{"id":17194,"date":"2026-10-29T09:08:50","date_gmt":"2026-10-29T00:08:50","guid":{"rendered":"https:\/\/debono.co.jp\/media\/ai-usecase\/egg-farm-collection-record-ocr\/"},"modified":"2026-10-29T09:08:50","modified_gmt":"2026-10-29T00:08:50","slug":"egg-farm-collection-record-ocr","status":"publish","type":"ai_usecase","link":"https:\/\/debono.co.jp\/media\/ai-usecase\/egg-farm-collection-record-ocr\/","title":{"rendered":"\u990a\u9d8f\u5834\u304c\u9d8f\u820e\u3054\u3068\u306e\u624b\u66f8\u304d\u306e\u96c6\u5375\u30fb\u3078\u3044\u6b7b\u30fb\u7d66\u990c\u306e\u8a18\u9332\u3092\u8aad\u307f\u53d6\u308a\u3001\u65e5\u3054\u3068\u30fb\u9d8f\u820e\u3054\u3068\u306e\u96c6\u8a08\u8868\u3092\u4f5c\u308b"},"content":{"rendered":"","protected":false},"excerpt":{"rendered":"<p>\u990a\u9d8f\u5834\u3067\u9d8f\u820e\u306e\u62c5\u5f53\u304c\u6bce\u65e5\u624b\u66f8\u304d\u3059\u308b\u9d8f\u820e\u3054\u3068\u306e\u65e5\u5831\u3092\u8aad\u307f\u53d6\u308a\u3001\u7fa4\u306e\u53f0\u5e33\u306e\u98fc\u990a\u7fbd\u6570\u3068\u3042\u308f\u305b\u3066\u3001\u65e5\u3054\u3068\u30fb\u9d8f\u820e\u3054\u3068\u306e\u7523\u5375\u7387\u30fb\u3078\u3044\u6b7b\u7387\u30fb\u7d66\u990c\u91cf\u306e\u96c6\u8a08\u8868\u3092\u4f5c\u308a\u307e\u3059\u3002\u76f4\u8fd121\u65e5\u306e\u5e73\u5747\u3068\u6bd4\u3079\u305f\u3078\u3044\u6b7b\u306e\u5897\u3048\u65b9\u3082\u3001\u9d8f\u820e\u3054\u3068\u306b\u4e26\u3079\u307e\u3059\u3002<\/p>\n","protected":false},"author":5,"featured_media":0,"template":"","meta":{"swell_btn_cv_data":"","usecase_id":"UC-2161","platform_main":"Google Document AI","publish_date":"","last_updated":"2026-10-29","tech_verified_date":"2026-10-28","trigger":"**18\u664230\u5206\u306e\u5b9a\u6642\u306b\u3001\u5171\u6709\u30d5\u30a9\u30eb\u30c0\u306e\u65b0\u7740\u3092\u898b\u306b\u884c\u304f\u3053\u3068\u3092\u8d77\u70b9\u306b\u3057\u307e\u3059\u3002** \u52d5\u304b\u3059\u306e\u306f\u3001\u4e8b\u52d9\u6240\u306e PC \u306e\u30bf\u30b9\u30af\u306e\u4e88\u7d04\u306e\u6a5f\u80fd\u3067\u3059\u3002\n\n**\u6642\u523b\u306f\u3001\u7fcc\u65e5\u306e\u65e5\u5831\u306e\u5370\u5237\u306b\u9593\u306b\u5408\u3046\u3088\u3046\u306b\u6c7a\u3081\u307e\u3059\u3002** \u5915\u65b9\u306e\u898b\u56de\u308a\u3068\u96c6\u5375\u304c\u7d42\u308f\u308a\u3001\u65e5\u5831\u304c\u305d\u308d\u3046\u6642\u523b\u306e\u5f8c\u3067\u3001**\u4e8b\u52d9\u306e\u62c5\u5f53\u304c\u5e30\u308b\u524d\u306b\u300c\u8aad\u307f\u53d6\u308a\u306e\u78ba\u8a8d\u300d\u3092\u76f4\u305b\u308b\u6642\u523b**\u306b\u3057\u307e\u3059\u3002\u76f4\u3057\u305f\u5f8c\u306b\u3001\u7fcc\u65e5\u306e\u65e5\u5831\u306e\u5370\u5237\u7528\u306e\u30d5\u30a1\u30a4\u30eb\u3092\u4f5c\u308a\u76f4\u3059\u30dc\u30bf\u30f3\uff08\u3082\u3046\u4e00\u5ea6\u52d5\u304b\u3059\u305f\u3081\u306e\u5c0f\u3055\u306a\u624b\u9806\uff09\u3092\u7528\u610f\u3057\u3066\u304a\u304d\u307e\u3059\u3002\n\n**8\u679a\u304c\u305d\u308d\u308f\u306a\u3044\u3046\u3061\u306f\u3001\u7fcc\u65e5\u306e\u65e5\u5831\u3092\u4f5c\u308a\u307e\u305b\u3093\u3002** 1\u68df\u3067\u3082\u6b20\u3051\u308b\u3068\u3001\u305d\u306e\u9d8f\u820e\u306e21\u65e5\u306e\u5e73\u5747\u304c1\u65e5\u5206\u305a\u308c\u307e\u3059\u3002**\u6b20\u3051\u305f\u9d8f\u820e\u306f\u300c\u65e5\u5831\u304c\u5c4a\u3044\u3066\u3044\u306a\u3044\u300d\u3068\u3057\u3066\u4e00\u89a7\u306e\u5148\u982d\u306b\u51fa\u3057\u3001** \u4e8b\u52d9\u306e\u62c5\u5f53\u304c\u9d8f\u820e\u306b\u53d6\u308a\u306b\u884c\u304d\u307e\u3059\u3002","input_data":"| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u65e5\u5831\u306e\u30b9\u30ad\u30e3\u30f3 | 1\u679a1\u30d5\u30a1\u30a4\u30eb\u306e PDF\u3002\u4fdd\u5b58\u306e\u65e5\u6642 | \u5171\u6709\u30d5\u30a9\u30eb\u30c0 |\n| \u8aad\u307f\u53d6\u308a\u7d50\u679c | \u9d8f\u820e\u756a\u53f7\u30fb\u65e5\u4ed8\u30fb\u96c6\u5375\u306e\u6570\u30fb\u7834\u5375\u30fb\u6c5a\u5375\u30fb\u3078\u3044\u6b7b\u30fb\u6dd8\u6c70\u30fb\u7d66\u990c\u306e\u91cf\u30fb\u6700\u9ad8\u3068\u6700\u4f4e\u306e\u6e29\u5ea6\u306e\u30ad\u30fc\u3068\u5024\u3001\u7d66\u6c34\u306e\u7570\u5e38\u3068\u7570\u72b6\u306e\u6709\u7121\u306e\u30c1\u30a7\u30c3\u30af\u3001\u7570\u72b6\u306e\u5185\u5bb9\u3001\u4fe1\u983c\u5ea6 | Document AI |\n| \u7fa4\u306e\u53f0\u5e33 | \u9d8f\u820e\u3054\u3068\u306e\u5c0e\u5165\u306e\u65e5\u3068\u7fbd\u6570\u3001\u65e5\u9f62\u3001\u3078\u3044\u6b7b\u3068\u6dd8\u6c70\u306e\u5408\u8a08\u3001\u51fa\u8377\u30fb\u7a7a\u820e\u306e\u65e5\u3001\u7279\u6bb5\u306e\u4e8b\u60c5\u306e\u3042\u3063\u305f\u65e5 | \u8868\u8a08\u7b97\u306e\u30d5\u30a1\u30a4\u30eb |\n| \u898b\u51fa\u3057\u306e\u5bfe\u5fdc\u8868 | \u65e5\u5831\u306e\u30e9\u30d9\u30eb\u306e\u6587\u5b57\u3068\u3001\u96c6\u8a08\u8868\u306e\u5217\u306e\u540d\u524d\u306e\u5bfe\u5fdc | \u4e8b\u52d9\u306e\u62c5\u5f53\u304c\u7528\u610f\u3059\u308b\u4e00\u89a7 |\n\n**\u8cea\u3092\u6c7a\u3081\u308b\u306e\u306f\u3001\u7fa4\u306e\u53f0\u5e33\u306e\u300c\u9664\u304f\u65e5\u300d\u306e\u5217\u3067\u3059\u3002** \u7a7a\u820e\u306e\u65e5\u3084\u8a2d\u5099\u306e\u6545\u969c\u306e\u65e5\u3092\u4ed8\u3051\u5fd8\u308c\u308b\u3068\u3001\u305d\u306e\u65e5\u306e\u3078\u3044\u6b7b\u304c21\u65e5\u306e\u5e73\u5747\u306b\u5165\u308a\u3001**\u7fcc\u65e5\u4ee5\u964d\u306e\u76ee\u5b89\u306e\u7fbd\u6570\u304c\u305a\u308c\u307e\u3059\u3002** \u4ed8\u3051\u308b\u306e\u306f\u8fb2\u5834\u9577\u3067\u3001\u4ed8\u3051\u305f\u7406\u7531\u3092\u5099\u8003\u306b\u66f8\u304d\u307e\u3059\u3002\n\n**\u96c6\u5375\u306e\u6570\u306f\u3001\u30c8\u30ec\u30fc\u306e\u6570\u3068\u7aef\u6570\u3067\u66f8\u3044\u3066\u3082\u3089\u3044\u307e\u3059\u3002** 1\u30c8\u30ec\u30fc\u306e\u500b\u6570\u3092\u6c7a\u3081\u3066\u304a\u304d\u3001**\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u30c8\u30ec\u30fc\u306e\u6570\u00d7\u500b\u6570\uff0b\u7aef\u6570\u3067\u500b\u6570\u306b\u76f4\u3057\u307e\u3059\u3002** \u500b\u6570\u3092\u76f4\u63a5\u66f8\u304f\u3088\u308a\u3001\u6841\u306e\u591a\u3044\u6570\u5b57\u3092\u624b\u3067\u66f8\u304f\u56de\u6570\u304c\u6e1b\u308a\u307e\u3059\u3002","data_source":"**Python \u306e\u30d7\u30ed\u30b0\u30e9\u30e0\u304b\u3089\u3001\u516c\u5f0f\u306e\u30e9\u30a4\u30d6\u30e9\u30ea `google-cloud-documentai` \u3067 Form Parser \u3092\u547c\u3073\u307e\u3059\u3002** \u30d7\u30ed\u30bb\u30c3\u30b5\u306e\u540d\u524d\u3068\u6587\u66f8\u3092\u6e21\u3057\u3066 `process_document` \u3092\u547c\u3076\u3068\u3001\u30da\u30fc\u30b8\u3054\u3068\u306e\u30ad\u30fc\u3068\u5024\uff08`formFields`\uff09\u304c\u8fd4\u308a\u307e\u3059\u3002\n\n| \u53d6\u308b\u3082\u306e | \u8fd4\u308a\u65b9 | \u4f55\u306b\u4f7f\u3046\u304b |\n|:--|:--|:--|\n| \u30e9\u30d9\u30eb\u306e\u6587\u5b57 | `pages[].formFields[].fieldName` | \u898b\u51fa\u3057\u306e\u5bfe\u5fdc\u8868\u3067\u5217\u3092\u6c7a\u3081\u308b |\n| \u66f8\u304b\u308c\u305f\u5024 | `pages[].formFields[].fieldValue` | \u96c6\u8a08\u8868\u306e\u5024 |\n| \u30c1\u30a7\u30c3\u30af\u6b04 | `fieldValue.valueType` \u304c `filled_checkbox` \uff0f `unfilled_checkbox` | \u7d66\u6c34\u306e\u7570\u5e38\u30fb\u7570\u72b6\u306e\u6709\u7121 |\n| \u4f4d\u7f6e\u3068\u6587\u5b57 | `layout.textAnchor` \u304c\u5168\u6587\uff08`text`\uff09\u306e\u4f4d\u7f6e\u3092\u6307\u3059 | \u5024\u306e\u5207\u308a\u51fa\u3057 |\n| \u4fe1\u983c\u5ea6 | `layout.confidence` | \u300c\u8aad\u307f\u53d6\u308a\u306e\u78ba\u8a8d\u300d\u306b\u56de\u3059\u304b |\n\n**\u30ad\u30fc\u3068\u5024\u3092\u5217\u306b\u76f4\u3059\u51e6\u7406\u306f\u3001\u6b21\u306e\u3088\u3046\u306a\u6d41\u308c\u3067\u3059\u3002**\n\n```python\ndoc = client.process_document(\n    request=documentai_v1.ProcessRequest(name=PROCESSOR_NAME, raw_document=raw)).document\n\ndef text_of(layout):\n    return \"\".join(doc.text[s.start_index:s.end_index]\n                   for s in layout.text_anchor.text_segments).strip()\n\nrow, low = {}, []\nfor page in doc.pages:\n    for f in page.form_fields:\n        col = LABEL_MAP.get(text_of(f.field_name))      # \u898b\u51fa\u3057\u306e\u5bfe\u5fdc\u8868\u3067\u5217\u3092\u6c7a\u3081\u308b\n        if col is None:\n            continue\n        if f.value_type in (\"filled_checkbox\", \"unfilled_checkbox\"):\n            row[col] = (f.value_type == \"filled_checkbox\")\n        else:\n            row[col] = text_of(f.field_value)\n        if f.field_value.confidence < THRESHOLD:\n            low.append(col)\n\nmissing = [c for c in REQUIRED_COLUMNS if c not in row]  # \u53d6\u308c\u306a\u304b\u3063\u305f\u5217\uff1d\u66f8\u304d\u5fd8\u308c\u306e\u7591\u3044\n```\n\n**\u6700\u5f8c\u306e\u884c\u306e `missing` \u304c\u3001\u8a18\u9332\u306e\u6b20\u3051\u3092\u62fe\u3046\u5834\u6240\u3067\u3059\u3002** \u53d6\u308c\u306a\u304b\u3063\u305f\u5217\u30920\u3067\u57cb\u3081\u305a\u3001\u305d\u306e\u307e\u307e\u300c\u8aad\u307f\u53d6\u308a\u306e\u78ba\u8a8d\u300d\u306b\u6e21\u3057\u307e\u3059\u3002\n\n**\u30e9\u30d9\u30eb\u306e\u6587\u5b57\u306f\u3001\u898b\u51fa\u3057\u306e\u5bfe\u5fdc\u8868\u3067\u5217\u306b\u76f4\u3057\u307e\u3059\u3002** \u300c\u3078\u3044\u6b7b\uff08\u7fbd\uff09\u300d\u304c\u300c\u3078\u3044\u6b7b\uff08\u7fbd\u300d\u3084\u300c\u3078\u3044\u3057\u300d\u3068\u8aad\u307e\u308c\u3066\u3082\u3001**\u5bfe\u5fdc\u8868\u306b\u8aad\u307f\u9055\u3048\u3084\u3059\u3044\u8868\u8a18\u3092\u8db3\u3057\u3066\u304a\u3051\u3070**\u540c\u3058\u5217\u306b\u5165\u308a\u307e\u3059\u3002\u30ad\u30fc\u3068\u5024\u306e\u69d8\u5f0f\u3067\u306f\u3001\u8868\u306e\u3088\u3046\u306b\u5217\u306e\u4f4d\u7f6e\u3067\u6c7a\u3081\u3089\u308c\u306a\u3044\u305f\u3081\u3001**\u5bfe\u5fdc\u8868\u304c\u8aad\u307f\u53d6\u308a\u306e\u8981\u306b\u306a\u308a\u307e\u3059\u3002**\n\n**\u53d6\u308c\u306a\u304b\u3063\u305f\u30e9\u30d9\u30eb\u306f\u3001\u305d\u306e\u307e\u307e\u300c\u8aad\u307f\u53d6\u308a\u306e\u78ba\u8a8d\u300d\u306b\u51fa\u3057\u307e\u3059\u3002** \u516c\u5f0f\u306e\u8aac\u660e\u3067\u306f\u3001Form Parser \u306f**\u5024\u306e\u7a7a\u3044\u305f\u30ad\u30fc\u3068\u5024\u306e\u30da\u30a2\u3092\u78ba\u5b9f\u306b\u306f\u53d6\u308a\u51fa\u305b\u306a\u3044**\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002**\u3078\u3044\u6b7b\u306e\u6b04\u304c\u7a7a\u6b04\u3060\u3068\u3001\u30e9\u30d9\u30eb\u3054\u3068\u7d50\u679c\u304b\u3089\u6d88\u3048\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002** \u6b21\u306e\u524d\u51e6\u7406\u306e\u300c0\u3082\u66f8\u304f\u300d\u304c\u3001\u3053\u3053\u306b\u52b9\u304d\u307e\u3059\u3002","preprocessing":"1. **\u300c0\u3082\u66f8\u304f\u300d\u6c7a\u307e\u308a** \u2026 \u3078\u3044\u6b7b\u30fb\u6dd8\u6c70\u30fb\u7834\u5375\u30fb\u6c5a\u5375\u304c0\u306e\u3068\u304d\u3082\u300c0\u300d\u3068\u66f8\u304d\u307e\u3059\u3002**\u7a7a\u6b04\u306f\u66f8\u304d\u5fd8\u308c\u3068\u3057\u3066\u6271\u3044\u307e\u3059**\n2. **\u69d8\u5f0f\u306e\u6539\u8a02** \u2026 \u6b04\u3092\u592a\u3044\u67a0\u3067\u533a\u5207\u308a\u3001\u30e9\u30d9\u30eb\u3092\u67a0\u306e\u5de6\u306b\u7f6e\u304d\u307e\u3059\u3002**\u30e9\u30d9\u30eb\u3068\u5024\u306e\u4e26\u3073\u304c\u6bce\u56de\u540c\u3058\u306b\u306a\u308b\u3088\u3046\u306b**\u3057\u307e\u3059\n3. **\u30c1\u30a7\u30c3\u30af\u6b04\u306f\u300c\u3042\u308a\u300d\u300c\u306a\u3057\u300d\u306e2\u3064** \u2026 \u3069\u3061\u3089\u304b\u4e00\u65b9\u306b\u5370\u3092\u4ed8\u3051\u307e\u3059\u3002**\u30e9\u30b8\u30aa\u30dc\u30bf\u30f3\u306e\u3088\u3046\u306a\u4e38\u3044\u9078\u629e\u306e\u6b04\u306f\u3001Form Parser \u306e\u30c1\u30a7\u30c3\u30af\u6b04\u306e\u8aad\u307f\u53d6\u308a\u304c\u5bfe\u5fdc\u3057\u306a\u3044**\u305f\u3081\u3001\u56db\u89d2\u3044\u30c1\u30a7\u30c3\u30af\u6b04\u306b\u3057\u307e\u3059\n4. **\u76ee\u5b89\u306e\u7fbd\u6570\u306e\u6b04** \u2026 \u65e5\u5831\u306e\u4e0a\u306b\u3001\u524d\u306e\u65e5\u306e\u5915\u65b9\u306b\u5370\u5237\u3059\u308b\u300c\u3059\u3050\u77e5\u3089\u305b\u308b\u7fbd\u6570\u306e\u76ee\u5b89\u300d\u306e\u6b04\u3092\u4f5c\u308a\u307e\u3059\u3002**\u5370\u5237\u306e\u6587\u5b57\u306f\u8aad\u307f\u53d6\u308a\u306e\u5bfe\u8c61\u304b\u3089\u5916\u3057\u3001** \u96c6\u8a08\u306b\u306f\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u8a08\u7b97\u3057\u305f\u5024\u3092\u4f7f\u3044\u307e\u3059\n5. **\u30b9\u30ad\u30e3\u30f3\u306e\u8a2d\u5b9a** \u2026 \u516c\u5f0f\u306e\u8aac\u660e\u3067\u306f\u3001\u30b9\u30ad\u30e3\u30f3\u306f**200 dpi \u4ee5\u4e0a\u3001300 dpi \u4ee5\u4e0a\u3067\u6700\u3082\u3088\u3044\u7d50\u679c**\u306b\u306a\u308a\u307e\u3059\u3002\u8907\u5408\u6a5f\u3092300 dpi \u306b\u305d\u308d\u3048\u307e\u3059\n6. **\u30d5\u30a1\u30a4\u30eb\u306e\u5f62\u5f0f** \u2026 \u4ee5\u524d\u306e JPEG \u306e\u5727\u7e2e\u65b9\u5f0f\u306e TIFF \u306f\u4f7f\u3048\u306a\u3044\u305f\u3081\u3001**\u4fdd\u5b58\u5f62\u5f0f\u3092 PDF \u306b\u3057\u307e\u3059**\n7. **\u65e5\u5831\u306e\u6c5a\u308c** \u2026 \u9d8f\u820e\u306e\u524d\u5ba4\u3067\u66f8\u304f\u5834\u6240\u3092\u6c7a\u3081\u3001\u65e5\u5831\u3092\u677f\u306b\u631f\u3093\u3067\u304a\u304d\u307e\u3059\u3002**\u885b\u751f\u7ba1\u7406\u533a\u57df\u304b\u3089\u6301\u3061\u51fa\u3059\u7269\u306e\u6271\u3044\u306f\u3001\u8fb2\u5834\u306e\u6c7a\u307e\u308a\u306b\u5f93\u3044\u307e\u3059**\n\n**1\u756a\u76ee\u306e\u300c0\u3082\u66f8\u304f\u300d\u304c\u3001\u3053\u306e\u69cb\u6210\u3067\u3044\u3061\u3070\u3093\u52b9\u304d\u307e\u3059\u3002** \u7a7a\u6b04\u304c\u66f8\u304d\u5fd8\u308c\u3068\u6c7a\u307e\u308c\u3070\u3001**\u8a18\u9332\u306e\u6b20\u3051\u3092\u8aad\u307f\u53d6\u308a\u306e\u6bb5\u968e\u3067\u62fe\u3048\u307e\u3059\u3002** \u3078\u3044\u6b7b\u304c0\u306e\u65e5\u3092\u8a18\u9332\u306b\u6b8b\u3059\u3053\u3068\u306f\u300121\u65e5\u306e\u5e73\u5747\u3092\u6b63\u3057\u304f\u51fa\u3059\u3053\u3068\u306b\u3082\u3064\u306a\u304c\u308a\u307e\u3059\u3002","ai_processing":"**Form Parser \u306b\u3055\u305b\u308b\u306e\u306f\u3001\u30ad\u30fc\u3068\u5024\u3068\u30c1\u30a7\u30c3\u30af\u6b04\u3092\u8aad\u307f\u53d6\u308a\u3001\u4fe1\u983c\u5ea6\u3092\u4ed8\u3051\u308b\u3053\u3068\u3060\u3051\u3067\u3059\u3002** \u8a08\u7b97\u3068\u6bd4\u8f03\u306f\u3001Python \u306e\u6c7a\u307e\u3063\u305f\u898f\u5247\u3067\u884c\u3044\u307e\u3059\u3002\n\n| \u78ba\u304b\u3081\u308b\u3053\u3068 | \u6761\u4ef6 | \u5f53\u3066\u306f\u307e\u3063\u305f\u3068\u304d\u306e\u6271\u3044 |\n|:--|:--|:--|\n| \u65e5\u5831\u306e\u6570 | \u5f53\u65e5\u306e8\u68df\u306e\u65e5\u5831\u304c\u305d\u308d\u3046 | \u6b20\u3051\u305f\u9d8f\u820e\u3092\u300c\u65e5\u5831\u304c\u5c4a\u3044\u3066\u3044\u306a\u3044\u300d |\n| \u30e9\u30d9\u30eb\u306e\u6709\u7121 | \u898b\u51fa\u3057\u306e\u5bfe\u5fdc\u8868\u306e\u5168\u90e8\u306e\u5217\u304c\u53d6\u308c\u308b | \u53d6\u308c\u306a\u3044\u5217\u306f\u300c\u8aad\u307f\u53d6\u308a\u306e\u78ba\u8a8d\u300d\uff08\u66f8\u304d\u5fd8\u308c\u306e\u7591\u3044\uff09 |\n| \u5024\u306e\u5f62 | \u6570\u5b57\u3068\u3057\u3066\u8aad\u3081\u308b | \u8aad\u3081\u306a\u3051\u308c\u3070\u300c\u8aad\u307f\u53d6\u308a\u306e\u78ba\u8a8d\u300d |\n| \u4fe1\u983c\u5ea6 | \u5024\u306e\u4fe1\u983c\u5ea6\u304c\u57fa\u6e96\u4ee5\u4e0a | \u4e0b\u56de\u3063\u305f\u3089\u300c\u8aad\u307f\u53d6\u308a\u306e\u78ba\u8a8d\u300d |\n| \u3078\u3044\u6b7b\u306e\u5897\u3048\u65b9 | \u5f53\u65e5\u306e\u3078\u3044\u6b7b\u7387\u304c\u76f4\u8fd121\u65e5\u306e\u5e73\u5747\u306e2\u500d\u4ee5\u4e0a | \u300c\u3078\u3044\u6b7b\u306e\u5897\u3048\u65b9\u300d\u306e\u4e00\u89a7\u306b\u51fa\u3059 |\n| \u307e\u3068\u307e\u3063\u305f\u6b7b\u4ea1 | \u3078\u3044\u6b7b\u304c5\u7fbd\u4ee5\u4e0a | \u300c\u3078\u3044\u6b7b\u306e\u5897\u3048\u65b9\u300d\u306e\u4e00\u89a7\u306b\u51fa\u3059 |\n| \u7570\u72b6\u306e\u6709\u7121 | \u300c\u3042\u308a\u300d\u306b\u30c1\u30a7\u30c3\u30af\u3001\u307e\u305f\u306f\u5185\u5bb9\u306e\u6b04\u306b\u8a18\u8f09 | \u300c\u7570\u72b6\u306e\u8a18\u8f09\u300d\u306e\u4e00\u89a7\u306b\u51fa\u3059 |\n| \u7d66\u990c\u3068\u6e29\u5ea6 | \u76f4\u8fd17\u65e5\u306e\u5e73\u5747\u304b\u3089\u81ea\u793e\u3067\u6c7a\u3081\u305f\u5e45\u3092\u5916\u308c\u308b | \u300c\u7570\u72b6\u306e\u8a18\u8f09\u300d\u306e\u4e00\u89a7\u306b\u51fa\u3059 |\n\n**21\u65e5\u306e\u5e73\u5747\u306f\u3001\u7fa4\u306e\u53f0\u5e33\u306e\u300c\u9664\u304f\u65e5\u300d\u3092\u9664\u3044\u3066\u3001\u901a\u7b9721\u65e5\u3067\u6570\u3048\u307e\u3059\u3002** \u9632\u75ab\u6307\u91dd\u306e\u6570\u3048\u65b9\u306b\u5408\u308f\u305b\u3001\u7a7a\u820e\u306e\u65e5\u3068\u7279\u6bb5\u306e\u4e8b\u60c5\u306e\u3042\u3063\u305f\u65e5\u3092\u98db\u3070\u3057\u3066\u3001\u3055\u304b\u306e\u307c\u3063\u306621\u65e5\u5206\u3092\u96c6\u3081\u307e\u3059\u3002**5\u7fbd\u4ee5\u4e0a\u306e\u307e\u3068\u307e\u3063\u305f\u6b7b\u4ea1\u306f\u3001\u9632\u75ab\u6307\u91dd\u306e\u7559\u610f\u4e8b\u9805\u306b\u51fa\u3066\u304f\u308b\u76ee\u5b89**\u3067\u3001\u8fb2\u5834\u9577\u304c\u5bb6\u755c\u4fdd\u5065\u885b\u751f\u6240\u3068\u53d6\u308a\u6c7a\u3081\u305f\u76ee\u5b89\u304c\u3042\u308c\u3070\u3001\u305d\u3061\u3089\u3092\u4f7f\u3044\u307e\u3059\u3002\n\n**\u6570\u3048\u65b9\u306e\u4f8b\u3092\u6319\u3052\u307e\u3059\u3002** \u9d8f\u820e3\u3067\u300110\u6708\u306e5\u65e5\u304b\u30897\u65e5\u307e\u3067\u7d66\u990c\u306e\u6a5f\u5668\u306e\u6545\u969c\u304c\u3042\u308a\u3001\u8fb2\u5834\u9577\u304c\u53f0\u5e33\u306b\u300c\u9664\u304f\u65e5\uff08\u8a2d\u5099\u306e\u6545\u969c\uff09\u300d\u3092\u4ed8\u3051\u3066\u3044\u305f\u3068\u3057\u307e\u3059\u300210\u670828\u65e5\u306e\u5e73\u5747\u3092\u51fa\u3059\u3068\u304d\u3001\u3055\u304b\u306e\u307c\u308b21\u65e5\u9593\u306b\u6545\u969c\u306e3\u65e5\u304c\u5165\u308b\u305f\u3081\u3001**\u305d\u306e3\u65e5\u3092\u98db\u3070\u3057\u3066\u3001\u3055\u3089\u306b3\u65e5\u3055\u304b\u306e\u307c\u3063\u305f\u901a\u7b9721\u65e5**\u3067\u8a08\u7b97\u3057\u307e\u3059\u3002\u6545\u969c\u306e\u65e5\u306e\u3078\u3044\u6b7b\u306e\u5897\u3048\u65b9\u304c\u5e73\u5747\u3092\u62bc\u3057\u4e0a\u3052\u3001**\u7fcc\u65e5\u306e\u76ee\u5b89\u306e\u7fbd\u6570\u304c\u9ad8\u304f\u306a\u308a\u3059\u304e\u308b\u3053\u3068\u3092\u9632\u304e\u307e\u3059\u3002**\n\n**\u3055\u305b\u306a\u3044\u3053\u3068**\u3082\u6c7a\u3081\u3066\u304a\u304d\u307e\u3059\u3002\n\n| \u3055\u305b\u306a\u3044\u3053\u3068 | \u7406\u7531 |\n|:--|:--|\n| \u7279\u5b9a\u75c7\u72b6\u306b\u5f53\u305f\u308b\u304b\u3092\u6c7a\u3081\u308b | \u5224\u65ad\u306f\u8fb2\u5834\u9577\u3068\u7363\u533b\u5e2b\u3001\u5bb6\u755c\u4fdd\u5065\u885b\u751f\u6240\u304c\u884c\u3046 |\n| \u901a\u5831\u3059\u308b\u30fb\u3057\u306a\u3044\u3092\u6c7a\u3081\u308b | \u901a\u5831\u306f\u305d\u306e\u5834\u3067\u4eba\u304c\u884c\u3046 |\n| \u7a7a\u6b04\u306e\u3078\u3044\u6b7b\u30920\u3068\u3057\u3066\u8a08\u7b97\u3059\u308b | \u66f8\u304d\u5fd8\u308c\u30920\u306b\u3059\u308b\u3068\u300121\u65e5\u306e\u5e73\u5747\u304c\u4e0b\u304c\u308a\u3001\u76ee\u5b89\u306e\u7fbd\u6570\u3082\u4e0b\u304c\u308b |\n| \u8aad\u3081\u306a\u3044\u5024\u3092\u524d\u65e5\u306e\u5024\u3067\u57cb\u3081\u308b | 1\u65e5\u5206\u306e\u5897\u3048\u65b9\u304c\u6d88\u3048\u308b |\n| \u300c\u9664\u304f\u65e5\u300d\u3092\u81ea\u52d5\u3067\u4ed8\u3051\u308b | \u7279\u6bb5\u306e\u4e8b\u60c5\u304c\u3042\u3063\u305f\u304b\u306f\u8fb2\u5834\u9577\u304c\u6c7a\u3081\u308b |\n\n**3\u884c\u76ee\u304c\u3044\u3061\u3070\u3093\u8d77\u304d\u3084\u3059\u3044\u5931\u6557\u3067\u3059\u3002** \u7a7a\u6b04\u30920\u3068\u3057\u3066\u8a08\u7b97\u3059\u308b\u3068\u3001**\u96c6\u8a08\u8868\u306f\u304d\u308c\u3044\u306b\u305d\u308d\u3044\u307e\u3059\u304c\u3001\u305d\u306e\u65e5\u306e\u672c\u5f53\u306e\u3078\u3044\u6b7b\u304c\u5206\u304b\u3089\u306a\u304f\u306a\u308a\u307e\u3059\u3002** \u7a7a\u6b04\u306e\u65e5\u306f\u3001\u9d8f\u820e\u306e\u62c5\u5f53\u306b\u78ba\u304b\u3081\u3066\u304b\u3089\u5024\u3092\u5165\u308c\u307e\u3059\u3002","prompt_example":"\u3053\u306e\u69cb\u6210\u306b\u306f\u751f\u6210AI\u3078\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u304c\u3042\u308a\u307e\u305b\u3093\u3002**AI\u3078\u306e\u6307\u793a\u306b\u3042\u305f\u308b\u306e\u306f\u3001\u898b\u51fa\u3057\u306e\u5bfe\u5fdc\u8868\u3068\u3001Python \u306e\u8a08\u7b97\u306e\u898f\u5247**\u3067\u3059\u3002\n\n```\n\u3010\u898b\u51fa\u3057\u306e\u5bfe\u5fdc\u8868\uff08\u8aad\u307f\u9055\u3048\u3084\u3059\u3044\u8868\u8a18\u3082\u4e26\u3079\u308b\uff09\u3011\nhouse_no ....... \u9d8f\u820e \/ \u9d8f\u820e\u756a\u53f7 \/ \u9d8f\u820eNo\ndate ........... \u65e5\u4ed8 \/ \u6708\u65e5\negg_tray ....... \u96c6\u5375(\u30c8\u30ec\u30fc) \/ \u96c6\u5375\u30c8\u30ec\u30fc\negg_rest ....... \u7aef\u6570 \/ \u96c6\u5375\u7aef\u6570\nbroken ......... \u7834\u5375 \/ \u7834\u5375\u6570\ndirty .......... \u6c5a\u5375 \/ \u6c5a\u5375\u6570\ndead ........... \u3078\u3044\u6b7b \/ \u3078\u3044\u6b7b(\u7fbd \/ \u3078\u3044\u3057 \/ \u6b7b\u4ea1\nculled ......... \u6dd8\u6c70 \/ \u6dd8\u6c70(\u7fbd\nfeed_kg ........ \u7d66\u990c \/ \u7d66\u990c\u91cf \/ \u7d66\u990c(kg\ntemp_max ....... \u6700\u9ad8 \/ \u6700\u9ad8\u6e29\u5ea6\ntemp_min ....... \u6700\u4f4e \/ \u6700\u4f4e\u6e29\u5ea6\nwater_alarm .... \u7d66\u6c34\u7570\u5e38\uff08\u30c1\u30a7\u30c3\u30af\uff09\nabnormal ....... \u7570\u72b6\uff08\u30c1\u30a7\u30c3\u30af\uff09\u3068 \u7570\u72b6\u306e\u5185\u5bb9\n\n\u3010\u8a08\u7b97\u306e\u898f\u5247\uff08Python\uff09\u3011\n1. \u53d6\u308c\u306a\u304b\u3063\u305f\u5217\u3001\u6570\u5b57\u3068\u3057\u3066\u8aad\u3081\u306a\u3044\u5024\u3001\u4fe1\u983c\u5ea6\u306e\u4f4e\u3044\u5024\u306f\u300c\u8aad\u307f\u53d6\u308a\u306e\u78ba\u8a8d\u300d\u30020 \u3067\u57cb\u3081\u306a\u3044\n2. \u96c6\u5375\u306e\u500b\u6570 \uff1d egg_tray \u00d7 1\u30c8\u30ec\u30fc\u306e\u500b\u6570 \uff0b egg_rest\n3. \u98fc\u990a\u7fbd\u6570 \uff1d \u7fa4\u306e\u53f0\u5e33\u306e\u524d\u65e5\u306e\u7fbd\u6570 \u2212 dead \u2212 culled\uff08\u8aad\u307f\u53d6\u308a\u306e\u78ba\u8a8d\u304c\u6b8b\u308b\u9d8f\u820e\u306f\u8a08\u7b97\u3092\u4fdd\u7559\uff09\n4. \u7523\u5375\u7387 \uff1d \u96c6\u5375\u306e\u500b\u6570 \u00f7 \u524d\u65e5\u306e\u98fc\u990a\u7fbd\u6570 \u00d7 100\n5. \u3078\u3044\u6b7b\u7387 \uff1d dead \u00f7 \u524d\u65e5\u306e\u98fc\u990a\u7fbd\u6570 \u00d7 100\n6. 