\u3002**\u5b9a\u7fa9\u304c\u4e0d\u5b8c\u5168\u306a\u307e\u307e\u81ea\u52d5\u5316\u3059\u308b\u3068\u3001\u8ab0\u3082\u691c\u7b97\u3067\u304d\u306a\u3044\u6570\u5024\u304c\u51fa\u3066\u304d\u307e\u3059\u3002**\n\n\u5224\u65ad\u306e\u76ee\u5b89\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002\n\n| \u7d50\u679c | \u5224\u65ad |\n|:--|:--|\n| \u5b9a\u7fa9\u306b\u5f93\u3063\u305f\u96c6\u8a08\u304c\u3001\u904e\u53bb\u306e\u5831\u544a\u66f8\u3068\u4e00\u81f4\u3059\u308b | \u9032\u3081\u3066\u3088\u3044 |\n| \u4e00\u81f4\u3057\u306a\u3044\u5831\u544a\u66f8\u304c\u3042\u308b | \u305d\u306e\u5831\u544a\u66f8\u3067\u4f55\u3092\u3057\u305f\u304b\u3092\u78ba\u8a8d\u3059\u308b\u3002\u5b9a\u7fa9\u306b\u4f8b\u5916\u3092\u66f8\u304f\u304b\u3001\u904e\u53bb\u304c\u8aa4\u308a\u3060\u3063\u305f\u304b\u3092\u5224\u65ad\u3059\u308b |\n| \u5b9a\u7fa9\u304c\u66f8\u3051\u306a\u3044\uff08\u6bce\u56de\u9055\u3046\uff09 | \u3053\u306e\u8a66\u9a13\u9805\u76ee\u306f\u81ea\u52d5\u5316\u306b\u5411\u304b\u306a\u3044\u3002\u5225\u306e\u8a66\u9a13\u9805\u76ee\u3092\u9078\u3076 |\n\n\u5b9a\u7fa9\u304c\u66f8\u3051\u305f\u3089\u3001\u30b3\u30fc\u30c9\u5b9f\u884c\u30c4\u30fc\u30eb\u3067\u540c\u3058\u51e6\u7406\u3092\u8a66\u3057\u307e\u3059\u3002**\u624b\u4f5c\u696d\u306e\u7d50\u679c\u3068\u4e00\u81f4\u3059\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3057\u3066\u304b\u3089\u3001\u672c\u6587\u306e\u751f\u6210\u306b\u9032\u3093\u3067\u304f\u3060\u3055\u3044\u3002**","minimal_setup_short":"\u8a66\u9a13\u9805\u76ee\u306e\u5b9a\u7fa9\u3092\u66f8\u304d\u3001\u8868\u8a08\u7b97\u306e\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u3092\u4f5c\u308b \uff0f \u96c6\u8a08\u3068\u30b0\u30e9\u30d5\u306e\u624b\u9806\u306e\u56fa\u5b9a","semi_auto_setup":"CSV\u3092\u7f6e\u304f\u3068\u3001\u96c6\u8a08\u30fb\u30b0\u30e9\u30d5\u30fb\u672c\u6587\u306e\u4e0b\u66f8\u304d\u304c\u51fa\u308b\u3002\u8003\u5bdf\u306f\u7814\u7a76\u54e1\u304c\u66f8\u304f \uff0f \u96c6\u8a08\u30fb\u56f3\u30fb\u672c\u6587","full_setup":"\u4e0a\u8a18\uff0b\u8a66\u9a13\u7d50\u679c\u306e\u53f0\u5e33\u3078\u306e\u81ea\u52d5\u767b\u9332\u3001\u904e\u53bb\u3068\u306e\u6bd4\u8f03\u3001\u5b9a\u7fa9\u306e\u7248\u7ba1\u7406 \uff0f \u53f0\u5e33\u3068\u6bd4\u8f03\u307e\u3067","level_note":"**\u6e2c\u5b9a\u30c7\u30fc\u30bf\u3092\u5916\u90e8\u306b\u51fa\u305b\u306a\u3044\u5834\u5408\u306e\u69cb\u6210**\u3092\u66f8\u3044\u3066\u304a\u304d\u307e\u3059\u3002\n\u30b3\u30fc\u30c9\u5b9f\u884c\u30c4\u30fc\u30eb\u3092\u4f7f\u308f\u305a\u3001**\u793e\u5185\u306ePython\u74b0\u5883\u3067 pandas \u3068 matplotlib \u306b\u3088\u308b\u96c6\u8a08\u3068\u30b0\u30e9\u30d5\u4f5c\u6210\u3092\u884c\u3044\u307e\u3059\u3002** AI\u306b\u306f\u96c6\u8a08\u7d50\u679c\u306e\u6570\u5024\uff08`summary.csv` \u306e\u4e2d\u8eab\uff09\u3060\u3051\u3092\u6e21\u3057\u3001\u672c\u6587\u3068\u4e8b\u5b9f\u306e\u5217\u6319\u3092\u3055\u305b\u307e\u3059\u3002\u751f\u30c7\u30fc\u30bf\u306f\u793e\u5185\u306b\u3068\u3069\u307e\u308a\u307e\u3059\u3002\n\u3053\u306e\u69cb\u6210\u306e\u5dee\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002\n**\u6a5f\u5fae\u306a\u30c7\u30fc\u30bf\u3092\u6271\u3046\u5834\u5408\u306f\u5f8c\u8005\u3092\u9078\u3093\u3067\u304f\u3060\u3055\u3044\u3002** \u5b9f\u88c5\u306e\u624b\u9593\u306f\u5897\u3048\u307e\u3059\u304c\u3001\u4e00\u5ea6\u66f8\u3051\u3070\u6bce\u56de\u540c\u3058\u51e6\u7406\u304c\u8d70\u308a\u307e\u3059\u3002**\u3080\u3057\u308d\u3001\u8a66\u9a13\u9805\u76ee\u306e\u5b9a\u7fa9\u304c\u56fa\u307e\u3063\u3066\u3044\u308b\u306a\u3089\u30b3\u30fc\u30c9\u306e\u307b\u3046\u304c\u78ba\u5b9f\u3067\u3059\u3002**","troubleshooting":"| \u554f\u984c | \u5bfe\u7b56 |\n|:--|:--|\n| AI\u304c\u539f\u56e0\u306e\u63a8\u6e2c\u3092\u66f8\u304f | \u30d7\u30ed\u30f3\u30d7\u30c8\u3067\u7981\u6b62\u3059\u308b\u3002\u51fa\u529b\u30b9\u30ad\u30fc\u30de\u306b\u8003\u5bdf\u30fb\u7d50\u8ad6\u306e\u6b04\u3092\u4f5c\u3089\u306a\u3044 |\n| AI\u304c\u6570\u5024\u3092\u4e38\u3081\u76f4\u3059 | \u96c6\u8a08\u7d50\u679c\u3092\u305d\u306e\u307e\u307e\u4f7f\u308f\u305b\u308b\u3002\u51fa\u529b\u306e\u6570\u5024\u3068 `summary.csv` \u3092\u7167\u5408\u3059\u308b |\n| \u9759\u304b\u306b\u5927\u91cf\u306e\u884c\u304c\u6368\u3066\u3089\u308c\u308b | \u6368\u3066\u305f\u884c\u6570\u3092\u5fc5\u305a\u51fa\u529b\u3057\u3001\u78ba\u8a8d\u9805\u76ee\u306b\u5165\u308c\u308b |\n| \u30b0\u30e9\u30d5\u306e\u65e5\u672c\u8a9e\u304c\u6587\u5b57\u5316\u3051\u3059\u308b | \u82f1\u5b57\u30e9\u30d9\u30eb\u306b\u3059\u308b\u3002\u65e5\u672c\u8a9e\u304c\u5fc5\u8981\u306a\u3089\u30d5\u30a9\u30f3\u30c8\u3092\u30b3\u30f3\u30c6\u30ca\u306b\u7528\u610f\u3059\u308b |\n| CSV\u306e\u5217\u540d\u304c\u5909\u308f\u308b\uff08\u6a5f\u5668\u306e\u66f4\u65b0\uff09 | \u5b9a\u7fa9\u3068\u4e00\u81f4\u3057\u306a\u3051\u308c\u3070\u51e6\u7406\u3092\u6b62\u3081\u308b\u3002**\u63a8\u6e2c\u3067\u5bfe\u5fdc\u3065\u3051\u306a\u3044** |\n| Shift_JIS \u306eCSV\u304c\u8aad\u3081\u306a\u3044 | \u5b9a\u7fa9\u306b\u30a8\u30f3\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u3092\u66f8\u304f |\n| \u30b3\u30f3\u30c6\u30ca\u304b\u3089\u793e\u5185DB\u306b\u3064\u306a\u3052\u306a\u3044 | \u5916\u90e8\u901a\u4fe1\u306f\u3067\u304d\u306a\u3044\u3002\u30c7\u30fc\u30bf\u306f\u30d5\u30a1\u30a4\u30eb\u3067\u6e21\u3059\u8a2d\u8a08\u306b\u3059\u308b |\n| \u5916\u308c\u5024\u306e\u6271\u3044\u304c\u4eba\u306b\u3088\u3063\u3066\u9055\u3046 | \u5b9a\u7fa9\u306b\u66f8\u304f\u3002**\u5b9a\u7fa9\u306b\u7121\u3044\u5224\u65ad\u3067\u9664\u5916\u3055\u305b\u306a\u3044** |\n| \u5b9a\u7fa9\u304c\u53e4\u3044\u307e\u307e\u4f7f\u308f\u308c\u308b | \u5b9a\u7fa9\u306b\u7248\u3068\u66f4\u65b0\u65e5\u3092\u6301\u305f\u305b\u3001\u5831\u544a\u66f8\u306b\u8a18\u9332\u3059\u308b |\n| \u8003\u5bdf\u306e\u6b04\u3092AI\u306e\u6587\u7ae0\u3067\u57cb\u3081\u3066\u3057\u307e\u3046 | \u51fa\u529b\u3092\u7a7a\u6b04\u306b\u3059\u308b\u3002\u4e0a\u9577\u306e\u30ec\u30d3\u30e5\u30fc\u3067\u300c\u8003\u5bdf\u304c\u4e8b\u5b9f\u306e\u8a00\u3044\u63db\u3048\u306b\u306a\u3063\u3066\u3044\u306a\u3044\u304b\u300d\u3092\u898b\u308b |\n| \u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3057\u305f\u30d5\u30a1\u30a4\u30eb\u304c\u4ed6\u306e\u6848\u4ef6\u304b\u3089\u8aad\u3081\u308b | \u30ef\u30fc\u30af\u30b9\u30da\u30fc\u30b9\u3092\u90e8\u9580\u307e\u305f\u306f\u6a5f\u5bc6\u5ea6\u3067\u5206\u3051\u308b\u3002\u30d5\u30a1\u30a4\u30ebID\u3092\u5916\u90e8\u304b\u3089\u53d7\u3051\u53d6\u3089\u306a\u3044 |\n| \u30d5\u30a1\u30a4\u30eb\u304c\u6e9c\u307e\u308b | \u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u6642\u306b `expires_in_seconds` \u3092\u6307\u5b9a\u3059\u308b\uff081\u6642\u9593\u301c90\u65e5\uff09 |","governance_notes":"**\u3053\u306e\u69cb\u6210\u3067\u6271\u3046\u30c7\u30fc\u30bf\uff1a** \u8a66\u9a13\u306e\u6e2c\u5b9a\u5024\u3001\u8a66\u6599\u306e\u540d\u79f0\u3001\u8a66\u9a13\u6761\u4ef6\u3002**\u81ea\u793e\u306e\u6280\u8853\u60c5\u5831\u305d\u306e\u3082\u306e\u3067\u3042\u308a\u3001\u672a\u516c\u958b\u306e\u958b\u767a\u54c1\u306b\u95a2\u3059\u308b\u60c5\u5831\u3092\u542b\u307f\u307e\u3059\u3002**\n\n1. **\u5916\u90e8AI\u3078\u306e\u5165\u529b\u53ef\u5426\u304c\u6700\u5927\u306e\u8ad6\u70b9** \u2026 \u6e2c\u5b9a\u30c7\u30fc\u30bf\u3092\u5916\u90e8\u30b5\u30fc\u30d3\u30b9\u306b\u6e21\u3057\u3066\u3088\u3044\u304b\u3092\u3001**\u5c0e\u5165\u524d\u306b\u90e8\u9580\u3068\u60c5\u5831\u30b7\u30b9\u30c6\u30e0\u3067\u6c7a\u3081\u3066\u304f\u3060\u3055\u3044\u3002** \u51fa\u305b\u306a\u3044\u5834\u5408\u306f\u3001\u7b2c9\u7ae0\u306e\u300c\u793e\u5185\u3067\u96c6\u8a08\u3059\u308b\u69cb\u6210\u300d\u3092\u9078\u3073\u307e\u3059\n2. **\u8a66\u6599\u540d\u3068\u88fd\u54c1\u540d** \u2026 \u300c\u8a66\u4f5c\u54c1A\u300d\u300c\u8a66\u4f5c\u54c1B\u300d\u306e\u3088\u3046\u306a\u30b3\u30fc\u30c9\u306b\u7f6e\u304d\u63db\u3048\u308c\u3070\u3001\u4f55\u306e\u88fd\u54c1\u306e\u8a66\u9a13\u304b\u306f\u5916\u90e8\u304b\u3089\u5206\u304b\u308a\u307e\u305b\u3093\u3002**\u7f6e\u304d\u63db\u3048\u306e\u624b\u9593\u306f\u5c0f\u3055\u304f\u3001\u52b9\u679c\u306f\u5927\u304d\u3044\u306e\u3067\u3001\u65e2\u5b9a\u3067\u305d\u3046\u3059\u308b\u3053\u3068\u3092\u52e7\u3081\u307e\u3059**\n3. **\u30ef\u30fc\u30af\u30b9\u30da\u30fc\u30b9\u306e\u5206\u96e2** \u2026 Files API \u306b\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3057\u305f\u30d5\u30a1\u30a4\u30eb\u306f\u3001**\u30ef\u30fc\u30af\u30b9\u30da\u30fc\u30b9\u5168\u4f53\u304b\u3089\u30a2\u30af\u30bb\u30b9\u3067\u304d\u307e\u3059\u3002** \u30ef\u30fc\u30af\u30b9\u30da\u30fc\u30b9\u306b\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308bAPI\u30ad\u30fc\u3067\u3042\u308c\u3070\u3001\u305d\u306e\u30ef\u30fc\u30af\u30b9\u30da\u30fc\u30b9\u306e\u4efb\u610f\u306e\u30d5\u30a1\u30a4\u30eb\u3092\u8aad\u3081\u307e\u3059\u3002**\u90e8\u9580\u3054\u3068\u3001\u6a5f\u5bc6\u5ea6\u3054\u3068\u306b\u30ef\u30fc\u30af\u30b9\u30da\u30fc\u30b9\u3092\u5206\u3051\u3066\u304f\u3060\u3055\u3044**\n4. **\u30d5\u30a1\u30a4\u30ebID\u3092\u5916\u90e8\u304b\u3089\u53d7\u3051\u53d6\u3089\u306a\u3044** \u2026 \u5229\u7528\u8005\u3084\u5916\u90e8\u306e\u5165\u529b\u304b\u3089 `file_id` \u3092\u53d7\u3051\u53d6\u308b\u4f5c\u308a\u306b\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u4ed6\u306e\u6848\u4ef6\u306e\u30d5\u30a1\u30a4\u30eb\u3092\u8aad\u3081\u308b\u72b6\u614b\u306b\u306a\u308a\u307e\u3059\n5. **\u30d5\u30a1\u30a4\u30eb\u306e\u671f\u9650** \u2026 `expires_in_seconds` \u3092\u6307\u5b9a\u3057\u3066\u81ea\u52d5\u7684\u306b\u671f\u9650\u5207\u308c\u306b\u3067\u304d\u307e\u3059\uff081\u6642\u9593\u301c90\u65e5\uff09\u3002**\u305f\u3060\u3057\u3053\u308c\u306f\u78ba\u5b9f\u306a\u524a\u9664\u306e\u624b\u6bb5\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002** \u671f\u9650\u524d\u306b\u6d88\u3059\u306a\u3089\u524a\u9664API\u3092\u4f7f\u3063\u3066\u304f\u3060\u3055\u3044\n6. **\u5b66\u7fd2\u5229\u7528** \u2026 \u5165\u529b\u3092\u5b66\u7fd2\u306b\u4f7f\u308f\u306a\u3044\u3053\u3068\u304c\u5951\u7d04\u3067\u4fdd\u8a3c\u3055\u308c\u308b\u30b5\u30fc\u30d3\u30b9\u3092\u9078\u3073\u307e\u3059\n7. **\u81ea\u52d5\u5b9f\u884c\u3057\u3066\u3088\u3044\u7bc4\u56f2** \u2026 \u96c6\u8a08\u3001\u30b0\u30e9\u30d5\u4f5c\u6210\u3001\u672c\u6587\u306e\u4e0b\u66f8\u304d\u3001\u4e8b\u5b9f\u306e\u5217\u6319\u307e\u3067\u3067\u3059\u3002**\u8003\u5bdf\u306e\u7d50\u8ad6\u3068\u3001\u8a66\u9a13\u306e\u5408\u5426\u5224\u5b9a\u306f\u4eba\u304c\u884c\u3044\u307e\u3059**\n8. **\u793e\u5916\u63d0\u51fa\u7528\u306e\u6587\u66f8\u306b\u4f7f\u308f\u306a\u3044** \u2026 \u8a8d\u8a3c\u6a5f\u95a2\u5411\u3051\u306e\u8a66\u9a13\u6210\u7e3e\u66f8\u3001\u9867\u5ba2\u3078\u306e\u54c1\u8cea\u8a3c\u660e\u66f8\u306b\u306f\u4f7f\u308f\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u8a18\u8f09\u5185\u5bb9\u3068\u4f5c\u6210\u8005\u306e\u8981\u4ef6\u304c\u5225\u306b\u3042\u308a\u307e\u3059\n\n\u8aa4\u308a\u304c\u8d77\u304d\u305f\u5834\u5408\u306e\u30ea\u30b9\u30af\u306f\u3001\u6839\u62e0\u306e\u306a\u3044\u63a8\u5b9a\u304c\u793e\u5185\u306e\u5831\u544a\u66f8\u306b\u6b8b\u308b\u3053\u3068\u3001\u8aa4\u3063\u305f\u96c6\u8a08\u7d50\u679c\u306b\u57fa\u3065\u3044\u3066\u958b\u767a\u306e\u65b9\u5411\u304c\u6c7a\u307e\u308b\u3053\u3068\u3067\u3059\u3002**\u3069\u3061\u3089\u3082\u3001\u6c17\u3065\u304f\u307e\u3067\u306b\u6642\u9593\u304c\u304b\u304b\u308b\u7a2e\u985e\u306e\u8aa4\u308a\u3067\u3059\u3002**","recommended_for":"\u670840\u4ef6\u4ee5\u4e0a\u306e\u8a66\u9a13\u5831\u544a\u66f8\u3092\u4f5c\u6210\u3057\u3001\u6e2c\u5b9a\u30c7\u30fc\u30bf\u304cCSV\u307e\u305f\u306fExcel\u3067\u6a5f\u5668\u304b\u3089\u53d6\u308a\u51fa\u305b\u308b\u3053\u3068\u3002\u8a66\u9a13\u306e\u6761\u4ef6\u3068\u8a55\u4fa1\u9805\u76ee\u304c\u8a66\u9a13\u9805\u76ee\u3054\u3068\u306b\u6c7a\u307e\u3063\u3066\u3044\u308b\u3053\u3068\u3002\u5831\u544a\u66f8\u306e\u69d8\u5f0f\u304c\u793e\u5185\u3067\u7d71\u4e00\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u3002\u7814\u7a76\u54e1\u304c\u30b0\u30e9\u30d5\u306e\u4f5c\u6210\u306b\u6642\u9593\u3092\u4f7f\u3063\u3066\u3044\u308b\u81ea\u899a\u304c\u3042\u308b\u3053\u3068\u3002","not_recommended_for":"\u8a66\u9a13\u304c\u670810\u4ef6\u672a\u6e80\u3067\u3001\u5831\u544a\u66f8\u306e\u5f62\u5f0f\u3082\u90fd\u5ea6\u5909\u308f\u308b\u5834\u5408\u3002\u6e2c\u5b9a\u30c7\u30fc\u30bf\u304c\u7d19\u306e\u8a18\u9332\u7d19\u3067\u3057\u304b\u6b8b\u3089\u306a\u3044\u5834\u5408\uff08\u5148\u306b\u30c7\u30fc\u30bf\u5316\u304c\u5fc5\u8981\uff09\u3002\u5916\u90e8\u306b\u63d0\u51fa\u3059\u308b\u8a66\u9a13\u6210\u7e3e\u66f8\uff08\u8a8d\u8a3c\u6a5f\u95a2\u5411\u3051\u306a\u3069\uff09\u3092\u4f5c\u308b\u7528\u9014\uff08\u8a18\u8f09\u5185\u5bb9\u306e\u8981\u4ef6\u304c\u5225\u306b\u3042\u308a\u3001\u3053\u306e\u69cb\u6210\u306e\u5bfe\u8c61\u3067\u306f\u306a\u3044\uff09\u3002","first_step":"**1\u301c2\u9031\u76ee\uff1a\u8a66\u9a13\u9805\u76ee\u30921\u3064\u9078\u3073\u3001\u5b9a\u7fa9\u3092\u66f8\u304f**\n\n\u670810\u4ef6\u4ee5\u4e0a\u3042\u308b\u8a66\u9a13\u9805\u76ee\u30921\u3064\u9078\u3073\u307e\u3059\u3002\u524d\u51e6\u7406\u3001\u96c6\u8a08\u3001\u6709\u52b9\u6570\u5b57\u3001\u5916\u308c\u5024\u306e\u6271\u3044\u3001\u30b0\u30e9\u30d5\u306e\u5f62\u3092\u6587\u66f8\u306b\u66f8\u304d\u307e\u3059\u3002**\u90e8\u9580\u3067\u8b70\u8ad6\u3057\u3066\u304f\u3060\u3055\u3044\u3002** \u300c\u5916\u308c\u5024\u3092\u3069\u3046\u3059\u308b\u304b\u300d\u306f\u3001\u3053\u308c\u307e\u3067\u4eba\u306b\u3088\u3063\u3066\u9055\u3063\u3066\u3044\u305f\u306f\u305a\u3067\u3059\u3002\n\n**3\u9031\u76ee\uff1a\u624b\u4f5c\u696d\u3067\u691c\u7b97\u3059\u308b**\n\n\u904e\u53bb\u306e\u5831\u544a\u66f85\u4ef6\u5206\u306eCSV\u306b\u3064\u3044\u3066\u3001\u5b9a\u7fa9\u306b\u5f93\u3063\u3066\u8868\u8a08\u7b97\u30bd\u30d5\u30c8\u3067\u96c6\u8a08\u3068\u30b0\u30e9\u30d5\u4f5c\u6210\u3092\u884c\u3044\u307e\u3059\u3002\u904e\u53bb\u306e\u5831\u544a\u66f8\u3068\u4e00\u81f4\u3059\u308b\u304b\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002**\u4e00\u81f4\u3057\u306a\u3044\u3082\u306e\u304c\u3042\u308c\u3070\u3001\u305d\u306e\u7406\u7531\u3092\u78ba\u304b\u3081\u3066\u304b\u3089\u9032\u3093\u3067\u304f\u3060\u3055\u3044\u3002**\n\n**4\u9031\u76ee\uff1a\u6e2c\u5b9a\u30c7\u30fc\u30bf\u3092\u5916\u90e8\u306b\u51fa\u305b\u308b\u304b\u3092\u6c7a\u3081\u308b**\n\n\u90e8\u9580\u3068\u60c5\u5831\u30b7\u30b9\u30c6\u30e0\u3067\u5224\u65ad\u3057\u307e\u3059\u3002\u51fa\u305b\u306a\u3044\u306a\u3089\u3001\u793e\u5185\u306ePython\u74b0\u5883\u3067\u96c6\u8a08\u3059\u308b\u69cb\u6210\u306b\u5207\u308a\u66ff\u3048\u307e\u3059\u3002**\u5224\u65ad\u304c\u6e08\u3080\u307e\u3067\u5b9f\u88c5\u306b\u5165\u3089\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u69cb\u6210\u304c\u5909\u308f\u308a\u307e\u3059\u3002\n\n**2\u304b\u6708\u76ee\uff1a\u96c6\u8a08\u3068\u30b0\u30e9\u30d5\u306e\u81ea\u52d5\u5316\u3092\u4f5c\u308b**\n\nCSV\u3092\u7f6e\u304f\u3068 `summary.csv` \u3068\u30b0\u30e9\u30d5\u304c\u51fa\u308b\u3068\u3053\u308d\u307e\u3067\u3092\u4f5c\u308a\u307e\u3059\u3002**\u624b\u4f5c\u696d\u306e\u7d50\u679c\u3068\u4e00\u81f4\u3059\u308b\u3053\u3068\u3092\u30015\u4ef6\u3067\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\u3002**\n\n**3\u304b\u6708\u76ee\uff1a\u672c\u6587\u3068\u4e8b\u5b9f\u306e\u5217\u6319\u3092\u8db3\u3059**\n\n\u672c\u6587\u306e\u4e0b\u66f8\u304d\u3068\u3001`observed_facts` \u306e\u751f\u6210\u3092\u8db3\u3057\u307e\u3059\u3002**\u8003\u5bdf\u306e\u6b04\u306f\u7a7a\u6b04\u3067\u51fa\u529b\u3057\u307e\u3059\u3002**\n\n\u7814\u7a76\u54e12\u540d\u30671\u304b\u6708\u4f7f\u3044\u3001\u6b21\u3092\u8a18\u9332\u3057\u307e\u3059\u3002\n\n- \u56f3\u3068\u6570\u5024\u3092\u76f4\u3057\u305f\u4ef6\u6570\n- AI\u304c\u66f8\u3044\u305f\u4e8b\u5b9f\u306e\u8a18\u8ff0\u306e\u3046\u3061\u3001\u8aa4\u3063\u3066\u3044\u305f\u3082\u306e\n- \u8003\u5bdf\u306e\u6b04\u304c\u3001\u4e8b\u5b9f\u306e\u8a00\u3044\u63db\u3048\u3067\u57cb\u3081\u3089\u308c\u3066\u3044\u306a\u3044\u304b\n\n**3\u3064\u76ee\u304c\u6700\u3082\u91cd\u8981\u3067\u3059\u3002** \u8003\u5bdf\u306e\u6b04\u3092\u7a7a\u306b\u3057\u3066\u3082\u3001\u7814\u7a76\u54e1\u304c `observed_facts` \u3092\u305d\u306e\u307e\u307e\u8cbc\u308a\u4ed8\u3051\u3066\u57cb\u3081\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u305d\u308c\u3067\u306f\u8003\u5bdf\u306b\u306a\u308a\u307e\u305b\u3093\u3002**\u4e0a\u9577\u306e\u30ec\u30d3\u30e5\u30fc\u3067\u3001\u3053\u306e\u70b9\u3092\u898b\u308b\u904b\u7528\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002**\n\n**4\u304b\u6708\u76ee\u4ee5\u964d\uff1a** \u4ed6\u306e\u8a66\u9a13\u9805\u76ee\u306b\u5e83\u3052\u307e\u3059\u3002**\u8a66\u9a13\u9805\u76ee\u3054\u3068\u306b\u5b9a\u7fa9\u3092\u66f8\u304f\u4f5c\u696d\u304c\u5fc5\u8981\u306a\u306e\u3067\u3001\u4e00\u6c17\u306b\u5e83\u3052\u305a\u3001\u4ef6\u6570\u306e\u591a\u3044\u3082\u306e\u304b\u3089\u9806\u306b\u9032\u3081\u3066\u304f\u3060\u3055\u3044\u3002**\n\n---","related_usecases":["UC-0008","UC-0041","UC-0023","UC-0060"],"related_articles":[{"id":3581,"slug":"rfm-bunseki-ai","title":"RFM\u5206\u6790\u3092\u751f\u6210AI\u3067\u9032\u3081\u308b\u65b9\u6cd5\uff5c\u512a\u826f\u9867\u5ba2\u3092\u898b\u6975\u3081\u308b"},{"id":3211,"slug":"cohort-bunseki-ai","title":"\u30b3\u30db\u30fc\u30c8\u5206\u6790\u306b\u751f\u6210AI\u3092\u6d3b\u304b\u3059\u65b9\u6cd5\uff5c\u5b9a\u7740\u3068\u96e2\u8131\u3092\u898b\u629c\u304f"},{"id":3775,"slug":"3c-bunseki-ai","title":"3C\u5206\u6790\u3092\u751f\u6210AI\u3067\u9032\u3081\u308b\u65b9\u6cd5\uff5c\u9867\u5ba2\u30fb\u7af6\u5408\u30fb\u81ea\u793e\u3092\u4e00\u679a\u306b"}],"sources":"| \u78ba\u8a8d\u3057\u305f\u5185\u5bb9 | \u60c5\u5831\u6e90 | \u78ba\u8a8d\u65e5 |\n|:--|:--|:--|\n| Claude API \u306e\u30b3\u30fc\u30c9\u5b9f\u884c\u30c4\u30fc\u30eb\u304c\u3001\u30b5\u30f3\u30c9\u30dc\u30c3\u30af\u30b9\u5316\u3055\u308c\u305f\u30b3\u30f3\u30c6\u30ca\u3067Python\u3068Bash\u3092\u5b9f\u884c\u3057\u3001\u30c7\u30fc\u30bf\u5206\u6790\u30fb\u53ef\u8996\u5316\u30fb\u30d5\u30a1\u30a4\u30eb\u306e\u4f5c\u6210\u3068\u7de8\u96c6\u30fb\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3057\u305f\u30d5\u30a1\u30a4\u30eb\u306e\u51e6\u7406\u3092\u884c\u3048\u308b\u3053\u3068\u3002\u30b3\u30f3\u30c6\u30ca\u306b\u306f pandas\u3001numpy\u3001scipy\u3001scikit-learn\u3001statsmodels\u3001matplotlib\u3001seaborn \u304c\u7528\u610f\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u3002\u30b3\u30f3\u30c6\u30ca\u306e\u4ed5\u69d8\u306f \u30e1\u30e2\u30ea5GiB\u3001\u30c7\u30a3\u30b9\u30af5GiB\u3001CPU 1\u3001**\u5916\u90e8\u3078\u306e\u901a\u4fe1\u306f\u8a31\u53ef\u3055\u308c\u306a\u3044**\u3053\u3068\u3002\u30b3\u30f3\u30c6\u30ca\u306f\u4f5c\u6210\u304b\u308930\u65e5\u3067\u671f\u9650\u5207\u308c\u306b\u306a\u308b\u3053\u3068\u3002\u7d44\u7e54\u3042\u305f\u308a\u67081,550\u6642\u9593\u307e\u3067\u7121\u6599\u3067\u3001\u8d85\u904e\u5206\u306f\u30b3\u30f3\u30c6\u30ca\u3042\u305f\u308a1\u6642\u95930.05\u7c73\u30c9\u30eb\u3067\u3042\u308b\u3053\u3068\u3002\u751f\u6210\u3055\u308c\u305f\u30d5\u30a1\u30a4\u30eb\u306e `file_id` \u306f `bash_code_execution_tool_result` \u306e content block \u306b\u73fe\u308c\u308b\u3053\u3068 | [Claude Docs: Code execution tool](https:\/\/platform.claude.com\/docs\/en\/agents-and-tools\/tool-use\/code-execution-tool) | 2026-09-15 |\n| Files API \u3067\u30d5\u30a1\u30a4\u30eb\u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3057\u3066 `file_id` \u3092\u5f97\u3066\u3001Messages \u30ea\u30af\u30a8\u30b9\u30c8\u304b\u3089\u53c2\u7167\u3067\u304d\u308b\u3053\u3068\u3002\u30b3\u30fc\u30c9\u5b9f\u884c\u30c4\u30fc\u30eb\u3078\u306f `container_upload` \u306e content block \u3067\u6e21\u3059\u3053\u3068\u3002\u4e0a\u9650\u306f1\u30d5\u30a1\u30a4\u30eb500MB\u3001\u7d44\u7e54\u3042\u305f\u308a1TB\u3002**\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3057\u305f\u30d5\u30a1\u30a4\u30eb\u306f\u30ef\u30fc\u30af\u30b9\u30da\u30fc\u30b9\u5168\u4f53\u304b\u3089\u30a2\u30af\u30bb\u30b9\u3067\u304d**\u3001\u30ef\u30fc\u30af\u30b9\u30da\u30fc\u30b9\u306b\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308bAPI\u30ad\u30fc\u3067\u3042\u308c\u3070\u4efb\u610f\u306e\u30d5\u30a1\u30a4\u30eb\u3092\u8aad\u3081\u308b\u3053\u3068\u3002`expires_in_seconds`\uff083,600\u79d2\u301c7,776,000\u79d2\uff1d1\u6642\u9593\u301c90\u65e5\uff09\u3067\u671f\u9650\u3092\u6307\u5b9a\u3067\u304d\u308b\u3053\u3068\u3002\u30d5\u30a1\u30a4\u30eb\u64cd\u4f5c\u81ea\u4f53\u306f\u7121\u6599\u3067\u3001\u30e1\u30c3\u30bb\u30fc\u30b8\u3067\u4f7f\u3063\u305f\u5185\u5bb9\u304c\u5165\u529b\u30c8\u30fc\u30af\u30f3\u3068\u3057\u3066\u8ab2\u91d1\u3055\u308c\u308b\u3053\u3068\u3002\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3057\u305f\u30d5\u30a1\u30a4\u30eb\u306f\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3067\u304d\u305a\u3001\u30b9\u30ad\u30eb\u3084\u30b3\u30fc\u30c9\u5b9f\u884c\u30c4\u30fc\u30eb\u304c\u751f\u6210\u3057\u305f\u30d5\u30a1\u30a4\u30eb\u306e\u307f\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3067\u304d\u308b\u3053\u3068 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