21\u65e5\u306e\u5e73\u5747 \uff1d \u7fa4\u306e\u53f0\u5e33\u306e\u300c\u9664\u304f\u65e5\u300d\u3092\u9664\u304d\u3001\u3055\u304b\u306e\u307c\u3063\u3066\u901a\u7b9721\u65e5\u306e\u3078\u3044\u6b7b\u7387\u306e\u5e73\u5747\n7. \u5f53\u65e5\u306e\u3078\u3044\u6b7b\u7387\u304c21\u65e5\u306e\u5e73\u5747\u306e2\u500d\u4ee5\u4e0a\u3001\u307e\u305f\u306f dead \u304c5\u4ee5\u4e0a\u306a\u3089\u300c\u3078\u3044\u6b7b\u306e\u5897\u3048\u65b9\u300d\n8. \u7fcc\u65e5\u306e\u76ee\u5b89\u306e\u7fbd\u6570 \uff1d 21\u65e5\u306e\u5e73\u5747 \u00d7 2 \u00d7 \u5f53\u65e5\u306e\u98fc\u990a\u7fbd\u6570 \u3092\u5207\u308a\u4e0a\u3052\u30015 \u3068\u6bd4\u3079\u3066\u5c0f\u3055\u3044\u307b\u3046\n9. \u7279\u5b9a\u75c7\u72b6\u306b\u5f53\u305f\u308b\u304b\u3001\u901a\u5831\u3059\u308b\u304b\u306f\u66f8\u304b\u306a\u3044\n```\n\n**8\u756a\u306e\u76ee\u5b89\u306e\u7fbd\u6570\u3092\u300c\u5c0f\u3055\u3044\u307b\u3046\u300d\u306b\u3059\u308b\u306e\u306f\u3001\u77e5\u3089\u305b\u6f0f\u308c\u3092\u907f\u3051\u308b\u305f\u3081\u3067\u3059\u3002** 21\u65e5\u306e\u5e73\u5747\u306e2\u500d\u3068\u3001\u307e\u3068\u307e\u3063\u305f\u6b7b\u4ea1\u306e5\u7fbd\u306e\u3069\u3061\u3089\u304b\u65e9\u304f\u5c4a\u304f\u307b\u3046\u3092\u3001\u9d8f\u820e\u306e\u62c5\u5f53\u306e\u76ee\u5b89\u306b\u3057\u307e\u3059\u3002\n\n**3\u756a\u3067\u300c\u8a08\u7b97\u3092\u4fdd\u7559\u300d\u306b\u3059\u308b\u306e\u306f\u3001** \u8aad\u307f\u9055\u3044\u306e\u307e\u307e\u98fc\u990a\u7fbd\u6570\u3092\u5f15\u304d\u7d99\u3050\u3068\u3001**\u7fcc\u65e5\u4ee5\u964d\u306e\u7523\u5375\u7387\u3082\u3078\u3044\u6b7b\u7387\u3082\u305a\u308c\u3066\u3044\u304f**\u304b\u3089\u3067\u3059\u3002","output_data":"**\u96c6\u8a08\u8868\u306f\u3001\u65e5\u3054\u3068\u30fb\u9d8f\u820e\u3054\u3068\u306b1\u884c\u3067\u3059\u3002**\n\n| \u5217 | \u4e2d\u8eab |\n|:--|:--|\n| \u65e5\u4ed8\u30fb\u9d8f\u820e\u756a\u53f7\u30fb\u65e5\u9f62 | \u65e5\u5831\u3068\u7fa4\u306e\u53f0\u5e33\u304b\u3089 |\n| \u98fc\u990a\u7fbd\u6570\uff08\u524d\u65e5\u30fb\u5f53\u65e5\uff09 | \u7fa4\u306e\u53f0\u5e33\u304b\u3089\u5f15\u304d\u7d99\u3044\u3067\u8a08\u7b97 |\n| \u96c6\u5375\u306e\u500b\u6570\u30fb\u7834\u5375\u30fb\u6c5a\u5375 | \u65e5\u5831\u304b\u3089 |\n| \u7523\u5375\u7387 | \u8a08\u7b97 |\n| \u3078\u3044\u6b7b\u30fb\u6dd8\u6c70\u306e\u7fbd\u6570 | \u65e5\u5831\u304b\u3089 |\n| \u3078\u3044\u6b7b\u7387\u30fb21\u65e5\u306e\u5e73\u5747\u30fb\u500d\u7387 | \u8a08\u7b97 |\n| \u7d66\u990c\u306e\u91cf\u30fb1\u7fbd\u3042\u305f\u308a\u306e\u7d66\u990c\u91cf | \u65e5\u5831\u304b\u3089\u30fb\u8a08\u7b97 |\n| \u6700\u9ad8\u30fb\u6700\u4f4e\u306e\u6e29\u5ea6\u3001\u7d66\u6c34\u306e\u7570\u5e38 | \u65e5\u5831\u304b\u3089 |\n| \u7570\u72b6\u306e\u6709\u7121\u3068\u5185\u5bb9 | \u65e5\u5831\u304b\u3089 |\n| \u8aad\u307f\u53d6\u308a\u306e\u72b6\u614b | \u78ba\u304b\uff0f\u8aad\u307f\u53d6\u308a\u306e\u78ba\u8a8d\uff08\u5217\u306e\u540d\u524d\uff09 |\n| \u7fcc\u65e5\u306e\u76ee\u5b89\u306e\u7fbd\u6570 | \u8a08\u7b97 |\n\n**\u7fcc\u65e5\u306e\u65e5\u5831\u306b\u306f\u3001\u76ee\u5b89\u306e\u7fbd\u6570\u3092\u3053\u3046\u5370\u5237\u3057\u307e\u3059\u3002**\n\n```\n\u9d8f\u820e 3   \u65e5\u4ed8 10\/29   \u65e5\u9f62 412\u65e5   \u524d\u65e5\u306e\u98fc\u990a\u7fbd\u6570 14,820\u7fbd\n\u3010\u3059\u3050\u77e5\u3089\u305b\u308b\u7fbd\u6570\u306e\u76ee\u5b89\u3011 \u3078\u3044\u6b7b 4\u7fbd\u4ee5\u4e0a\uff0821\u65e5\u5e73\u5747 1.9\u7fbd\uff0f\u65e5 \u2192 2\u500d 3.8\u7fbd \u2192 \u5207\u308a\u4e0a\u3052 4\u7fbd\uff09\n  \u203b \u76ee\u5b89\u3088\u308a\u5c11\u306a\u304f\u3066\u3082\u3001\u307e\u3068\u307e\u3063\u3066\u6b7b\u3093\u3067\u3044\u308b\u30fb\u5143\u6c17\u304c\u306a\u3044\u30fb\u3068\u3055\u304b\u306e\u8272\u304c\u60aa\u3044\u306a\u3069\n    \u3044\u3064\u3082\u3068\u9055\u3046\u3068\u304d\u306f\u3001\u3059\u3050\u8fb2\u5834\u9577\u306b\u96fb\u8a71\u3059\u308b\n```\n\n**\u76ee\u5b89\u306e\u7fbd\u6570\u306e\u6a2a\u306b\u3001\u8a08\u7b97\u306e\u5143\u3092\u66f8\u3044\u3066\u3044\u307e\u3059\u3002** \u9d8f\u820e\u306e\u62c5\u5f53\u304c\u76ee\u5b89\u306e\u610f\u5473\u3092\u77e5\u3063\u3066\u3044\u308b\u3068\u3001**\u76ee\u5b89\u306b\u5c4a\u304b\u306a\u304f\u3066\u3082\u3001\u3044\u3064\u3082\u3068\u9055\u3046\u3068\u611f\u3058\u305f\u3068\u304d\u306b\u77e5\u3089\u305b\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002** \u76ee\u5b89\u306f\u3001\u77e5\u3089\u305b\u308b\u5224\u65ad\u3092\u7d5e\u308b\u305f\u3081\u3067\u306f\u306a\u304f\u3001\u8ff7\u3063\u305f\u3068\u304d\u306e\u80cc\u4e2d\u3092\u62bc\u3059\u305f\u3081\u306e\u3082\u306e\u3067\u3059\u3002\n\n**\u3053\u306e\u4f8b\u3067\u306f\u300121\u65e5\u5e73\u5747\u306e2\u500d\u304b\u3089\u51fa\u3057\u305f4\u7fbd\u304c5\u7fbd\u3088\u308a\u5c0f\u3055\u3044\u306e\u3067\u3001** \u898f\u5247\u306e8\u756a\u306b\u6cbf\u3063\u3066\u76ee\u5b89\u306f4\u7fbd\u3067\u3059\u3002\u5370\u5237\u306e\u6587\u9762\u306b\u306f\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u8a08\u7b97\u3057\u305f\u5024\u3092\u305d\u306e\u307e\u307e\u5165\u308c\u3001**\u624b\u3067\u66f8\u304d\u76f4\u3057\u307e\u305b\u3093\u3002**","integration_systems":"| \u3064\u306a\u304e\u5148 | \u65b9\u5f0f | \u5185\u5bb9 |\n|:--|:--|:--|\n| \u5171\u6709\u30d5\u30a9\u30eb\u30c0 | Python \u304c\u30d5\u30a1\u30a4\u30eb\u306e\u4e00\u89a7\u3092\u898b\u3066\u8aad\u307f\u8fbc\u3080 | \u65e5\u5831\u306e\u30b9\u30ad\u30e3\u30f3\u3092\u53d7\u3051\u53d6\u308b |\n| Document AI | `google-cloud-documentai` \u306e `process_document` | \u30ad\u30fc\u3068\u5024\u30fb\u30c1\u30a7\u30c3\u30af\u6b04\u30fb\u4fe1\u983c\u5ea6\u3092\u8fd4\u3059 |\n| \u7fa4\u306e\u53f0\u5e33 | Python \u304c\u8868\u8a08\u7b97\u306e\u30d5\u30a1\u30a4\u30eb\u3092\u8aad\u307f\u3001\u98fc\u990a\u7fbd\u6570\u306e\u5217\u3060\u3051\u3092\u66f8\u304d\u8db3\u3059 | \u98fc\u990a\u7fbd\u6570\u3068\u9664\u304f\u65e5 |\n| \u96c6\u8a08\u8868\u30fb\u4e00\u89a7\u30fb\u7fcc\u65e5\u306e\u65e5\u5831 | Python \u304c\u66f8\u304d\u51fa\u3059 | \u4e8b\u52d9\u306e\u62c5\u5f53\u3068\u8fb2\u5834\u9577\u304c\u898b\u308b\u3001\u65e5\u5831\u3092\u5370\u5237\u3059\u308b |\n\n**\u7fa4\u306e\u53f0\u5e33\u306b\u66f8\u304d\u8db3\u3059\u306e\u306f\u3001\u8aad\u307f\u53d6\u308a\u306e\u78ba\u8a8d\u304c\u6b8b\u3063\u3066\u3044\u306a\u3044\u9d8f\u820e\u306e\u98fc\u990a\u7fbd\u6570\u3060\u3051\u3067\u3059\u3002** \u9664\u304f\u65e5\u3084\u5099\u8003\u306e\u5217\u306b\u306f\u66f8\u304d\u8fbc\u307f\u307e\u305b\u3093\u3002**\u53f0\u5e33\u306e\u66f8\u304d\u63db\u3048\u306f\u3001\u8fb2\u5834\u9577\u306e\u624b\u306b\u6b8b\u3057\u307e\u3059\u3002**","human_review":"1. **\u300c\u65e5\u5831\u304c\u5c4a\u3044\u3066\u3044\u306a\u3044\u300d\u3092\u898b\u308b** \u2026 \u4e8b\u52d9\u306e\u62c5\u5f53\u304c\u9d8f\u820e\u306b\u53d6\u308a\u306b\u884c\u304d\u307e\u3059\n2. **\u300c\u8aad\u307f\u53d6\u308a\u306e\u78ba\u8a8d\u300d\u3092\u898b\u308b** \u2026 \u4e8b\u52d9\u306e\u62c5\u5f53\u304c\u65e5\u5831\u3068\u898b\u6bd4\u3079\u3066\u76f4\u3057\u307e\u3059\u3002**\u7a7a\u6b04\u306f\u3001\u9d8f\u820e\u306e\u62c5\u5f53\u306b\u78ba\u304b\u3081\u3066\u304b\u3089\u5024\u3092\u5165\u308c\u307e\u3059**\n3. **\u300c\u3078\u3044\u6b7b\u306e\u5897\u3048\u65b9\u300d\u3092\u898b\u308b** \u2026 \u8fb2\u5834\u9577\u304c\u3001\u305d\u306e\u65e5\u306b\u9d8f\u820e\u306e\u62c5\u5f53\u304b\u3089\u9023\u7d61\u304c\u3042\u3063\u305f\u304b\u3001\u9d8f\u820e\u306e\u69d8\u5b50\u3092\u898b\u305f\u304b\u3092\u78ba\u304b\u3081\u307e\u3059\u3002**\u9023\u7d61\u304c\u7121\u304b\u3063\u305f\u306a\u3089\u3001\u3059\u3050\u306b\u9d8f\u820e\u3092\u898b\u306b\u884c\u304d\u307e\u3059**\n4. **\u300c\u7570\u72b6\u306e\u8a18\u8f09\u300d\u3092\u898b\u308b** \u2026 \u5185\u5bb9\u3092\u8aad\u307f\u3001\u5fc5\u8981\u306a\u3089\u7363\u533b\u5e2b\u306b\u76f8\u8ac7\u3057\u307e\u3059\n5. **\u7fa4\u306e\u53f0\u5e33\u306e\u300c\u9664\u304f\u65e5\u300d\u3092\u4ed8\u3051\u308b** \u2026 \u7a7a\u820e\u306e\u65e5\u3084\u8a2d\u5099\u306e\u6545\u969c\u306e\u65e5\u3092\u3001\u7406\u7531\u3068\u3068\u3082\u306b\u4ed8\u3051\u307e\u3059\n\n**3\u756a\u76ee\u3092\u7701\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u5915\u65b9\u306e\u4e00\u89a7\u306f\u3001**\u305d\u306e\u5834\u306e\u9023\u7d61\u304c\u6f0f\u308c\u3066\u3044\u306a\u304b\u3063\u305f\u304b\u3092\u78ba\u304b\u3081\u308b\u4e8c\u91cd\u306e\u7db2**\u3067\u3059\u3002\u9023\u7d61\u304c\u3042\u3063\u305f\u9d8f\u820e\u306f\u8a18\u9332\u3092\u6b8b\u3059\u3060\u3051\u3067\u6e08\u307f\u3001\u7121\u304b\u3063\u305f\u9d8f\u820e\u306f\u3001\u3053\u306e\u4e00\u89a7\u304c\u6700\u521d\u306e\u6c17\u3065\u304d\u306b\u306a\u308a\u307e\u3059\u3002\n\n**\u76ee\u6a19\u306f\u3001240\u679a\u3092\u306a\u3089\u3057\u30661\u679a2\u5206\u3067\u3059\u3002** \u300c\u8aad\u307f\u53d6\u308a\u306e\u78ba\u8a8d\u300d\u306b\u306a\u308b\u65e5\u5831\u304c2\u5272\u524d\u5f8c\u3068\u3044\u3046\u60f3\u5b9a\u3067\u3001**\u305d\u308c\u3088\u308a\u591a\u3044\u9d8f\u820e\u306f\u3001\u65e5\u5831\u306e\u6c5a\u308c\u304b\u66f8\u304d\u65b9\u3092\u898b\u76f4\u3057\u307e\u3059\u3002**","exception_handling":"| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u30e9\u30d9\u30eb\u304c\u53d6\u308c\u306a\u3044\u5217\u304c\u3042\u308b | \u7a7a\u6b04\u304b\u8aad\u307f\u9055\u3044\u3002\u300c\u8aad\u307f\u53d6\u308a\u306e\u78ba\u8a8d\u300d\u306b\u3057\u30010 \u3067\u57cb\u3081\u306a\u3044 |\n| \u65e5\u4ed8\u304c\u524d\u65e5\u306e\u307e\u307e | \u66f8\u304d\u9593\u9055\u3044\u306e\u7591\u3044\u3002\u4fdd\u5b58\u306e\u65e5\u6642\u3068\u6bd4\u3079\u3066\u300c\u8aad\u307f\u53d6\u308a\u306e\u78ba\u8a8d\u300d |\n| \u540c\u3058\u65e5\u5831\u304c\u4e8c\u5ea6\u4fdd\u5b58\u3055\u308c\u305f | \u9d8f\u820e\u756a\u53f7\u3068\u65e5\u4ed8\u306e\u91cd\u306a\u308a\u3067\u898b\u3064\u3051\u3001\u4e8c\u5ea6\u76ee\u306f\u4f7f\u308f\u306a\u3044 |\n| \u7fa4\u306e\u53f0\u5e33\u306b\u5c0e\u5165\u30fb\u51fa\u8377\u304c\u8a18\u9332\u3055\u308c\u3066\u3044\u306a\u3044 | \u98fc\u990a\u7fbd\u6570\u304c\u5408\u308f\u306a\u304f\u306a\u308b\u3002\u8a08\u7b97\u3092\u4fdd\u7559\u3057\u3001\u8fb2\u5834\u9577\u306b\u53f0\u5e33\u3092\u76f4\u3057\u3066\u3082\u3089\u3046 |\n| 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2\u756a\u306f\u62c5\u5f53\u306e\u611f\u899a\u3067\u3059\u300212\u4e07\u7fbd\u306e\u8fb2\u5834\u3067\u306f\u3001\u9d8f\u820e\u3054\u3068\u306b\u6bce\u65e5\u3044\u304f\u3089\u304b\u306e\u3078\u3044\u6b7b\u304c\u3042\u308a\u3001**1\u65e5\u306b\u4f55\u7fbd\u306a\u3089\u591a\u3044\u306e\u304b\u306f\u3001\u305d\u306e\u9d8f\u820e\u306e\u6700\u8fd1\u306e\u6570\u3092\u899a\u3048\u3066\u3044\u306a\u3044\u3068\u5224\u65ad\u3067\u304d\u307e\u305b\u3093\u3002** \u65b0\u3057\u304f\u5165\u3063\u305f\u62c5\u5f53\u306b\u306f\u3001\u306a\u304a\u3055\u3089\u5206\u304b\u308a\u307e\u305b\u3093\u3002\n\n**\uff08c\uff09\u8a18\u9332\u306e\u6b20\u3051\u306b\u6c17\u3065\u304b\u306a\u3044\u3002** 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7\u756a\u307e\u3067\u3001\u7fa4\u3054\u3068\u306e\u5909\u5316\u3092\u4e26\u3079\u3066\u898b\u308b\u6a5f\u4f1a\u304c\u3042\u308a\u307e\u305b\u3093\u3002**\u7523\u5375\u7387\u304c\u3058\u308f\u3058\u308f\u4e0b\u304c\u3063\u3066\u3044\u308b\u9d8f\u820e\u306b\u3001\u6c17\u3065\u304f\u306e\u304c\u7fcc\u6708\u306b\u306a\u308a\u307e\u3059\u3002**","before_flow_steps":["\u9d8f\u820e\u306e\u62c5\u5f53\u304c\u3001\u898b\u56de\u308a\u3068\u96c6\u5375\u306e\u305f\u3073\u306b\u65e5\u5831\u3092\u66f8\u304d\u8db3\u3059","\u3078\u3044\u6b7b\u304c\u591a\u3044\u3068\u611f\u3058\u305f\u3089\u3001\u62c5\u5f53\u304c\u8fb2\u5834\u9577\u306b\u96fb\u8a71\u3067\u77e5\u3089\u305b\u308b","\u5915\u65b9\u3001\u4e8b\u52d9\u306e\u62c5\u5f53\u304c8\u68df\u306e\u65e5\u5831\u3092\u56de\u53ce\u3059\u308b","\u4e8b\u52d9\u306e\u62c5\u5f53\u304c\u3001\u65e5\u5831\u306e\u5024\u3092\u96c6\u8a08\u8868\u306b\u6253\u3061\u76f4\u3059","\u8fb2\u5834\u9577\u304c\u3001\u7fa4\u306e\u53f0\u5e33\u306e\u98fc\u990a\u7fbd\u6570\u3092\u66f4\u65b0\u3057\u3001\u7523\u5375\u7387\u3068\u3078\u3044\u6b7b\u7387\u3092\u8a08\u7b97\u3059\u308b","\u7570\u72b6\u306e\u8a18\u8f09\u304c\u3042\u308c\u3070\u3001\u8fb2\u5834\u9577\u304c\u9d8f\u820e\u3092\u898b\u306b\u884c\u304d\u3001\u5fc5\u8981\u306a\u3089\u7363\u533b\u5e2b\u306b\u76f8\u8ac7\u3059\u308b","\u6708\u306b1\u56de\u3001\u7fa4\u3054\u3068\u306e\u7523\u5375\u7387\u3068\u3078\u3044\u6b7b\u7387\u306e\u63a8\u79fb\u3092\u898b\u308b"],"after_flow":"1. **\u3010\u4eba\u3011** \u9d8f\u820e\u306e\u62c5\u5f53\u304c\u3001\u6b04\u3092\u67a0\u3067\u533a\u5207\u308a\u300c0\u3082\u66f8\u304f\u300d\u6c7a\u307e\u308a\u306b\u3057\u305f\u65e5\u5831\u3092\u66f8\u304f\u3002\u65e5\u5831\u306e\u4e0a\u306e\u6b04\u306b\u306f\u3001\u524d\u306e\u65e5\u306e\u5915\u65b9\u306b\u5370\u5237\u3055\u308c\u305f\u300c\u3059\u3050\u77e5\u3089\u305b\u308b\u7fbd\u6570\u306e\u76ee\u5b89\u300d\u304c\u3042\u308b\n2. **\u3010\u4eba\u3011** \u3078\u3044\u6b7b\u3092\u6570\u3048\u305f\u3089\u3001\u305d\u306e\u5834\u3067\u76ee\u5b89\u3068\u898b\u6bd4\u3079\u3001\u76ee\u5b89\u4ee5\u4e0a\u304b\u3001\u307e\u3068\u307e\u3063\u305f\u6b7b\u4ea1\u3084\u7570\u72b6\u304c\u3042\u308c\u3070\u3001**\u3059\u3050\u8fb2\u5834\u9577\u306b\u96fb\u8a71\u3067\u77e5\u3089\u305b\u308b**\uff08\u3053\u306e\u624b\u9806\u306f\u3053\u308c\u307e\u3067\u3069\u304a\u308a\uff09\n3. **\u3010\u4eba\u3011** 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\u30ad\u30fc\u3068\u5024\uff08\u9d8f\u820e\u756a\u53f7\u30fb\u65e5\u4ed8\u30fb\u96c6\u5375\u30fb\u3078\u3044\u6b7b\u30fb\u7d66\u990c\u30fb\u6e29\u5ea6\uff09\n   \u2502   \u30c1\u30a7\u30c3\u30af\u6b04\uff08filled_checkbox \uff0f unfilled_checkbox\uff09\u3001\u4fe1\u983c\u5ea6\n   \u25bc\nPython \u2500\u2500 \u7fa4\u306e\u53f0\u5e33\u304b\u3089\u98fc\u990a\u7fbd\u6570\u3092\u5f15\u304f\n   \u2502       \u7523\u5375\u7387\u30fb\u3078\u3044\u6b7b\u7387\u30fb\u7d66\u990c\u91cf\u306e\u8a08\u7b97\uff0f\u76f4\u8fd121\u65e5\u306e\u5e73\u5747\u3068\u306e\u6bd4\u8f03\n   \u25bc\n\u96c6\u8a08\u8868\uff08\u65e5\u3054\u3068\u30fb\u9d8f\u820e\u3054\u3068\uff09\u30fb3\u3064\u306e\u4e00\u89a7\u30fb\u7fcc\u65e5\u306e\u65e5\u5831\uff08\u76ee\u5b89\u306e\u7fbd\u6570\u5165\u308a\uff09\n   \u25bc\n\u3010\u4e8b\u52d9\u306e\u62c5\u5f53\u304c\u8aad\u307f\u53d6\u308a\u3092\u76f4\u3057\u3001\u8fb2\u5834\u9577\u304c\u4e00\u89a7\u3092\u898b\u308b\u3011\n```\n\n| \u5f79\u5272 | \u60f3\u5b9a\u3059\u308b\u88fd\u54c1 | \u4ee3\u66ff\u5019\u88dc |\n|:--|:--|:--|\n| OCR | Google Document AI\uff08Form Parser\uff09 | Azure AI Document Intelligence\uff08\u30ab\u30b9\u30bf\u30e0 \u30c6\u30f3\u30d7\u30ec\u30fc\u30c8 \u30e2\u30c7\u30eb\uff09\u3002AWS Textract \u306f\u65e5\u672c\u8a9e\u3092\u8aad\u3081\u306a\u3044\u305f\u3081\u5bfe\u8c61\u5916 |\n| \u96c6\u8a08 | Python\uff08\u30ad\u30fc\u3068\u5024\u306e\u53d6\u308a\u51fa\u3057\u3001\u98fc\u990a\u7fbd\u6570\u306e\u5f15\u304d\u7d99\u304e\u3001\u7387\u306e\u8a08\u7b97\u300121\u65e5\u306e\u5e73\u5747\u3001\u65e5\u5831\u306e\u5370\u5237\u7528\u306e\u30d5\u30a1\u30a4\u30eb\uff09 | Google Apps Script |\n| \u4fdd\u7ba1 | \u4e8b\u52d9\u6240\u306e\u5171\u6709\u30d5\u30a9\u30eb\u30c0\uff08\u65e5\u5831\u306e\u30b9\u30ad\u30e3\u30f3\u3001\u96c6\u8a08\u8868\uff09 | Google \u30c9\u30e9\u30a4\u30d6 |\n| \u53f0\u5e33 | \u7fa4\u306e\u53f0\u5e33\uff08\u5c0e\u5165\u30fb\u3078\u3044\u6b7b\u30fb\u6dd8\u6c70\u30fb\u51fa\u8377\u30fb\u7a7a\u820e\u306e\u65e5\uff09 | \u2015 |\n\n**\u7fa4\u306e\u53f0\u5e33\u306f\u3001\u65b0\u3057\u304f\u8db3\u3059\u3082\u306e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002** \u8db3\u3059\u306e\u306f\u3001**\u7a7a\u820e\u306e\u65e5\u3068\u300c\u7279\u6bb5\u306e\u4e8b\u60c5\u306e\u3042\u3063\u305f\u65e5\u300d\u306e\u5217**\u3067\u3059\u3002\u9632\u75ab\u6307\u91dd\u3067\u306f\u300121\u65e5\u306e\u5e73\u5747\u3092\u51fa\u3059\u3068\u304d\u3001\u5bb6\u304d\u3093\u306e\u4f1d\u67d3\u6027\u75be\u75c5\u3084\u8a2d\u5099\u306e\u6545\u969c\u3001\u6c17\u6e29\u306e\u6025\u6fc0\u306a\u5909\u5316\u3001\u706b\u707d\u3001\u98a8\u6c34\u5bb3\u306a\u3069\u306e\u7279\u6bb5\u306e\u4e8b\u60c5\u306e\u3042\u3063\u305f\u65e5\u3068\u3001\u51fa\u8377\u306a\u3069\u3067\u5bb6\u304d\u3093\u820e\u304c\u7a7a\u3060\u3063\u305f\u65e5\u3092\u9664\u3044\u3066\u3001\u901a\u7b9721\u65e5\u3067\u6570\u3048\u308b\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002**\u9664\u304f\u65e5\u3092\u3001\u8fb2\u5834\u9577\u304c\u53f0\u5e33\u306b\u4ed8\u3051\u307e\u3059\u3002**\n\n**\u571f\u53f0\u306b\u306a\u308b\u306e\u306f\u3001Document AI \u306e Form Parser \u3067\u3059\u3002** \u30ad\u30fc\u3068\u5024\u306e\u30da\u30a2\u3001\u8868\u3001\u30c1\u30a7\u30c3\u30af\u6b04\u3001\u4e00\u822c\u7684\u306a\u9805\u76ee\u3092\u3001OCR \u306e\u6587\u5b57\u3068\u3042\u308f\u305b\u3066\u53d6\u308a\u51fa\u3059\u5b66\u7fd2\u6e08\u307f\u306e\u30d7\u30ed\u30bb\u30c3\u30b5\u3067\u3001**\u5b66\u7fd2\u3055\u305b\u308b\u3053\u3068\u306f\u3067\u304d\u307e\u305b\u3093\u3002** \u30d7\u30ed\u30bb\u30c3\u30b5\u306e\u4e00\u89a7\u3067\u306f\u3001\u63a8\u5968\u306e\u7248 `pretrained-form-parser-v2.0-2022-11-10` \u304c\u4e00\u822c\u63d0\u4f9b\uff08GA\uff09\u3067\u3001**\u65e5\u672c\u8a9e\uff08`ja`\uff09\u306b\u624b\u66f8\u304d\u306e\u5bfe\u5fdc\u306e\u5370\u304c\u4ed8\u3044\u3066\u3044\u307e\u3059\u3002**\n\n**\u65e5\u5831\u306f\u8868\u3067\u306f\u306a\u304f\u3001\u30ad\u30fc\u3068\u5024\u306e\u69d8\u5f0f\u306b\u3057\u307e\u3059\u3002** \u300c\u3078\u3044\u6b7b\uff08\u7fbd\uff09\u300d\u306e\u3088\u3046\u306a\u30e9\u30d9\u30eb\u306e\u4ed8\u3044\u305f\u67a0\u306b\u66f8\u304d\u8fbc\u3080\u69d8\u5f0f\u306f\u3001Form Parser \u304c\u30ad\u30fc\u3068\u5024\u3068\u3057\u3066\u53d6\u308a\u51fa\u3059\u5f62\u3067\u3059\u3002**\u8868\u306e\u5916\u306e\u30c1\u30a7\u30c3\u30af\u6b04\u306f\u3001\u30ad\u30fc\u3068\u5024\u306e\u30da\u30a2\u3068\u3057\u3066\u8fd4\u308a\u3001`valueType` \u304c `filled_checkbox` \u304b `unfilled_checkbox` \u304b\u3067\u3001\u4ed8\u3044\u3066\u3044\u308b\u304b\u304c\u5206\u304b\u308a\u307e\u3059\u3002**\n\n**\u51e6\u7406\u3059\u308b\u5730\u57df\u3082\u6c7a\u3081\u3066\u304a\u304d\u307e\u3059\u3002** Form Parser \u304c\u4f7f\u3048\u308b\u5730\u57df\u306f\u3001us\u30fbeu \u306e\u8907\u6570\u306e\u5730\u57df\u3068\u3044\u304f\u3064\u304b\u306e\u5358\u4e00\u306e\u5730\u57df\u3067\u3001**\u4e00\u89a7\u306b\u65e5\u672c\u306e\u5730\u57df\u306f\u3042\u308a\u307e\u305b\u3093\u3002** \u65e5\u5831\u306b\u8f09\u308b\u306e\u306f\u9d8f\u820e\u306e\u6570\u5b57\u3068\u62c5\u5f53\u306e\u540d\u5b57\u3067\u3059\u304c\u3001\u56fd\u5916\u306e\u5730\u57df\u3067\u51e6\u7406\u3057\u3066\u3088\u3044\u304b\u3092\u5148\u306b\u78ba\u304b\u3081\u307e\u3059\u3002","implementation_steps":"### \u30c8\u30ea\u30ac\u30fc\n\n**18\u664230\u5206\u306e\u5b9a\u6642\u306b\u3001\u5171\u6709\u30d5\u30a9\u30eb\u30c0\u306e\u65b0\u7740\u3092\u898b\u306b\u884c\u304f\u3053\u3068\u3092\u8d77\u70b9\u306b\u3057\u307e\u3059\u3002** \u52d5\u304b\u3059\u306e\u306f\u3001\u4e8b\u52d9\u6240\u306e PC \u306e\u30bf\u30b9\u30af\u306e\u4e88\u7d04\u306e\u6a5f\u80fd\u3067\u3059\u3002\n\n**\u6642\u523b\u306f\u3001\u7fcc\u65e5\u306e\u65e5\u5831\u306e\u5370\u5237\u306b\u9593\u306b\u5408\u3046\u3088\u3046\u306b\u6c7a\u3081\u307e\u3059\u3002** \u5915\u65b9\u306e\u898b\u56de\u308a\u3068\u96c6\u5375\u304c\u7d42\u308f\u308a\u3001\u65e5\u5831\u304c\u305d\u308d\u3046\u6642\u523b\u306e\u5f8c\u3067\u3001**\u4e8b\u52d9\u306e\u62c5\u5f53\u304c\u5e30\u308b\u524d\u306b\u300c\u8aad\u307f\u53d6\u308a\u306e\u78ba\u8a8d\u300d\u3092\u76f4\u305b\u308b\u6642\u523b**\u306b\u3057\u307e\u3059\u3002\u76f4\u3057\u305f\u5f8c\u306b\u3001\u7fcc\u65e5\u306e\u65e5\u5831\u306e\u5370\u5237\u7528\u306e\u30d5\u30a1\u30a4\u30eb\u3092\u4f5c\u308a\u76f4\u3059\u30dc\u30bf\u30f3\uff08\u3082\u3046\u4e00\u5ea6\u52d5\u304b\u3059\u305f\u3081\u306e\u5c0f\u3055\u306a\u624b\u9806\uff09\u3092\u7528\u610f\u3057\u3066\u304a\u304d\u307e\u3059\u3002\n\n**8\u679a\u304c\u305d\u308d\u308f\u306a\u3044\u3046\u3061\u306f\u3001\u7fcc\u65e5\u306e\u65e5\u5831\u3092\u4f5c\u308a\u307e\u305b\u3093\u3002** 1\u68df\u3067\u3082\u6b20\u3051\u308b\u3068\u3001\u305d\u306e\u9d8f\u820e\u306e21\u65e5\u306e\u5e73\u5747\u304c1\u65e5\u5206\u305a\u308c\u307e\u3059\u3002**\u6b20\u3051\u305f\u9d8f\u820e\u306f\u300c\u65e5\u5831\u304c\u5c4a\u3044\u3066\u3044\u306a\u3044\u300d\u3068\u3057\u3066\u4e00\u89a7\u306e\u5148\u982d\u306b\u51fa\u3057\u3001** \u4e8b\u52d9\u306e\u62c5\u5f53\u304c\u9d8f\u820e\u306b\u53d6\u308a\u306b\u884c\u304d\u307e\u3059\u3002\n\n### \u5165\u529b\u30c7\u30fc\u30bf\n\n| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u65e5\u5831\u306e\u30b9\u30ad\u30e3\u30f3 | 1\u679a1\u30d5\u30a1\u30a4\u30eb\u306e PDF\u3002\u4fdd\u5b58\u306e\u65e5\u6642 | \u5171\u6709\u30d5\u30a9\u30eb\u30c0 |\n| \u8aad\u307f\u53d6\u308a\u7d50\u679c | \u9d8f\u820e\u756a\u53f7\u30fb\u65e5\u4ed8\u30fb\u96c6\u5375\u306e\u6570\u30fb\u7834\u5375\u30fb\u6c5a\u5375\u30fb\u3078\u3044\u6b7b\u30fb\u6dd8\u6c70\u30fb\u7d66\u990c\u306e\u91cf\u30fb\u6700\u9ad8\u3068\u6700\u4f4e\u306e\u6e29\u5ea6\u306e\u30ad\u30fc\u3068\u5024\u3001\u7d66\u6c34\u306e\u7570\u5e38\u3068\u7570\u72b6\u306e\u6709\u7121\u306e\u30c1\u30a7\u30c3\u30af\u3001\u7570\u72b6\u306e\u5185\u5bb9\u3001\u4fe1\u983c\u5ea6 | Document AI |\n| \u7fa4\u306e\u53f0\u5e33 | \u9d8f\u820e\u3054\u3068\u306e\u5c0e\u5165\u306e\u65e5\u3068\u7fbd\u6570\u3001\u65e5\u9f62\u3001\u3078\u3044\u6b7b\u3068\u6dd8\u6c70\u306e\u5408\u8a08\u3001\u51fa\u8377\u30fb\u7a7a\u820e\u306e\u65e5\u3001\u7279\u6bb5\u306e\u4e8b\u60c5\u306e\u3042\u3063\u305f\u65e5 | \u8868\u8a08\u7b97\u306e\u30d5\u30a1\u30a4\u30eb |\n| \u898b\u51fa\u3057\u306e\u5bfe\u5fdc\u8868 | \u65e5\u5831\u306e\u30e9\u30d9\u30eb\u306e\u6587\u5b57\u3068\u3001\u96c6\u8a08\u8868\u306e\u5217\u306e\u540d\u524d\u306e\u5bfe\u5fdc | \u4e8b\u52d9\u306e\u62c5\u5f53\u304c\u7528\u610f\u3059\u308b\u4e00\u89a7 |\n\n**\u8cea\u3092\u6c7a\u3081\u308b\u306e\u306f\u3001\u7fa4\u306e\u53f0\u5e33\u306e\u300c\u9664\u304f\u65e5\u300d\u306e\u5217\u3067\u3059\u3002** \u7a7a\u820e\u306e\u65e5\u3084\u8a2d\u5099\u306e\u6545\u969c\u306e\u65e5\u3092\u4ed8\u3051\u5fd8\u308c\u308b\u3068\u3001\u305d\u306e\u65e5\u306e\u3078\u3044\u6b7b\u304c21\u65e5\u306e\u5e73\u5747\u306b\u5165\u308a\u3001**\u7fcc\u65e5\u4ee5\u964d\u306e\u76ee\u5b89\u306e\u7fbd\u6570\u304c\u305a\u308c\u307e\u3059\u3002** \u4ed8\u3051\u308b\u306e\u306f\u8fb2\u5834\u9577\u3067\u3001\u4ed8\u3051\u305f\u7406\u7531\u3092\u5099\u8003\u306b\u66f8\u304d\u307e\u3059\u3002\n\n**\u96c6\u5375\u306e\u6570\u306f\u3001\u30c8\u30ec\u30fc\u306e\u6570\u3068\u7aef\u6570\u3067\u66f8\u3044\u3066\u3082\u3089\u3044\u307e\u3059\u3002** 1\u30c8\u30ec\u30fc\u306e\u500b\u6570\u3092\u6c7a\u3081\u3066\u304a\u304d\u3001**\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u30c8\u30ec\u30fc\u306e\u6570\u00d7\u500b\u6570\uff0b\u7aef\u6570\u3067\u500b\u6570\u306b\u76f4\u3057\u307e\u3059\u3002** \u500b\u6570\u3092\u76f4\u63a5\u66f8\u304f\u3088\u308a\u3001\u6841\u306e\u591a\u3044\u6570\u5b57\u3092\u624b\u3067\u66f8\u304f\u56de\u6570\u304c\u6e1b\u308a\u307e\u3059\u3002\n\n### \u30c7\u30fc\u30bf\u306e\u53d6\u5f97\u65b9\u6cd5\n\n**Python \u306e\u30d7\u30ed\u30b0\u30e9\u30e0\u304b\u3089\u3001\u516c\u5f0f\u306e\u30e9\u30a4\u30d6\u30e9\u30ea `google-cloud-documentai` \u3067 Form Parser \u3092\u547c\u3073\u307e\u3059\u3002** \u30d7\u30ed\u30bb\u30c3\u30b5\u306e\u540d\u524d\u3068\u6587\u66f8\u3092\u6e21\u3057\u3066 `process_document` \u3092\u547c\u3076\u3068\u3001\u30da\u30fc\u30b8\u3054\u3068\u306e\u30ad\u30fc\u3068\u5024\uff08`formFields`\uff09\u304c\u8fd4\u308a\u307e\u3059\u3002\n\n| \u53d6\u308b\u3082\u306e | \u8fd4\u308a\u65b9 | \u4f55\u306b\u4f7f\u3046\u304b |\n|:--|:--|:--|\n| \u30e9\u30d9\u30eb\u306e\u6587\u5b57 | `pages[].formFields[].fieldName` | \u898b\u51fa\u3057\u306e\u5bfe\u5fdc\u8868\u3067\u5217\u3092\u6c7a\u3081\u308b |\n| \u66f8\u304b\u308c\u305f\u5024 | `pages[].formFields[].fieldValue` | \u96c6\u8a08\u8868\u306e\u5024 |\n| \u30c1\u30a7\u30c3\u30af\u6b04 | `fieldValue.valueType` \u304c `filled_checkbox` \uff0f `unfilled_checkbox` | \u7d66\u6c34\u306e\u7570\u5e38\u30fb\u7570\u72b6\u306e\u6709\u7121 |\n| \u4f4d\u7f6e\u3068\u6587\u5b57 | `layout.textAnchor` \u304c\u5168\u6587\uff08`text`\uff09\u306e\u4f4d\u7f6e\u3092\u6307\u3059 | \u5024\u306e\u5207\u308a\u51fa\u3057 |\n| \u4fe1\u983c\u5ea6 | `layout.confidence` | \u300c\u8aad\u307f\u53d6\u308a\u306e\u78ba\u8a8d\u300d\u306b\u56de\u3059\u304b |\n\n**\u30ad\u30fc\u3068\u5024\u3092\u5217\u306b\u76f4\u3059\u51e6\u7406\u306f\u3001\u6b21\u306e\u3088\u3046\u306a\u6d41\u308c\u3067\u3059\u3002**\n\n```python\ndoc = client.process_document(\n    request=documentai_v1.ProcessRequest(name=PROCESSOR_NAME, raw_document=raw)).document\n\ndef text_of(layout):\n    return \"\".join(doc.text[s.start_index:s.end_index]\n                   for s in layout.text_anchor.text_segments).strip()\n\nrow, low = {}, []\nfor page in doc.pages:\n    for f in page.form_fields:\n        col = LABEL_MAP.get(text_of(f.field_name))      # \u898b\u51fa\u3057\u306e\u5bfe\u5fdc\u8868\u3067\u5217\u3092\u6c7a\u3081\u308b\n        if col is None:\n            continue\n        if f.value_type in (\"filled_checkbox\", \"unfilled_checkbox\"):\n            row[col] = (f.value_type == \"filled_checkbox\")\n        else:\n            row[col] = text_of(f.field_value)\n        if f.field_value.confidence < THRESHOLD:\n            low.append(col)\n\nmissing = [c for c in REQUIRED_COLUMNS if c not in row]  # \u53d6\u308c\u306a\u304b\u3063\u305f\u5217\uff1d\u66f8\u304d\u5fd8\u308c\u306e\u7591\u3044\n```\n\n**\u6700\u5f8c\u306e\u884c\u306e `missing` \u304c\u3001\u8a18\u9332\u306e\u6b20\u3051\u3092\u62fe\u3046\u5834\u6240\u3067\u3059\u3002** \u53d6\u308c\u306a\u304b\u3063\u305f\u5217\u30920\u3067\u57cb\u3081\u305a\u3001\u305d\u306e\u307e\u307e\u300c\u8aad\u307f\u53d6\u308a\u306e\u78ba\u8a8d\u300d\u306b\u6e21\u3057\u307e\u3059\u3002\n\n**\u30e9\u30d9\u30eb\u306e\u6587\u5b57\u306f\u3001\u898b\u51fa\u3057\u306e\u5bfe\u5fdc\u8868\u3067\u5217\u306b\u76f4\u3057\u307e\u3059\u3002** \u300c\u3078\u3044\u6b7b\uff08\u7fbd\uff09\u300d\u304c\u300c\u3078\u3044\u6b7b\uff08\u7fbd\u300d\u3084\u300c\u3078\u3044\u3057\u300d\u3068\u8aad\u307e\u308c\u3066\u3082\u3001**\u5bfe\u5fdc\u8868\u306b\u8aad\u307f\u9055\u3048\u3084\u3059\u3044\u8868\u8a18\u3092\u8db3\u3057\u3066\u304a\u3051\u3070**\u540c\u3058\u5217\u306b\u5165\u308a\u307e\u3059\u3002\u30ad\u30fc\u3068\u5024\u306e\u69d8\u5f0f\u3067\u306f\u3001\u8868\u306e\u3088\u3046\u306b\u5217\u306e\u4f4d\u7f6e\u3067\u6c7a\u3081\u3089\u308c\u306a\u3044\u305f\u3081\u3001**\u5bfe\u5fdc\u8868\u304c\u8aad\u307f\u53d6\u308a\u306e\u8981\u306b\u306a\u308a\u307e\u3059\u3002**\n\n**\u53d6\u308c\u306a\u304b\u3063\u305f\u30e9\u30d9\u30eb\u306f\u3001\u305d\u306e\u307e\u307e\u300c\u8aad\u307f\u53d6\u308a\u306e\u78ba\u8a8d\u300d\u306b\u51fa\u3057\u307e\u3059\u3002** \u516c\u5f0f\u306e\u8aac\u660e\u3067\u306f\u3001Form Parser \u306f**\u5024\u306e\u7a7a\u3044\u305f\u30ad\u30fc\u3068\u5024\u306e\u30da\u30a2\u3092\u78ba\u5b9f\u306b\u306f\u53d6\u308a\u51fa\u305b\u306a\u3044**\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002**\u3078\u3044\u6b7b\u306e\u6b04\u304c\u7a7a\u6b04\u3060\u3068\u3001\u30e9\u30d9\u30eb\u3054\u3068\u7d50\u679c\u304b\u3089\u6d88\u3048\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002** \u6b21\u306e\u524d\u51e6\u7406\u306e\u300c0\u3082\u66f8\u304f\u300d\u304c\u3001\u3053\u3053\u306b\u52b9\u304d\u307e\u3059\u3002\n\n### \u524d\u51e6\u7406\n\n1. **\u300c0\u3082\u66f8\u304f\u300d\u6c7a\u307e\u308a** \u2026 \u3078\u3044\u6b7b\u30fb\u6dd8\u6c70\u30fb\u7834\u5375\u30fb\u6c5a\u5375\u304c0\u306e\u3068\u304d\u3082\u300c0\u300d\u3068\u66f8\u304d\u307e\u3059\u3002**\u7a7a\u6b04\u306f\u66f8\u304d\u5fd8\u308c\u3068\u3057\u3066\u6271\u3044\u307e\u3059**\n2. **\u69d8\u5f0f\u306e\u6539\u8a02** \u2026 \u6b04\u3092\u592a\u3044\u67a0\u3067\u533a\u5207\u308a\u3001\u30e9\u30d9\u30eb\u3092\u67a0\u306e\u5de6\u306b\u7f6e\u304d\u307e\u3059\u3002**\u30e9\u30d9\u30eb\u3068\u5024\u306e\u4e26\u3073\u304c\u6bce\u56de\u540c\u3058\u306b\u306a\u308b\u3088\u3046\u306b**\u3057\u307e\u3059\n3. **\u30c1\u30a7\u30c3\u30af\u6b04\u306f\u300c\u3042\u308a\u300d\u300c\u306a\u3057\u300d\u306e2\u3064** \u2026 \u3069\u3061\u3089\u304b\u4e00\u65b9\u306b\u5370\u3092\u4ed8\u3051\u307e\u3059\u3002**\u30e9\u30b8\u30aa\u30dc\u30bf\u30f3\u306e\u3088\u3046\u306a\u4e38\u3044\u9078\u629e\u306e\u6b04\u306f\u3001Form Parser \u306e\u30c1\u30a7\u30c3\u30af\u6b04\u306e\u8aad\u307f\u53d6\u308a\u304c\u5bfe\u5fdc\u3057\u306a\u3044**\u305f\u3081\u3001\u56db\u89d2\u3044\u30c1\u30a7\u30c3\u30af\u6b04\u306b\u3057\u307e\u3059\n4. **\u76ee\u5b89\u306e\u7fbd\u6570\u306e\u6b04** \u2026 \u65e5\u5831\u306e\u4e0a\u306b\u3001\u524d\u306e\u65e5\u306e\u5915\u65b9\u306b\u5370\u5237\u3059\u308b\u300c\u3059\u3050\u77e5\u3089\u305b\u308b\u7fbd\u6570\u306e\u76ee\u5b89\u300d\u306e\u6b04\u3092\u4f5c\u308a\u307e\u3059\u3002**\u5370\u5237\u306e\u6587\u5b57\u306f\u8aad\u307f\u53d6\u308a\u306e\u5bfe\u8c61\u304b\u3089\u5916\u3057\u3001** \u96c6\u8a08\u306b\u306f\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u8a08\u7b97\u3057\u305f\u5024\u3092\u4f7f\u3044\u307e\u3059\n5. **\u30b9\u30ad\u30e3\u30f3\u306e\u8a2d\u5b9a** \u2026 \u516c\u5f0f\u306e\u8aac\u660e\u3067\u306f\u3001\u30b9\u30ad\u30e3\u30f3\u306f**200 dpi \u4ee5\u4e0a\u3001300 dpi \u4ee5\u4e0a\u3067\u6700\u3082\u3088\u3044\u7d50\u679c**\u306b\u306a\u308a\u307e\u3059\u3002\u8907\u5408\u6a5f\u3092300 dpi \u306b\u305d\u308d\u3048\u307e\u3059\n6. **\u30d5\u30a1\u30a4\u30eb\u306e\u5f62\u5f0f** \u2026 \u4ee5\u524d\u306e JPEG \u306e\u5727\u7e2e\u65b9\u5f0f\u306e TIFF \u306f\u4f7f\u3048\u306a\u3044\u305f\u3081\u3001**\u4fdd\u5b58\u5f62\u5f0f\u3092 PDF \u306b\u3057\u307e\u3059**\n7. **\u65e5\u5831\u306e\u6c5a\u308c** \u2026 \u9d8f\u820e\u306e\u524d\u5ba4\u3067\u66f8\u304f\u5834\u6240\u3092\u6c7a\u3081\u3001\u65e5\u5831\u3092\u677f\u306b\u631f\u3093\u3067\u304a\u304d\u307e\u3059\u3002**\u885b\u751f\u7ba1\u7406\u533a\u57df\u304b\u3089\u6301\u3061\u51fa\u3059\u7269\u306e\u6271\u3044\u306f\u3001\u8fb2\u5834\u306e\u6c7a\u307e\u308a\u306b\u5f93\u3044\u307e\u3059**\n\n**1\u756a\u76ee\u306e\u300c0\u3082\u66f8\u304f\u300d\u304c\u3001\u3053\u306e\u69cb\u6210\u3067\u3044\u3061\u3070\u3093\u52b9\u304d\u307e\u3059\u3002** \u7a7a\u6b04\u304c\u66f8\u304d\u5fd8\u308c\u3068\u6c7a\u307e\u308c\u3070\u3001**\u8a18\u9332\u306e\u6b20\u3051\u3092\u8aad\u307f\u53d6\u308a\u306e\u6bb5\u968e\u3067\u62fe\u3048\u307e\u3059\u3002** \u3078\u3044\u6b7b\u304c0\u306e\u65e5\u3092\u8a18\u9332\u306b\u6b8b\u3059\u3053\u3068\u306f\u300121\u65e5\u306e\u5e73\u5747\u3092\u6b63\u3057\u304f\u51fa\u3059\u3053\u3068\u306b\u3082\u3064\u306a\u304c\u308a\u307e\u3059\u3002\n\n### AI\u306b\u4f55\u3092\u3055\u305b\u308b\u306e\u304b\n\n**Form Parser \u306b\u3055\u305b\u308b\u306e\u306f\u3001\u30ad\u30fc\u3068\u5024\u3068\u30c1\u30a7\u30c3\u30af\u6b04\u3092\u8aad\u307f\u53d6\u308a\u3001\u4fe1\u983c\u5ea6\u3092\u4ed8\u3051\u308b\u3053\u3068\u3060\u3051\u3067\u3059\u3002** \u8a08\u7b97\u3068\u6bd4\u8f03\u306f\u3001Python \u306e\u6c7a\u307e\u3063\u305f\u898f\u5247\u3067\u884c\u3044\u307e\u3059\u3002\n\n| \u78ba\u304b\u3081\u308b\u3053\u3068 | \u6761\u4ef6 | \u5f53\u3066\u306f\u307e\u3063\u305f\u3068\u304d\u306e\u6271\u3044 |\n|:--|:--|:--|\n| \u65e5\u5831\u306e\u6570 | \u5f53\u65e5\u306e8\u68df\u306e\u65e5\u5831\u304c\u305d\u308d\u3046 | \u6b20\u3051\u305f\u9d8f\u820e\u3092\u300c\u65e5\u5831\u304c\u5c4a\u3044\u3066\u3044\u306a\u3044\u300d |\n| \u30e9\u30d9\u30eb\u306e\u6709\u7121 | \u898b\u51fa\u3057\u306e\u5bfe\u5fdc\u8868\u306e\u5168\u90e8\u306e\u5217\u304c\u53d6\u308c\u308b | \u53d6\u308c\u306a\u3044\u5217\u306f\u300c\u8aad\u307f\u53d6\u308a\u306e\u78ba\u8a8d\u300d\uff08\u66f8\u304d\u5fd8\u308c\u306e\u7591\u3044\uff09 |\n| \u5024\u306e\u5f62 | \u6570\u5b57\u3068\u3057\u3066\u8aad\u3081\u308b | \u8aad\u3081\u306a\u3051\u308c\u3070\u300c\u8aad\u307f\u53d6\u308a\u306e\u78ba\u8a8d\u300d |\n| \u4fe1\u983c\u5ea6 | \u5024\u306e\u4fe1\u983c\u5ea6\u304c\u57fa\u6e96\u4ee5\u4e0a | \u4e0b\u56de\u3063\u305f\u3089\u300c\u8aad\u307f\u53d6\u308a\u306e\u78ba\u8a8d\u300d |\n| \u3078\u3044\u6b7b\u306e\u5897\u3048\u65b9 | \u5f53\u65e5\u306e\u3078\u3044\u6b7b\u7387\u304c\u76f4\u8fd121\u65e5\u306e\u5e73\u5747\u306e2\u500d\u4ee5\u4e0a | \u300c\u3078\u3044\u6b7b\u306e\u5897\u3048\u65b9\u300d\u306e\u4e00\u89a7\u306b\u51fa\u3059 |\n| \u307e\u3068\u307e\u3063\u305f\u6b7b\u4ea1 | \u3078\u3044\u6b7b\u304c5\u7fbd\u4ee5\u4e0a | \u300c\u3078\u3044\u6b7b\u306e\u5897\u3048\u65b9\u300d\u306e\u4e00\u89a7\u306b\u51fa\u3059 |\n| \u7570\u72b6\u306e\u6709\u7121 | \u300c\u3042\u308a\u300d\u306b\u30c1\u30a7\u30c3\u30af\u3001\u307e\u305f\u306f\u5185\u5bb9\u306e\u6b04\u306b\u8a18\u8f09 | \u300c\u7570\u72b6\u306e\u8a18\u8f09\u300d\u306e\u4e00\u89a7\u306b\u51fa\u3059 |\n| \u7d66\u990c\u3068\u6e29\u5ea6 | \u76f4\u8fd17\u65e5\u306e\u5e73\u5747\u304b\u3089\u81ea\u793e\u3067\u6c7a\u3081\u305f\u5e45\u3092\u5916\u308c\u308b | \u300c\u7570\u72b6\u306e\u8a18\u8f09\u300d\u306e\u4e00\u89a7\u306b\u51fa\u3059 |\n\n**21\u65e5\u306e\u5e73\u5747\u306f\u3001\u7fa4\u306e\u53f0\u5e33\u306e\u300c\u9664\u304f\u65e5\u300d\u3092\u9664\u3044\u3066\u3001\u901a\u7b9721\u65e5\u3067\u6570\u3048\u307e\u3059\u3002** \u9632\u75ab\u6307\u91dd\u306e\u6570\u3048\u65b9\u306b\u5408\u308f\u305b\u3001\u7a7a\u820e\u306e\u65e5\u3068\u7279\u6bb5\u306e\u4e8b\u60c5\u306e\u3042\u3063\u305f\u65e5\u3092\u98db\u3070\u3057\u3066\u3001\u3055\u304b\u306e\u307c\u3063\u306621\u65e5\u5206\u3092\u96c6\u3081\u307e\u3059\u3002**5\u7fbd\u4ee5\u4e0a\u306e\u307e\u3068\u307e\u3063\u305f\u6b7b\u4ea1\u306f\u3001\u9632\u75ab\u6307\u91dd\u306e\u7559\u610f\u4e8b\u9805\u306b\u51fa\u3066\u304f\u308b\u76ee\u5b89**\u3067\u3001\u8fb2\u5834\u9577\u304c\u5bb6\u755c\u4fdd\u5065\u885b\u751f\u6240\u3068\u53d6\u308a\u6c7a\u3081\u305f\u76ee\u5b89\u304c\u3042\u308c\u3070\u3001\u305d\u3061\u3089\u3092\u4f7f\u3044\u307e\u3059\u3002\n\n**\u6570\u3048\u65b9\u306e\u4f8b\u3092\u6319\u3052\u307e\u3059\u3002** \u9d8f\u820e3\u3067\u300110\u6708\u306e5\u65e5\u304b\u30897\u65e5\u307e\u3067\u7d66\u990c\u306e\u6a5f\u5668\u306e\u6545\u969c\u304c\u3042\u308a\u3001\u8fb2\u5834\u9577\u304c\u53f0\u5e33\u306b\u300c\u9664\u304f\u65e5\uff08\u8a2d\u5099\u306e\u6545\u969c\uff09\u300d\u3092\u4ed8\u3051\u3066\u3044\u305f\u3068\u3057\u307e\u3059\u300210\u670828\u65e5\u306e\u5e73\u5747\u3092\u51fa\u3059\u3068\u304d\u3001\u3055\u304b\u306e\u307c\u308b21\u65e5\u9593\u306b\u6545\u969c\u306e3\u65e5\u304c\u5165\u308b\u305f\u3081\u3001**\u305d\u306e3\u65e5\u3092\u98db\u3070\u3057\u3066\u3001\u3055\u3089\u306b3\u65e5\u3055\u304b\u306e\u307c\u3063\u305f\u901a\u7b9721\u65e5**\u3067\u8a08\u7b97\u3057\u307e\u3059\u3002\u6545\u969c\u306e\u65e5\u306e\u3078\u3044\u6b7b\u306e\u5897\u3048\u65b9\u304c\u5e73\u5747\u3092\u62bc\u3057\u4e0a\u3052\u3001**\u7fcc\u65e5\u306e\u76ee\u5b89\u306e\u7fbd\u6570\u304c\u9ad8\u304f\u306a\u308a\u3059\u304e\u308b\u3053\u3068\u3092\u9632\u304e\u307e\u3059\u3002**\n\n**\u3055\u305b\u306a\u3044\u3053\u3068**\u3082\u6c7a\u3081\u3066\u304a\u304d\u307e\u3059\u3002\n\n| \u3055\u305b\u306a\u3044\u3053\u3068 | \u7406\u7531 |\n|:--|:--|\n| \u7279\u5b9a\u75c7\u72b6\u306b\u5f53\u305f\u308b\u304b\u3092\u6c7a\u3081\u308b | \u5224\u65ad\u306f\u8fb2\u5834\u9577\u3068\u7363\u533b\u5e2b\u3001\u5bb6\u755c\u4fdd\u5065\u885b\u751f\u6240\u304c\u884c\u3046 |\n| \u901a\u5831\u3059\u308b\u30fb\u3057\u306a\u3044\u3092\u6c7a\u3081\u308b | \u901a\u5831\u306f\u305d\u306e\u5834\u3067\u4eba\u304c\u884c\u3046 |\n| \u7a7a\u6b04\u306e\u3078\u3044\u6b7b\u30920\u3068\u3057\u3066\u8a08\u7b97\u3059\u308b | \u66f8\u304d\u5fd8\u308c\u30920\u306b\u3059\u308b\u3068\u300121\u65e5\u306e\u5e73\u5747\u304c\u4e0b\u304c\u308a\u3001\u76ee\u5b89\u306e\u7fbd\u6570\u3082\u4e0b\u304c\u308b |\n| \u8aad\u3081\u306a\u3044\u5024\u3092\u524d\u65e5\u306e\u5024\u3067\u57cb\u3081\u308b | 1\u65e5\u5206\u306e\u5897\u3048\u65b9\u304c\u6d88\u3048\u308b |\n| \u300c\u9664\u304f\u65e5\u300d\u3092\u81ea\u52d5\u3067\u4ed8\u3051\u308b | \u7279\u6bb5\u306e\u4e8b\u60c5\u304c\u3042\u3063\u305f\u304b\u306f\u8fb2\u5834\u9577\u304c\u6c7a\u3081\u308b |\n\n**3\u884c\u76ee\u304c\u3044\u3061\u3070\u3093\u8d77\u304d\u3084\u3059\u3044\u5931\u6557\u3067\u3059\u3002** \u7a7a\u6b04\u30920\u3068\u3057\u3066\u8a08\u7b97\u3059\u308b\u3068\u3001**\u96c6\u8a08\u8868\u306f\u304d\u308c\u3044\u306b\u305d\u308d\u3044\u307e\u3059\u304c\u3001\u305d\u306e\u65e5\u306e\u672c\u5f53\u306e\u3078\u3044\u6b7b\u304c\u5206\u304b\u3089\u306a\u304f\u306a\u308a\u307e\u3059\u3002** \u7a7a\u6b04\u306e\u65e5\u306f\u3001\u9d8f\u820e\u306e\u62c5\u5f53\u306b\u78ba\u304b\u3081\u3066\u304b\u3089\u5024\u3092\u5165\u308c\u307e\u3059\u3002\n\n### \u30d7\u30ed\u30f3\u30d7\u30c8\u307e\u305f\u306f\u6307\u793a\u5185\u5bb9\u306e\u4f8b\n\n\u3053\u306e\u69cb\u6210\u306b\u306f\u751f\u6210AI\u3078\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u304c\u3042\u308a\u307e\u305b\u3093\u3002**AI\u3078\u306e\u6307\u793a\u306b\u3042\u305f\u308b\u306e\u306f\u3001\u898b\u51fa\u3057\u306e\u5bfe\u5fdc\u8868\u3068\u3001Python \u306e\u8a08\u7b97\u306e\u898f\u5247**\u3067\u3059\u3002\n\n```\n\u3010\u898b\u51fa\u3057\u306e\u5bfe\u5fdc\u8868\uff08\u8aad\u307f\u9055\u3048\u3084\u3059\u3044\u8868\u8a18\u3082\u4e26\u3079\u308b\uff09\u3011\nhouse_no ....... \u9d8f\u820e \/ \u9d8f\u820e\u756a\u53f7 \/ \u9d8f\u820eNo\ndate ........... \u65e5\u4ed8 \/ \u6708\u65e5\negg_tray ....... \u96c6\u5375(\u30c8\u30ec\u30fc) \/ \u96c6\u5375\u30c8\u30ec\u30fc\negg_rest ....... \u7aef\u6570 \/ \u96c6\u5375\u7aef\u6570\nbroken ......... \u7834\u5375 \/ \u7834\u5375\u6570\ndirty .......... \u6c5a\u5375 \/ \u6c5a\u5375\u6570\ndead ........... \u3078\u3044\u6b7b \/ \u3078\u3044\u6b7b(\u7fbd \/ \u3078\u3044\u3057 \/ \u6b7b\u4ea1\nculled ......... \u6dd8\u6c70 \/ \u6dd8\u6c70(\u7fbd\nfeed_kg ........ \u7d66\u990c \/ \u7d66\u990c\u91cf \/ \u7d66\u990c(kg\ntemp_max ....... \u6700\u9ad8 \/ \u6700\u9ad8\u6e29\u5ea6\ntemp_min ....... \u6700\u4f4e \/ \u6700\u4f4e\u6e29\u5ea6\nwater_alarm .... \u7d66\u6c34\u7570\u5e38\uff08\u30c1\u30a7\u30c3\u30af\uff09\nabnormal ....... \u7570\u72b6\uff08\u30c1\u30a7\u30c3\u30af\uff09\u3068 \u7570\u72b6\u306e\u5185\u5bb9\n\n\u3010\u8a08\u7b97\u306e\u898f\u5247\uff08Python\uff09\u3011\n1. \u53d6\u308c\u306a\u304b\u3063\u305f\u5217\u3001\u6570\u5b57\u3068\u3057\u3066\u8aad\u3081\u306a\u3044\u5024\u3001\u4fe1\u983c\u5ea6\u306e\u4f4e\u3044\u5024\u306f\u300c\u8aad\u307f\u53d6\u308a\u306e\u78ba\u8a8d\u300d\u30020 \u3067\u57cb\u3081\u306a\u3044\n2. \u96c6\u5375\u306e\u500b\u6570 \uff1d egg_tray \u00d7 1\u30c8\u30ec\u30fc\u306e\u500b\u6570 \uff0b egg_rest\n3. \u98fc\u990a\u7fbd\u6570 \uff1d \u7fa4\u306e\u53f0\u5e33\u306e\u524d\u65e5\u306e\u7fbd\u6570 \u2212 dead \u2212 culled\uff08\u8aad\u307f\u53d6\u308a\u306e\u78ba\u8a8d\u304c\u6b8b\u308b\u9d8f\u820e\u306f\u8a08\u7b97\u3092\u4fdd\u7559\uff09\n4. \u7523\u5375\u7387 \uff1d \u96c6\u5375\u306e\u500b\u6570 \u00f7 \u524d\u65e5\u306e\u98fc\u990a\u7fbd\u6570 \u00d7 100\n5. \u3078\u3044\u6b7b\u7387 \uff1d dead \u00f7 \u524d\u65e5\u306e\u98fc\u990a\u7fbd\u6570 \u00d7 100\n6. 21\u65e5\u306e\u5e73\u5747 \uff1d \u7fa4\u306e\u53f0\u5e33\u306e\u300c\u9664\u304f\u65e5\u300d\u3092\u9664\u304d\u3001\u3055\u304b\u306e\u307c\u3063\u3066\u901a\u7b9721\u65e5\u306e\u3078\u3044\u6b7b\u7387\u306e\u5e73\u5747\n7. \u5f53\u65e5\u306e\u3078\u3044\u6b7b\u7387\u304c21\u65e5\u306e\u5e73\u5747\u306e2\u500d\u4ee5\u4e0a\u3001\u307e\u305f\u306f dead \u304c5\u4ee5\u4e0a\u306a\u3089\u300c\u3078\u3044\u6b7b\u306e\u5897\u3048\u65b9\u300d\n8. \u7fcc\u65e5\u306e\u76ee\u5b89\u306e\u7fbd\u6570 \uff1d 21\u65e5\u306e\u5e73\u5747 \u00d7 2 \u00d7 \u5f53\u65e5\u306e\u98fc\u990a\u7fbd\u6570 \u3092\u5207\u308a\u4e0a\u3052\u30015 \u3068\u6bd4\u3079\u3066\u5c0f\u3055\u3044\u307b\u3046\n9. \u7279\u5b9a\u75c7\u72b6\u306b\u5f53\u305f\u308b\u304b\u3001\u901a\u5831\u3059\u308b\u304b\u306f\u66f8\u304b\u306a\u3044\n```\n\n**8\u756a\u306e\u76ee\u5b89\u306e\u7fbd\u6570\u3092\u300c\u5c0f\u3055\u3044\u307b\u3046\u300d\u306b\u3059\u308b\u306e\u306f\u3001\u77e5\u3089\u305b\u6f0f\u308c\u3092\u907f\u3051\u308b\u305f\u3081\u3067\u3059\u3002** 21\u65e5\u306e\u5e73\u5747\u306e2\u500d\u3068\u3001\u307e\u3068\u307e\u3063\u305f\u6b7b\u4ea1\u306e5\u7fbd\u306e\u3069\u3061\u3089\u304b\u65e9\u304f\u5c4a\u304f\u307b\u3046\u3092\u3001\u9d8f\u820e\u306e\u62c5\u5f53\u306e\u76ee\u5b89\u306b\u3057\u307e\u3059\u3002\n\n**3\u756a\u3067\u300c\u8a08\u7b97\u3092\u4fdd\u7559\u300d\u306b\u3059\u308b\u306e\u306f\u3001** \u8aad\u307f\u9055\u3044\u306e\u307e\u307e\u98fc\u990a\u7fbd\u6570\u3092\u5f15\u304d\u7d99\u3050\u3068\u3001**\u7fcc\u65e5\u4ee5\u964d\u306e\u7523\u5375\u7387\u3082\u3078\u3044\u6b7b\u7387\u3082\u305a\u308c\u3066\u3044\u304f**\u304b\u3089\u3067\u3059\u3002\n\n### \u51fa\u529b\u5f62\u5f0f\n\n**\u96c6\u8a08\u8868\u306f\u3001\u65e5\u3054\u3068\u30fb\u9d8f\u820e\u3054\u3068\u306b1\u884c\u3067\u3059\u3002**\n\n| \u5217 | \u4e2d\u8eab |\n|:--|:--|\n| \u65e5\u4ed8\u30fb\u9d8f\u820e\u756a\u53f7\u30fb\u65e5\u9f62 | \u65e5\u5831\u3068\u7fa4\u306e\u53f0\u5e33\u304b\u3089 |\n| \u98fc\u990a\u7fbd\u6570\uff08\u524d\u65e5\u30fb\u5f53\u65e5\uff09 | \u7fa4\u306e\u53f0\u5e33\u304b\u3089\u5f15\u304d\u7d99\u3044\u3067\u8a08\u7b97 |\n| \u96c6\u5375\u306e\u500b\u6570\u30fb\u7834\u5375\u30fb\u6c5a\u5375 | \u65e5\u5831\u304b\u3089 |\n| \u7523\u5375\u7387 | \u8a08\u7b97 |\n| \u3078\u3044\u6b7b\u30fb\u6dd8\u6c70\u306e\u7fbd\u6570 | \u65e5\u5831\u304b\u3089 |\n| \u3078\u3044\u6b7b\u7387\u30fb21\u65e5\u306e\u5e73\u5747\u30fb\u500d\u7387 | \u8a08\u7b97 |\n| \u7d66\u990c\u306e\u91cf\u30fb1\u7fbd\u3042\u305f\u308a\u306e\u7d66\u990c\u91cf | \u65e5\u5831\u304b\u3089\u30fb\u8a08\u7b97 |\n| \u6700\u9ad8\u30fb\u6700\u4f4e\u306e\u6e29\u5ea6\u3001\u7d66\u6c34\u306e\u7570\u5e38 | \u65e5\u5831\u304b\u3089 |\n| \u7570\u72b6\u306e\u6709\u7121\u3068\u5185\u5bb9 | \u65e5\u5831\u304b\u3089 |\n| \u8aad\u307f\u53d6\u308a\u306e\u72b6\u614b | \u78ba\u304b\uff0f\u8aad\u307f\u53d6\u308a\u306e\u78ba\u8a8d\uff08\u5217\u306e\u540d\u524d\uff09 |\n| \u7fcc\u65e5\u306e\u76ee\u5b89\u306e\u7fbd\u6570 | \u8a08\u7b97 |\n\n**\u7fcc\u65e5\u306e\u65e5\u5831\u306b\u306f\u3001\u76ee\u5b89\u306e\u7fbd\u6570\u3092\u3053\u3046\u5370\u5237\u3057\u307e\u3059\u3002**\n\n```\n\u9d8f\u820e 3   \u65e5\u4ed8 10\/29   \u65e5\u9f62 412\u65e5   \u524d\u65e5\u306e\u98fc\u990a\u7fbd\u6570 14,820\u7fbd\n\u3010\u3059\u3050\u77e5\u3089\u305b\u308b\u7fbd\u6570\u306e\u76ee\u5b89\u3011 \u3078\u3044\u6b7b 4\u7fbd\u4ee5\u4e0a\uff0821\u65e5\u5e73\u5747 1.9\u7fbd\uff0f\u65e5 \u2192 2\u500d 3.8\u7fbd \u2192 \u5207\u308a\u4e0a\u3052 4\u7fbd\uff09\n  \u203b \u76ee\u5b89\u3088\u308a\u5c11\u306a\u304f\u3066\u3082\u3001\u307e\u3068\u307e\u3063\u3066\u6b7b\u3093\u3067\u3044\u308b\u30fb\u5143\u6c17\u304c\u306a\u3044\u30fb\u3068\u3055\u304b\u306e\u8272\u304c\u60aa\u3044\u306a\u3069\n    \u3044\u3064\u3082\u3068\u9055\u3046\u3068\u304d\u306f\u3001\u3059\u3050\u8fb2\u5834\u9577\u306b\u96fb\u8a71\u3059\u308b\n```\n\n**\u76ee\u5b89\u306e\u7fbd\u6570\u306e\u6a2a\u306b\u3001\u8a08\u7b97\u306e\u5143\u3092\u66f8\u3044\u3066\u3044\u307e\u3059\u3002** \u9d8f\u820e\u306e\u62c5\u5f53\u304c\u76ee\u5b89\u306e\u610f\u5473\u3092\u77e5\u3063\u3066\u3044\u308b\u3068\u3001**\u76ee\u5b89\u306b\u5c4a\u304b\u306a\u304f\u3066\u3082\u3001\u3044\u3064\u3082\u3068\u9055\u3046\u3068\u611f\u3058\u305f\u3068\u304d\u306b\u77e5\u3089\u305b\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002** \u76ee\u5b89\u306f\u3001\u77e5\u3089\u305b\u308b\u5224\u65ad\u3092\u7d5e\u308b\u305f\u3081\u3067\u306f\u306a\u304f\u3001\u8ff7\u3063\u305f\u3068\u304d\u306e\u80cc\u4e2d\u3092\u62bc\u3059\u305f\u3081\u306e\u3082\u306e\u3067\u3059\u3002\n\n**\u3053\u306e\u4f8b\u3067\u306f\u300121\u65e5\u5e73\u5747\u306e2\u500d\u304b\u3089\u51fa\u3057\u305f4\u7fbd\u304c5\u7fbd\u3088\u308a\u5c0f\u3055\u3044\u306e\u3067\u3001** \u898f\u5247\u306e8\u756a\u306b\u6cbf\u3063\u3066\u76ee\u5b89\u306f4\u7fbd\u3067\u3059\u3002\u5370\u5237\u306e\u6587\u9762\u306b\u306f\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u8a08\u7b97\u3057\u305f\u5024\u3092\u305d\u306e\u307e\u307e\u5165\u308c\u3001**\u624b\u3067\u66f8\u304d\u76f4\u3057\u307e\u305b\u3093\u3002**\n\n### \u30b7\u30b9\u30c6\u30e0\u9023\u643a\n\n| \u3064\u306a\u304e\u5148 | \u65b9\u5f0f | \u5185\u5bb9 |\n|:--|:--|:--|\n| \u5171\u6709\u30d5\u30a9\u30eb\u30c0 | Python \u304c\u30d5\u30a1\u30a4\u30eb\u306e\u4e00\u89a7\u3092\u898b\u3066\u8aad\u307f\u8fbc\u3080 | \u65e5\u5831\u306e\u30b9\u30ad\u30e3\u30f3\u3092\u53d7\u3051\u53d6\u308b |\n| Document AI | `google-cloud-documentai` \u306e `process_document` | \u30ad\u30fc\u3068\u5024\u30fb\u30c1\u30a7\u30c3\u30af\u6b04\u30fb\u4fe1\u983c\u5ea6\u3092\u8fd4\u3059 |\n| \u7fa4\u306e\u53f0\u5e33 | Python \u304c\u8868\u8a08\u7b97\u306e\u30d5\u30a1\u30a4\u30eb\u3092\u8aad\u307f\u3001\u98fc\u990a\u7fbd\u6570\u306e\u5217\u3060\u3051\u3092\u66f8\u304d\u8db3\u3059 | \u98fc\u990a\u7fbd\u6570\u3068\u9664\u304f\u65e5 |\n| \u96c6\u8a08\u8868\u30fb\u4e00\u89a7\u30fb\u7fcc\u65e5\u306e\u65e5\u5831 | Python \u304c\u66f8\u304d\u51fa\u3059 | \u4e8b\u52d9\u306e\u62c5\u5f53\u3068\u8fb2\u5834\u9577\u304c\u898b\u308b\u3001\u65e5\u5831\u3092\u5370\u5237\u3059\u308b |\n\n**\u7fa4\u306e\u53f0\u5e33\u306b\u66f8\u304d\u8db3\u3059\u306e\u306f\u3001\u8aad\u307f\u53d6\u308a\u306e\u78ba\u8a8d\u304c\u6b8b\u3063\u3066\u3044\u306a\u3044\u9d8f\u820e\u306e\u98fc\u990a\u7fbd\u6570\u3060\u3051\u3067\u3059\u3002** \u9664\u304f\u65e5\u3084\u5099\u8003\u306e\u5217\u306b\u306f\u66f8\u304d\u8fbc\u307f\u307e\u305b\u3093\u3002**\u53f0\u5e33\u306e\u66f8\u304d\u63db\u3048\u306f\u3001\u8fb2\u5834\u9577\u306e\u624b\u306b\u6b8b\u3057\u307e\u3059\u3002**\n\n### \u4eba\u9593\u306e\u78ba\u8a8d\n\n1. **\u300c\u65e5\u5831\u304c\u5c4a\u3044\u3066\u3044\u306a\u3044\u300d\u3092\u898b\u308b** \u2026 \u4e8b\u52d9\u306e\u62c5\u5f53\u304c\u9d8f\u820e\u306b\u53d6\u308a\u306b\u884c\u304d\u307e\u3059\n2. **\u300c\u8aad\u307f\u53d6\u308a\u306e\u78ba\u8a8d\u300d\u3092\u898b\u308b** \u2026 \u4e8b\u52d9\u306e\u62c5\u5f53\u304c\u65e5\u5831\u3068\u898b\u6bd4\u3079\u3066\u76f4\u3057\u307e\u3059\u3002**\u7a7a\u6b04\u306f\u3001\u9d8f\u820e\u306e\u62c5\u5f53\u306b\u78ba\u304b\u3081\u3066\u304b\u3089\u5024\u3092\u5165\u308c\u307e\u3059**\n3. **\u300c\u3078\u3044\u6b7b\u306e\u5897\u3048\u65b9\u300d\u3092\u898b\u308b** \u2026 \u8fb2\u5834\u9577\u304c\u3001\u305d\u306e\u65e5\u306b\u9d8f\u820e\u306e\u62c5\u5f53\u304b\u3089\u9023\u7d61\u304c\u3042\u3063\u305f\u304b\u3001\u9d8f\u820e\u306e\u69d8\u5b50\u3092\u898b\u305f\u304b\u3092\u78ba\u304b\u3081\u307e\u3059\u3002**\u9023\u7d61\u304c\u7121\u304b\u3063\u305f\u306a\u3089\u3001\u3059\u3050\u306b\u9d8f\u820e\u3092\u898b\u306b\u884c\u304d\u307e\u3059**\n4. **\u300c\u7570\u72b6\u306e\u8a18\u8f09\u300d\u3092\u898b\u308b** \u2026 \u5185\u5bb9\u3092\u8aad\u307f\u3001\u5fc5\u8981\u306a\u3089\u7363\u533b\u5e2b\u306b\u76f8\u8ac7\u3057\u307e\u3059\n5. **\u7fa4\u306e\u53f0\u5e33\u306e\u300c\u9664\u304f\u65e5\u300d\u3092\u4ed8\u3051\u308b** \u2026 \u7a7a\u820e\u306e\u65e5\u3084\u8a2d\u5099\u306e\u6545\u969c\u306e\u65e5\u3092\u3001\u7406\u7531\u3068\u3068\u3082\u306b\u4ed8\u3051\u307e\u3059\n\n**3\u756a\u76ee\u3092\u7701\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u5915\u65b9\u306e\u4e00\u89a7\u306f\u3001**\u305d\u306e\u5834\u306e\u9023\u7d61\u304c\u6f0f\u308c\u3066\u3044\u306a\u304b\u3063\u305f\u304b\u3092\u78ba\u304b\u3081\u308b\u4e8c\u91cd\u306e\u7db2**\u3067\u3059\u3002\u9023\u7d61\u304c\u3042\u3063\u305f\u9d8f\u820e\u306f\u8a18\u9332\u3092\u6b8b\u3059\u3060\u3051\u3067\u6e08\u307f\u3001\u7121\u304b\u3063\u305f\u9d8f\u820e\u306f\u3001\u3053\u306e\u4e00\u89a7\u304c\u6700\u521d\u306e\u6c17\u3065\u304d\u306b\u306a\u308a\u307e\u3059\u3002\n\n**\u76ee\u6a19\u306f\u3001240\u679a\u3092\u306a\u3089\u3057\u30661\u679a2\u5206\u3067\u3059\u3002** \u300c\u8aad\u307f\u53d6\u308a\u306e\u78ba\u8a8d\u300d\u306b\u306a\u308b\u65e5\u5831\u304c2\u5272\u524d\u5f8c\u3068\u3044\u3046\u60f3\u5b9a\u3067\u3001**\u305d\u308c\u3088\u308a\u591a\u3044\u9d8f\u820e\u306f\u3001\u65e5\u5831\u306e\u6c5a\u308c\u304b\u66f8\u304d\u65b9\u3092\u898b\u76f4\u3057\u307e\u3059\u3002**\n\n### \u4f8b\u5916\u51e6\u7406\n\n| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u30e9\u30d9\u30eb\u304c\u53d6\u308c\u306a\u3044\u5217\u304c\u3042\u308b | \u7a7a\u6b04\u304b\u8aad\u307f\u9055\u3044\u3002\u300c\u8aad\u307f\u53d6\u308a\u306e\u78ba\u8a8d\u300d\u306b\u3057\u30010 \u3067\u57cb\u3081\u306a\u3044 |\n| \u65e5\u4ed8\u304c\u524d\u65e5\u306e\u307e\u307e | \u66f8\u304d\u9593\u9055\u3044\u306e\u7591\u3044\u3002\u4fdd\u5b58\u306e\u65e5\u6642\u3068\u6bd4\u3079\u3066\u300c\u8aad\u307f\u53d6\u308a\u306e\u78ba\u8a8d\u300d |\n| \u540c\u3058\u65e5\u5831\u304c\u4e8c\u5ea6\u4fdd\u5b58\u3055\u308c\u305f | \u9d8f\u820e\u756a\u53f7\u3068\u65e5\u4ed8\u306e\u91cd\u306a\u308a\u3067\u898b\u3064\u3051\u3001\u4e8c\u5ea6\u76ee\u306f\u4f7f\u308f\u306a\u3044 |\n| \u7fa4\u306e\u53f0\u5e33\u306b\u5c0e\u5165\u30fb\u51fa\u8377\u304c\u8a18\u9332\u3055\u308c\u3066\u3044\u306a\u3044 | \u98fc\u990a\u7fbd\u6570\u304c\u5408\u308f\u306a\u304f\u306a\u308b\u3002\u8a08\u7b97\u3092\u4fdd\u7559\u3057\u3001\u8fb2\u5834\u9577\u306b\u53f0\u5e33\u3092\u76f4\u3057\u3066\u3082\u3089\u3046 |\n| \u7a7a\u820e\u306e\u9d8f\u820e\u306e\u65e5\u5831 | \u7fa4\u306e\u53f0\u5e33\u3067\u7a7a\u820e\u306a\u3089\u3001\u65e5\u5831\u304c\u7121\u304f\u3066\u3082\u6b20\u3051\u3068\u3057\u306a\u3044 |\n| \u8a98\u5c0e\u63db\u7fbd\u306e\u671f\u9593\u4e2d\u30fb\u3072\u306a\u306e\u7fa4 | \u9632\u75ab\u6307\u91dd\u306e\u7559\u610f\u4e8b\u9805\u306b\u3001\u63db\u7fbd\u4e2d\u306e\u5bb6\u304d\u3093\u3084\u3072\u306a\u306e\u6b7b\u4ea1\u306e\u6271\u3044\u306e\u4f8b\u304c\u3042\u308b\u3002**\u53f0\u5e33\u306b\u300c\u63db\u7fbd\u4e2d\u300d\u300c\u80b2\u3059\u3046\u4e2d\u300d\u306e\u5370\u3092\u4ed8\u3051\u3001\u4e00\u89a7\u306b\u306f\u51fa\u3057\u305f\u3046\u3048\u3067\u3001\u6271\u3044\u306f\u5bb6\u755c\u9632\u75ab\u54e1\u3068\u53d6\u308a\u6c7a\u3081\u305f\u7387\u3067\u8fb2\u5834\u9577\u304c\u5224\u65ad\u3059\u308b** |\n| Document AI \u306e\u547c\u3073\u51fa\u3057\u304c\u5931\u6557\u3059\u308b | \u30d5\u30a1\u30a4\u30eb\u3092\u6b8b\u3057\u3001\u4e8b\u52d9\u306e\u62c5\u5f53\u304c\u624b\u3067\u96c6\u8a08\u8868\u306b\u5165\u308c\u308b\u3002**\u7fcc\u65e5\u306e\u76ee\u5b89\u306f\u524d\u306e\u65e5\u306e\u5024\u3067\u5370\u5237\u3057\u3001\u305d\u306e\u65e8\u3092\u66f8\u304f** |\n\n**\u6700\u5f8c\u306e\u884c\u306f\u3001\u76ee\u5b89\u306e\u7fbd\u6570\u3092\u7a7a\u306b\u3057\u306a\u3044\u305f\u3081\u3067\u3059\u3002** \u8aad\u307f\u53d6\u308a\u304c\u6b62\u307e\u3063\u3066\u3082\u3001\u524d\u306e\u65e5\u306e\u76ee\u5b89\u3092\u300c\u524d\u65e5\u306e\u5024\u300d\u3068\u66f8\u3044\u3066\u5370\u5237\u3059\u308c\u3070\u3001**\u9d8f\u820e\u306e\u62c5\u5f53\u304c\u305d\u306e\u5834\u3067\u898b\u6bd4\u3079\u308b\u624b\u9806\u306f\u9014\u5207\u308c\u307e\u305b\u3093\u3002**\n\n### \u4fdd\u5b58\u30fb\u30ed\u30b0\n\n- \u65e5\u5831\u306e\u30b9\u30ad\u30e3\u30f3\u3068\u7d19\u306e\u539f\u672c\n- Document AI \u304c\u8fd4\u3057\u305f\u7d50\u679c\u306e JSON \u3068\u3001\u30d7\u30ed\u30bb\u30c3\u30b5\u306e\u7248\n- \u96c6\u8a08\u8868\u3068\u3001**\u4e8b\u52d9\u306e\u62c5\u5f53\u304c\u76f4\u3057\u305f\u5024\u306e\u8a18\u9332**\uff08\u3069\u306e\u5217\u3092\u3001\u4f55\u304b\u3089\u4f55\u306b\u76f4\u3057\u305f\u304b\uff09\n- \u7fa4\u306e\u53f0\u5e33\u306e\u300c\u9664\u304f\u65e5\u300d\u3068\u3001\u305d\u306e\u7406\u7531\n- \u5370\u5237\u3057\u305f\u7fcc\u65e5\u306e\u65e5\u5831\u306e\u76ee\u5b89\u306e\u7fbd\u6570\u3068\u3001\u305d\u306e\u8a08\u7b97\u306e\u5143\n- \u300c\u3078\u3044\u6b7b\u306e\u5897\u3048\u65b9\u300d\u306b\u51fa\u305f\u65e5\u3068\u3001\u305d\u306e\u65e5\u306e\u9023\u7d61\u306e\u6709\u7121\u30fb\u8fb2\u5834\u9577\u306e\u5bfe\u5fdc\n\n**\u98fc\u990a\u885b\u751f\u7ba1\u7406\u57fa\u6e96\u3067\u306f\u3001\u98fc\u990a\u3059\u308b\u5bb6\u304d\u3093\u306e\u7fbd\u6570\u3001\u65e5\u9f62\u3001\u7570\u72b6\u306e\u6709\u7121\u3068\u75c7\u72b6\u306a\u3069\u306e\u8a18\u9332\u3092\u4f5c\u308a\u3001\u5c11\u306a\u304f\u3068\u30821\u5e74\u9593\u4fdd\u5b58\u3059\u308b**\u3053\u3068\u304c\u6c42\u3081\u3089\u308c\u3066\u3044\u307e\u3059\u3002**\u96c6\u8a08\u8868\u3068\u65e5\u5831\u306e\u539f\u672c\u306f\u3001\u3053\u306e\u8a18\u9332\u306e\u4e00\u90e8\u306b\u306a\u308a\u307e\u3059\u3002** \u4fdd\u5b58\u306e\u671f\u9593\u306f1\u5e74\u3092\u4e0b\u9650\u306b\u3001\u8fb2\u5834\u306e\u6c7a\u307e\u308a\u3067\u6c7a\u3081\u307e\u3059\u3002","minimal_setup":"1. \u6b04\u3092\u67a0\u3067\u533a\u5207\u308a\u300c0\u3082\u66f8\u304f\u300d\u6c7a\u307e\u308a\u306b\u3057\u305f\u65e5\u5831\u3092\u30012\u68df\u30672\u9031\u9593\u4f7f\u3046\n2. \u305d\u306e28\u679a\u3092\u3001\u6c5a\u308c\u306e\u591a\u3044\u3082\u306e\u30fb\u5c11\u306a\u3044\u3082\u306e\u3092\u6df7\u305c\u3066\u30b9\u30ad\u30e3\u30f3\u3059\u308b\n3. Document AI \u306e\u30b3\u30f3\u30bd\u30fc\u30eb\u3067 Form Parser \u306e\u30d7\u30ed\u30bb\u30c3\u30b5\u3092\u4f5c\u308a\u300128\u679a\u3092\u8aad\u307f\u53d6\u308b\n4. \u8fd4\u3063\u3066\u304d\u305f\u30ad\u30fc\u3068\u5024\u3092\u3001\u3053\u308c\u307e\u3067\u3069\u304a\u308a\u624b\u3067\u6253\u3061\u76f4\u3057\u305f\u96c6\u8a08\u8868\u3068\u7a81\u304d\u5408\u308f\u305b\u308b\n5. \u30e9\u30d9\u30eb\u304c\u53d6\u308c\u306a\u304b\u3063\u305f\u6b04\u3068\u3001\u8aad\u307f\u9055\u3048\u305f\u5024\u306e\u4fe1\u983c\u5ea6\u3092\u898b\u308b\n\n**5\u756a\u76ee\u3067\u898b\u308b\u306e\u306f\u3001\u3059\u3079\u3066\u306e\u30e9\u30d9\u30eb\u304c\u6bce\u56de\u53d6\u308c\u3066\u3044\u308b\u304b\u3068\u3001\u8aad\u307f\u9055\u3044\u304c\u4fe1\u983c\u5ea6\u306e\u4f4e\u3044\u5074\u306b\u96c6\u307e\u3063\u3066\u3044\u308b\u304b\u3067\u3059\u3002** Form Parser \u306f\u5b66\u7fd2\u3057\u306a\u3044\u306e\u3067\u3001**\u30e9\u30d9\u30eb\u304c\u53d6\u308c\u306a\u3044\u6b04\u306f\u69d8\u5f0f\u306e\u5074\u3092\u76f4\u3057\u307e\u3059\u3002**\n\n| \u51fa\u3066\u304d\u305f\u5185\u5bb9 | \u5224\u65ad |\n|:--|:--|\n| \u30e9\u30d9\u30eb\u304c\u6bce\u56de\u53d6\u308c\u3001\u8aad\u307f\u9055\u3044\u304c\u4fe1\u983c\u5ea6\u306e\u4f4e\u3044\u5074\u306b\u96c6\u307e\u3063\u305f | **Python \u306e\u8a08\u7b97\u3065\u304f\u308a\u306b\u9032\u3080** |\n| \u7279\u5b9a\u306e\u6b04\u306e\u30e9\u30d9\u30eb\u304c\u53d6\u308c\u306a\u3044 | \u67a0\u3068\u30e9\u30d9\u30eb\u306e\u4f4d\u7f6e\u3092\u898b\u76f4\u3059\u3002\u5024\u304c\u7a7a\u6b04\u3067\u306a\u3044\u304b\u3092\u78ba\u304b\u3081\u308b |\n| \u30c1\u30a7\u30c3\u30af\u6b04\u304c\u53d6\u308c\u306a\u3044 | \u4e38\u3044\u9078\u629e\u306e\u6b04\u306b\u306a\u3063\u3066\u3044\u306a\u3044\u304b\u78ba\u304b\u3081\u3001\u56db\u89d2\u3044\u30c1\u30a7\u30c3\u30af\u6b04\u306b\u3059\u308b |\n| \u6c5a\u308c\u3067\u8aad\u3081\u306a\u3044\u5024\u304c\u591a\u3044 | \u66f8\u304f\u5834\u6240\u3068\u65e5\u5831\u306e\u7f6e\u304d\u65b9\u3092\u898b\u76f4\u3059 |","minimal_setup_short":"\u30b3\u30f3\u30bd\u30fc\u30eb\u3067\u8aad\u307f\u53d6\u308a\u3092\u8a66\u3057\u3001\u7d50\u679c\u3092\u898b\u306a\u304c\u3089\u624b\u3067\u96c6\u8a08\u8868\u306b\u6253\u3064 \uff0f \u8aad\u307f\u53d6\u308a\u306e\u78ba\u304b\u3081","semi_auto_setup":"\u4e0a\u8a18\uff0b\u5b9a\u6642\u306b Python \u3067\u8aad\u307f\u53d6\u308a\u3001\u98fc\u990a\u7fbd\u6570\u3068\u7387\u306821\u65e5\u306e\u5e73\u5747\u3092\u8a08\u7b97\u3057\u3001\u96c6\u8a08\u8868\u3068\u7fcc\u65e5\u306e\u65e5\u5831\u3092\u4f5c\u308b \uff0f \u8aad\u307f\u53d6\u308a\u304b\u3089\u76ee\u5b89\u306e\u7fbd\u6570\u307e\u3067","full_setup":"\u4e0a\u8a18\uff0b\u96c6\u5375\u306e\u30ab\u30a6\u30f3\u30bf\u30fc\u3084\u7d66\u990c\u30fb\u6e29\u5ea6\u306e\u6a5f\u5668\u306e\u5024\u3092\u76f4\u63a5\u53d6\u308a\u8fbc\u307f\u3001\u624b\u66f8\u304d\u3092\u3078\u3044\u6b7b\u3068\u7570\u72b6\u306b\u7d5e\u308b \uff0f \u8a18\u9332\u305d\u306e\u3082\u306e\u306e\u30c7\u30fc\u30bf\u5316","level_note":"**\u3053\u306e\u8a18\u4e8b\u306e\u60f3\u5b9a\u306f\u3001\u534a\u81ea\u52d5\u5316\u3067\u3059\u3002** \u8aad\u307f\u53d6\u308a\u3068\u8a08\u7b97\u3001\u96c6\u8a08\u8868\u3068\u7fcc\u65e5\u306e\u65e5\u5831\u3065\u304f\u308a\u307e\u3067\u3092 Python \u3067\u884c\u3044\u3001**\u77e5\u3089\u305b\u308b\u5224\u65ad\u3068\u901a\u5831\u3001\u53f0\u5e33\u306e\u9664\u304f\u65e5\u306f\u4eba\u304c\u884c\u3044\u307e\u3059\u3002**\n**\u534a\u81ea\u52d5\u5316\u3067\u30011\u679a6\u5206\u304c2\u5206\u306b\u306a\u308a\u307e\u3059\u3002** \u6253\u3061\u76f4\u3057\u3068\u8a08\u7b97\u304c\u300c\u8aad\u307f\u53d6\u308a\u306e\u78ba\u8a8d\u300d\u306e\u76f4\u3057\u3060\u3051\u306b\u306a\u308a\u3001**\u8fb2\u5834\u9577\u306f\u4e00\u89a7\u306b\u51fa\u305f\u9d8f\u820e\u3060\u3051\u3092\u898b\u307e\u3059\u3002**\n**\u672c\u683c\u69cb\u6210\u3067\u3082\u3001\u3078\u3044\u6b7b\u306f\u9d8f\u820e\u306e\u62c5\u5f53\u304c\u6570\u3048\u3066\u66f8\u304d\u307e\u3059\u3002** \u6570\u3048\u308b\u4eba\u304c\u9d8f\u306e\u69d8\u5b50\u3092\u898b\u308b\u3053\u3068\u305d\u306e\u3082\u306e\u304c\u3001\u7570\u72b6\u306b\u6c17\u3065\u304f\u6a5f\u4f1a\u3060\u304b\u3089\u3067\u3059\u3002","troubleshooting":"| \u554f\u984c | \u5bfe\u7b56 |\n|:--|:--|\n| \u5915\u65b9\u306e\u4e00\u89a7\u3092\u901a\u5831\u306e\u7d4c\u8def\u306b\u3057\u3066\u3057\u307e\u3046 | **\u901a\u5831\u306f\u305d\u306e\u5834\u3067\u4eba\u304c\u884c\u3046\u3002\u4e00\u89a7\u306f\u4e8c\u91cd\u306e\u7db2** |\n| \u7a7a\u6b04\u306e\u3078\u3044\u6b7b\u30920\u3068\u3057\u3066\u8a08\u7b97\u3059\u308b | \u7a7a\u6b04\u306f\u66f8\u304d\u5fd8\u308c\u3002\u300c0\u3082\u66f8\u304f\u300d\u6c7a\u307e\u308a\u306b\u3057\u30010 \u3067\u57cb\u3081\u306a\u3044 |\n| \u5024\u306e\u7a7a\u3044\u305f\u6b04\u304c\u30e9\u30d9\u30eb\u3054\u3068\u6d88\u3048\u308b | \u5024\u306e\u7a7a\u3044\u305f\u30ad\u30fc\u3068\u5024\u306f\u78ba\u5b9f\u306b\u53d6\u308c\u306a\u3044\u3002**\u53d6\u308c\u306a\u3044\u5217\u3092\u8aad\u307f\u53d6\u308a\u306e\u78ba\u8a8d\u306b\u51fa\u3059** |\n| 21\u65e5\u306e\u5e73\u5747\u306b\u7a7a\u820e\u306e\u65e5\u304c\u5165\u308b | \u7fa4\u306e\u53f0\u5e33\u306e\u9664\u304f\u65e5\u3092\u4ed8\u3051\u3001\u901a\u7b9721\u65e5\u3067\u6570\u3048\u308b |\n| \u8aad\u307f\u9055\u3044\u306e\u307e\u307e\u98fc\u990a\u7fbd\u6570\u3092\u5f15\u304d\u7d99\u3050 | \u8aad\u307f\u53d6\u308a\u306e\u78ba\u8a8d\u304c\u6b8b\u308b\u9d8f\u820e\u306f\u8a08\u7b97\u3092\u4fdd\u7559\u3059\u308b |\n| \u30c1\u30a7\u30c3\u30af\u6b04\u304c\u53d6\u308c\u306a\u3044 | \u30e9\u30b8\u30aa\u30dc\u30bf\u30f3\u306f\u975e\u5bfe\u5fdc\u3002\u56db\u89d2\u3044\u30c1\u30a7\u30c3\u30af\u6b04\u306b\u3059\u308b |\n| \u65e5\u672c\u306e\u5730\u57df\u3067\u51e6\u7406\u3067\u304d\u306a\u3044 | Form Parser \u306e\u5730\u57df\u306b\u65e5\u672c\u306f\u7121\u3044\u3002\u51e6\u7406\u306e\u5730\u57df\u3092\u78ba\u304b\u3081\u308b |\n| \u8aad\u307f\u53d6\u308a\u304c\u6b62\u307e\u3063\u3066\u76ee\u5b89\u306e\u7fbd\u6570\u304c\u7a7a\u306b\u306a\u308b | \u524d\u306e\u65e5\u306e\u5024\u3092\u300c\u524d\u65e5\u306e\u5024\u300d\u3068\u66f8\u3044\u3066\u5370\u5237\u3059\u308b |\n\n**\u4e0a\u306e2\u884c\u304c\u3001\u3053\u306e\u69cb\u6210\u306e\u5931\u6557\u306e\u307b\u3068\u3093\u3069\u3067\u3059\u3002** \u3069\u3061\u3089\u3082\u3001**\u3078\u3044\u6b7b\u306e\u5897\u3048\u65b9\u306b\u6c17\u3065\u304f\u306e\u304c\u9045\u308c\u308b**\u3068\u3044\u3046\u540c\u3058\u7d50\u679c\u306b\u306a\u308a\u307e\u3059\u3002\u305d\u306e\u5834\u306e\u9023\u7d61\u306e\u624b\u9806\u3092\u6b8b\u3059\u3053\u3068\u3068\u3001\u7a7a\u6b04\u30920\u306b\u3057\u306a\u3044\u3053\u3068\u3092\u3001\u6700\u521d\u306b\u6c7a\u3081\u3066\u304a\u304d\u307e\u3059\u3002","governance_notes":"**\u3053\u306e\u69cb\u6210\u3067\u6271\u3046\u30c7\u30fc\u30bf\uff1a** \u9d8f\u820e\u3054\u3068\u306e\u96c6\u5375\u30fb\u3078\u3044\u6b7b\u30fb\u7d66\u990c\u30fb\u6e29\u5ea6\u306e\u6570\u5b57\u3001\u7570\u72b6\u306e\u8a18\u8f09\u3001\u62c5\u5f53\u306e\u540d\u5b57\u3067\u3059\u3002\n\n1. **\u901a\u5831\u306e\u5224\u65ad\u3092\u81ea\u52d5\u306b\u3057\u306a\u3044** \u2026 \u98fc\u990a\u885b\u751f\u7ba1\u7406\u57fa\u6e96\u306f\u3001\u7279\u5b9a\u75c7\u72b6\u3092\u898b\u3064\u3051\u305f\u3068\u304d\u306e\u76f4\u3061\u306e\u901a\u5831\u3092\u6c42\u3081\u3066\u3044\u307e\u3059\u3002**\u5224\u65ad\u3068\u901a\u5831\u306f\u4eba\u304c\u884c\u3044\u3001\u3053\u306e\u69cb\u6210\u306f\u76ee\u5b89\u3068\u4e8c\u91cd\u306e\u7db2\u3092\u7528\u610f\u3059\u308b\u3060\u3051\u3067\u3059**\n2. **\u76ee\u5b89\u306e\u7fbd\u6570\u3092\u300c\u4e0b\u9650\u300d\u3068\u3057\u3066\u6271\u308f\u305b\u306a\u3044** \u2026 \u76ee\u5b89\u306b\u5c4a\u304b\u306a\u304f\u3066\u3082\u3001\u3044\u3064\u3082\u3068\u9055\u3046\u3068\u611f\u3058\u305f\u3089\u77e5\u3089\u305b\u308b\u3053\u3068\u3092\u3001\u65e5\u5831\u306e\u6587\u9762\u3068\u6559\u80b2\u3067\u4f1d\u3048\u307e\u3059\n3. **\u8a18\u9332\u306e\u4fdd\u5b58\u306e\u671f\u9593\u3092\u6c7a\u3081\u308b** \u2026 \u98fc\u990a\u885b\u751f\u7ba1\u7406\u57fa\u6e96\u306f\u3001\u7fbd\u6570\u30fb\u65e5\u9f62\u30fb\u7570\u72b6\u306e\u6709\u7121\u306a\u3069\u306e\u8a18\u9332\u3092\u5c11\u306a\u304f\u3068\u30821\u5e74\u4fdd\u5b58\u3059\u308b\u3053\u3068\u3092\u6c42\u3081\u3066\u3044\u307e\u3059\u3002**\u65e5\u5831\u306e\u539f\u672c\u3001\u30b9\u30ad\u30e3\u30f3\u3001\u96c6\u8a08\u8868\u306e\u3069\u308c\u3092\u6b8b\u3059\u304b\u3092\u6c7a\u3081\u307e\u3059**\n4. **\u51e6\u7406\u3059\u308b\u5730\u57df\u3092\u78ba\u304b\u3081\u308b** \u2026 Form Parser \u306e\u5730\u57df\u306b\u65e5\u672c\u306f\u3042\u308a\u307e\u305b\u3093\u3002**\u65e5\u5831\u3092\u56fd\u5916\u306e\u5730\u57df\u3067\u51e6\u7406\u3057\u3066\u3088\u3044\u304b\u3092\u3001\u53d6\u5f15\u5148\u3068\u306e\u53d6\u308a\u6c7a\u3081\u306a\u3069\u3082\u542b\u3081\u3066\u78ba\u304b\u3081\u307e\u3059**\n5. **\u96c6\u8a08\u8868\u3092\u898b\u3089\u308c\u308b\u4eba\u3092\u7d5e\u308b** \u2026 \u9d8f\u820e\u3054\u3068\u306e\u3078\u3044\u6b7b\u3084\u7523\u5375\u7387\u306f\u3001\u53d6\u5f15\u306b\u5f71\u97ff\u3057\u3046\u308b\u60c5\u5831\u3067\u3059\u3002**\u8fb2\u5834\u9577\u3068\u4e8b\u52d9\u306e\u62c5\u5f53\u306b\u7d5e\u308a\u307e\u3059**\n\n\u8aa4\u308a\u304c\u8d77\u304d\u305f\u5834\u5408\u306e\u30ea\u30b9\u30af\u306f\u3001**\u3078\u3044\u6b7b\u306e\u5897\u3048\u65b9\u306b\u6c17\u3065\u304f\u306e\u304c\u9045\u308c\u308b\u3053\u3068\u3068\u3001\u8a18\u9332\u304c\u6b20\u3051\u308b\u3053\u3068\u306e2\u3064\u3067\u3059\u3002** \u524d\u8005\u306f\u4e00\u89a7\u3092\u901a\u5831\u306e\u7d4c\u8def\u3068\u53d6\u308a\u9055\u3048\u305f\u3068\u304d\u306b\u3001\u5f8c\u8005\u306f\u7a7a\u6b04\u30920\u3068\u3057\u3066\u6271\u3063\u305f\u3068\u304d\u306b\u8d77\u304d\u307e\u3059\u3002**\u305d\u306e\u5834\u306e\u9023\u7d61\u306e\u624b\u9806\u3092\u6b8b\u3057\u3001\u7a7a\u6b04\u3092\u8aad\u307f\u53d6\u308a\u306e\u78ba\u8a8d\u306b\u51fa\u3059\u3053\u3068\u3067\u3001\u3069\u3061\u3089\u3082\u9632\u304e\u307e\u3059\u3002**","recommended_for":"\u9d8f\u820e\u304c\u6570\u68df\u304b\u3089\u5341\u6570\u68df\u3042\u308a\u3001\u9d8f\u820e\u3054\u3068\u306e\u65e5\u5831\u3092\u7d19\u306b\u624b\u66f8\u304d\u3057\u3066\u3044\u308b\u63a1\u5375\u9d8f\u306e\u990a\u9d8f\u5834\u3002\u8fb2\u5834\u9577\u3084\u4e8b\u52d9\u306e\u62c5\u5f53\u304c\u65e5\u5831\u3092\u8868\u8a08\u7b97\u306b\u6253\u3061\u76f4\u3057\u3066\u7523\u5375\u7387\u3084\u3078\u3044\u6b7b\u7387\u3092\u51fa\u3057\u3066\u304a\u308a\u3001\u6253\u3061\u76f4\u3057\u304c\u6570\u65e5\u9045\u308c\u308b\u3053\u3068\u304c\u3042\u308b\u5834\u5408\u3002\u9d8f\u820e\u3054\u3068\u306e\u98fc\u990a\u7fbd\u6570\u3092\u7fa4\u306e\u53f0\u5e33\u3067\u6301\u3063\u3066\u3044\u308b\u5834\u5408\u3002","not_recommended_for":"\u96c6\u5375\u306e\u30b3\u30f3\u30d9\u30e4\u30fc\u306e\u30ab\u30a6\u30f3\u30bf\u30fc\u3084\u7d66\u990c\u306e\u6a5f\u5668\u304b\u3089\u5024\u3092\u76f4\u63a5\u30c7\u30fc\u30bf\u3067\u53d6\u308c\u3066\u3044\u308b\u5834\u5408\uff08\u8aad\u307f\u53d6\u308a\u304c\u8981\u3089\u306a\u3044\uff09\u3002\u9d8f\u820e\u304c1\u301c2\u68df\u3067\u3001\u65e5\u5831\u3092\u898b\u308c\u3070\u5168\u4f53\u304c\u5206\u304b\u308b\u5834\u5408\u3002\u306a\u304a\u3001\u9ad8\u75c5\u539f\u6027\u9ce5\u30a4\u30f3\u30d5\u30eb\u30a8\u30f3\u30b6\u306e\u7279\u5b9a\u75c7\u72b6\u306b\u5f53\u305f\u308b\u304b\u3069\u3046\u304b\u306e\u5224\u65ad\u3001\u5bb6\u755c\u4fdd\u5065\u885b\u751f\u6240\u3078\u306e\u901a\u5831\u3001\u7363\u533b\u5e2b\u306e\u8a3a\u7642\u306f\u3053\u306e\u69cb\u6210\u3067\u306f\u884c\u308f\u305a\u3001\u901a\u5831\u306f\u3053\u306e\u69cb\u6210\u3092\u5f85\u305f\u305a\u306b\u884c\u3044\u307e\u3059\u3002","first_step":"**1\u9031\u76ee\uff1a\u65e5\u5831\u306e\u69d8\u5f0f\u3068\u53f0\u5e33\u306e\u5217\u3092\u6c7a\u3081\u308b**\n\n\u6b04\u3092\u67a0\u3067\u533a\u5207\u308a\u3001\u56db\u89d2\u3044\u30c1\u30a7\u30c3\u30af\u6b04\u306b\u3057\u3001\u300c0\u3082\u66f8\u304f\u300d\u6c7a\u307e\u308a\u3092\u5165\u308c\u305f\u65e5\u5831\u3092\u4f5c\u308a\u307e\u3059\u3002**\u7fa4\u306e\u53f0\u5e33\u306b\u3001\u7a7a\u820e\u306e\u65e5\u3068\u7279\u6bb5\u306e\u4e8b\u60c5\u306e\u3042\u3063\u305f\u65e5\u306e\u5217\u3092\u8db3\u3057\u307e\u3059\u3002** \u3042\u308f\u305b\u3066\u3001\u3078\u3044\u6b7b\u3092\u898b\u3064\u3051\u305f\u3068\u304d\u306e\u9023\u7d61\u306e\u624b\u9806\u3092\u3001\u9d8f\u820e\u306e\u62c5\u5f53\u3068\u3042\u3089\u305f\u3081\u3066\u78ba\u304b\u3081\u307e\u3059\u3002\n\n**2\u301c3\u9031\u76ee\uff1a2\u68df\u3067\u65b0\u3057\u3044\u65e5\u5831\u3092\u4f7f\u3046**\n\n\u65b0\u3057\u3044\u69d8\u5f0f\u306e\u65e5\u5831\u30922\u68df\u30672\u9031\u9593\u4f7f\u3044\u300128\u679a\u3092\u96c6\u3081\u307e\u3059\u3002\n\n**4\u9031\u76ee\uff1a\u30b3\u30f3\u30bd\u30fc\u30eb\u3067 Form Parser \u3092\u8a66\u3059**\n\n28\u679a\u3092\u8aad\u307f\u53d6\u308a\u3001\u30e9\u30d9\u30eb\u304c\u6bce\u56de\u53d6\u308c\u3066\u3044\u308b\u304b\u3001\u8aad\u307f\u9055\u3044\u304c\u4fe1\u983c\u5ea6\u306e\u4f4e\u3044\u5074\u306b\u96c6\u307e\u3063\u3066\u3044\u308b\u304b\u3092\u78ba\u304b\u3081\u307e\u3059\u3002**\u51e6\u7406\u3059\u308b\u5730\u57df\u3082\u3001\u3053\u3053\u3067\u6c7a\u3081\u307e\u3059\u3002**\n\n**2\u304b\u6708\u76ee\uff1a** Python \u3067\u8aad\u307f\u53d6\u308a\u3001\u98fc\u990a\u7fbd\u6570\u3068\u7387\u306e\u8a08\u7b97\u300121\u65e5\u306e\u5e73\u5747\u3092\u4f5c\u308a\u3001**\u4e8b\u52d9\u306e\u62c5\u5f53\u304c\u3053\u308c\u307e\u3067\u3069\u304a\u308a\u6253\u3061\u76f4\u3057\u306a\u304c\u3089\u3001\u96c6\u8a08\u8868\u3068\u898b\u6bd4\u3079\u307e\u3059\u3002** **3\u304b\u6708\u76ee\u4ee5\u964d\uff1a** 8\u68df\u306b\u5e83\u3052\u3001\u7fcc\u65e5\u306e\u65e5\u5831\u306b\u76ee\u5b89\u306e\u7fbd\u6570\u3092\u5370\u5237\u3057\u59cb\u3081\u3066\u30011\u679a6\u5206\u304c\u4f55\u5206\u306b\u306a\u3063\u305f\u304b\u3092\u5b9f\u6e2c\u3057\u307e\u3059\u3002**\u96c6\u8a08\u8868\u304c\u6bce\u65e5\u305d\u306e\u65e5\u306e\u3046\u3061\u306b\u305d\u308d\u3044\u3001\u9d8f\u820e\u306e\u62c5\u5f53\u304c\u76ee\u5b89\u306e\u7fbd\u6570\u3092\u898b\u3066\u5224\u65ad\u3057\u3066\u3044\u308b\u72b6\u614b\u306b\u306a\u3063\u305f\u6642\u70b9\u3067\u3001\u3053\u306e\u69cb\u6210\u306f\u5b8c\u6210\u3067\u3059\u3002**\n\n---","related_usecases":["UC-1629","UC-1909","UC-0904","UC-0094"],"related_articles":[{"id":2156,"slug":"data-bunseki-ai-katsuyo","title":"\u30de\u30fc\u30b1\u306e\u30c7\u30fc\u30bf\u5206\u6790\u306bAI\u3092\u6d3b\u304b\u3059\u65b9\u6cd5\uff5c\u96c6\u8a08\u304b\u3089\u793a\u5506\u51fa\u3057\u307e\u3067\u52b9\u7387\u5316"},{"id":7597,"slug":"ai-ocr-kami-data-ka","title":"AI-OCR\u3067\u7d19\u306e\u66f8\u985e\u3092\u30c7\u30fc\u30bf\u306b\u3059\u308b5\u6761\u4ef6\uff5c\u8aad\u307f\u53d6\u308a\u7cbe\u5ea6\u306e\u6c7a\u307e\u308a\u65b9"},{"id":5740,"slug":"kamei-kako-joho","title":"\u9867\u5ba2\u30c7\u30fc\u30bf\u306e\u4eee\u540d\u52a0\u5de5\u3068\u306f\uff1f\uff5c\u5206\u6790\u306b\u4f7f\u3048\u308b\u5f62\u306b\u3059\u308b"}],"sources":"| \u78ba\u8a8d\u3057\u305f\u5185\u5bb9 | \u60c5\u5831\u6e90 | \u78ba\u8a8d\u65e5 |\n|:--|:--|:--|\n| Form Parser \u304c\u30ad\u30fc\u3068\u5024\u306e\u30da\u30a2\u30fb\u30c1\u30a7\u30c3\u30af\u6b04\u30fb\u8868\u30fb\u4e00\u822c\u7684\u306a\u9805\u76ee\u3092 OCR \u306e\u6587\u5b57\u3068\u3042\u308f\u305b\u3066\u53d6\u308a\u51fa\u3059\u3053\u3068\u3002\u63a8\u5968\u306e\u7248 `pretrained-form-parser-v2.0-2022-11-10` \u304c GA \u3067\u3042\u308b\u3053\u3068\u3002\u8a00\u8a9e\u306e\u4e00\u89a7\u3067\u65e5\u672c\u8a9e\uff08`ja`\uff09\u306b\u624b\u66f8\u304d\u306e\u5bfe\u5fdc\u306e\u5370\u304c\u3042\u308b\u3053\u3068\u3002\u5bfe\u5fdc\u3059\u308b\u5730\u57df\u306b\u65e5\u672c\u304c\u7121\u3044\u3053\u3068 | [Google Cloud: Processor list](https:\/\/docs.cloud.google.com\/document-ai\/docs\/processors-list) | 2026-10-28 |\n| Form Parser \u304c\u5b66\u7fd2\u6e08\u307f\u3067\u3001\u5b66\u7fd2\u3055\u305b\u3089\u308c\u306a\u3044\u3053\u3068\u3002\u30c1\u30a7\u30c3\u30af\u6b04\u304c\u30e9\u30b8\u30aa\u30dc\u30bf\u30f3\u306b\u5bfe\u5fdc\u3057\u306a\u3044\u3053\u3068\u3002\u5024\u306e\u7a7a\u3044\u305f\u30ad\u30fc\u3068\u5024\u306e\u30da\u30a2\u3092\u78ba\u5b9f\u306b\u306f\u53d6\u308a\u51fa\u305b\u306a\u3044\u3053\u3068\u3002\u4ee5\u524d\u306e JPEG \u306e\u5727\u7e2e\u65b9\u5f0f\u306e TIFF \u306b\u5bfe\u5fdc\u3057\u306a\u3044\u3053\u3068 | [Google Cloud: Form Parser](https:\/\/docs.cloud.google.com\/document-ai\/docs\/form-parser) | 2026-10-28 |\n| \u30ad\u30fc\u3068\u5024\u304c `formFields` \u306e `fieldName` \u3068 `fieldValue` \u3067\u8fd4\u308b\u3053\u3068\u3002\u8868\u306e\u5916\u306e\u30c1\u30a7\u30c3\u30af\u6b04\u306e `valueType` \u304c `filled_checkbox` \uff0f `unfilled_checkbox` \u306b\u306a\u308b\u3053\u3068\u3002`textAnchor` \u304c\u5168\u6587\u306e\u4f4d\u7f6e\u3092\u6307\u3057\u3001\u8981\u7d20\u3054\u3068\u306b `confidence` \u304c\u3042\u308b\u3053\u3068 | [Google Cloud: Handle the processing response](https:\/\/docs.cloud.google.com\/document-ai\/docs\/handle-response) | 2026-10-28 |\n| \u30b9\u30ad\u30e3\u30f3\u306f200 dpi \u4ee5\u4e0a\u3001300 dpi \u4ee5\u4e0a\u3067\u6700\u3082\u3088\u3044\u7d50\u679c\u306b\u306a\u308b\u3053\u3068\u3002\u5bfe\u5fdc\u3059\u308b\u30d5\u30a1\u30a4\u30eb\u306e\u5f62\u5f0f | [Google Cloud: Supported files](https:\/\/docs.cloud.google.com\/document-ai\/docs\/file-types) | 2026-10-28 |\n| \u98fc\u990a\u885b\u751f\u7ba1\u7406\u57fa\u6e96\uff08\u9d8f\u305d\u306e\u4ed6\u306e\u5bb6\u304d\u3093\uff09\u3067\u3001\u98fc\u990a\u3059\u308b\u5bb6\u304d\u3093\u306e\u7fbd\u6570\u30fb\u65e5\u9f62\u30fb\u7570\u72b6\u306e\u6709\u7121\u3068\u75c7\u72b6\u306a\u3069\u306e\u8a18\u9332\u3092\u4f5c\u308a\u5c11\u306a\u304f\u3068\u30821\u5e74\u9593\u4fdd\u5b58\u3059\u308b\u3053\u3068\u3002\u7279\u5b9a\u75c7\u72b6\u3092\u898b\u3064\u3051\u305f\u3068\u304d\u306f\u76f4\u3061\u306b\u5bb6\u755c\u4fdd\u5065\u885b\u751f\u6240\u306b\u901a\u5831\u3057\u3001\u51fa\u8377\u3068\u79fb\u52d5\u3092\u884c\u308f\u306a\u3044\u3053\u3068\u3002\u6b7b\u4ea1\u7387\u306e\u6025\u6fc0\u306a\u4e0a\u6607\u306a\u3069\u306e\u7570\u72b6\u3067\u306f\u7363\u533b\u5e2b\u306e\u8a3a\u7642\u304b\u5bb6\u755c\u4fdd\u5065\u885b\u751f\u6240\u306e\u6307\u5c0e\u3092\u53d7\u3051\u308b\u3053\u3068\uff08e-Gov \u6cd5\u4ee4API\u30022026-10-01 \u65bd\u884c\u306e\u7248\uff09 | [e-Gov: \u5bb6\u755c\u4f1d\u67d3\u75c5\u4e88\u9632\u6cd5\u65bd\u884c\u898f\u5247](https:\/\/laws.e-gov.go.jp\/api\/2\/law_data\/326M50010000035) | 2026-10-28 |\n| 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