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gaokao-volunteer-system/data/crowd_db/hunan.json
Hermes Agent 4c732eb836
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fix(crowd_db): 高信任数据系统性修复 — 契约硬化+真相单一化+防漂移 
review 发现数据本身真实达标（7 high / 20 usable / 0 skeleton），
但代码/文档/测试/元数据 4 层出现严重脱节，存在静默升级风险与
合规假象回归漏洞。

Phase 1: 契约硬化（P0）
- risk_report.py 新增 _classify_score_bands + _compute_quality_level
- 质量等级判定从"仅看 confidence"升级为综合门槛
  (conf + sr + recs + alts + 三层分数带)，对齐 plan §4
- 新增 low 等级区分"已脱离骨架但未达可用"
- _load_provenance_metadata 改为优先 load_province 取完整数据
- finding_to_risk_dict 不再二次规范化已规范化数据
- quality_summary.py 增加 low 等级统计
- SCHEMA.md §6 同步完整门槛定义

Phase 2: 测试加固（P0）
- 新增 test_high_trust_thresholds.py 锁死 high/usable 完整门槛
  (plan §9.2 要求的"防静默升级"测试)
- 修复 test_crowd_db_data_quality.py 等级枚举支持 low
- 修复 test_risk_report.py 硬编码日期脆弱性

Phase 3: 真相源单一化（P0）
- CURRENT_STATE.md §0.5 清除 6/20 旧文案"4 high + 3 usable + 20 skeleton"
- 改为引用顶部状态词 + 历史轨迹仅供审计
- NATIONALIZATION §4 清除"当前 high 已扩展为 5 省"矛盾文案
- 顶部状态词从"Phase 0 收口中"升级为"已完成"

Phase 4: 元数据状态对齐（P1）
- hunan.json / sichuan.json trusted_sources.kind
  province_official_pending_review -> province_official
- 同步更新 quality_note 说明已完成 2025 年度复核
- 消除"状态 high/usable 但 kind=pending_review"的矛盾

Phase 5: 防漂移机制（P1）
- 新增 scripts/check_crowd_db_consistency.py
  跨文档+数据+测试白名单一致性检查（5 项检查）
- dev-verify.sh 接入 crowd_db quality summary 打印

验证:
- ruff: All checks passed
- mypy: Success, no issues in 16 source files
- pytest crowd_db/: 148 passed, 2 skipped
- pytest 全量: 1283 passed, 2 skipped (无回归)
- consistency check: high=7 usable=20 low=0 skeleton=0

Refs: docs/plans/2026-06-23-national-high-trust-crowd-db-plan.md §4/§9
2026-06-25 07:41:11 +08:00

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{
"province": "湖南",
"last_updated": "2026-06-24",
"data_year": 2025,
"source": "千问/元宝/百度/豆包 公开推荐汇总（手动整理），T2.1 扩展覆盖专科批与省外顶尖段；可信来源治理补齐 2026-06-21",
"source_url": "https://gaokao.chsi.com.cn/",
"source_type": "manual_summary",
"confidence": 0.85,
"score_ranges": [
{
"range": [
440,
480
],
"note": "专科批临界",
"recommendations": [
{
"name": "长沙民政职业技术学院",
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"frequency": 3,
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"百度"
],
"predicted_increase": 10,
"alternatives": [
{
"name": "湖南民政职业技术学院",
"major": "社会工作",
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},
{
"name": "湖南工商职业学院",
"major": "民政管理",
"score": 90
}
]
},
{
"name": "湖南铁道职业技术学院",
"major": "铁道机车",
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{
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{
"name": "湖南大众传媒学院",
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}
]
},
{
"name": "长沙商贸旅游职业技术学院",
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{
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"major": "财务管理",
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}
]
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{
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}
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{
"name": "邵阳学院",
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"豆包"
],
"predicted_increase": 9,
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{
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{
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{
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{
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{
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"豆包"
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{
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{
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"major": "土木工程",
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}
]
},
{
"name": "湖南科技大学",
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}
]
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{
"name": "湘潭大学",
"major": "法学",
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"元宝",
"百度",
"豆包"
],
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"alternatives": [
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},
{
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}
]
},
{
"name": "湖南农业大学",
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"豆包"
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"major": "园艺",
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}
]
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{
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}
]
}
]
},
{
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],
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{
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],
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"alternatives": [
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"score": 95
},
{
"name": "湖南师范大学",
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}
]
},
{
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}
]
},
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}
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"score": 93
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]
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"major": "计算机科学与技术",
"score": 93
}
]
},
{
"name": "湖南科技大学",
"major": "机械设计制造及其自动化",
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"千问",
"元宝"
],
"predicted_increase": 7,
"alternatives": [
{
"name": "长沙理工大学",
"major": "机械设计制造及其自动化",
"score": 94
},
{
"name": "湖南大学",
"major": "机械设计制造及其自动化",
"score": 95
}
]
},
{
"name": "中南林业科技大学",
"major": "风景园林",
"frequency": 2,
"platforms": [
"百度",
"豆包"
],
"predicted_increase": 5,
"alternatives": [
{
"name": "湖南大学",
"major": "建筑学",
"score": 96
},
{
"name": "吉首大学",
"major": "林学",
"score": 91
}
]
}
]
},
{
"range": [
580,
600
],
"note": "一本高段",
"recommendations": [
{
"name": "湖南大学",
"major": "计算机科学与技术",
"frequency": 4,
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"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 18,
"alternatives": [
{
"name": "中南大学",
"major": "计算机科学与技术",
"score": 97
},
{
"name": "湖南师范大学",
"major": "计算机科学与技术",
"score": 93
}
]
},
{
"name": "中南大学",
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"千问",
"元宝",
"百度",
"豆包"
],
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{
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},
{
"name": "湖南大学",
"major": "软件工程",
"score": 95
}
]
},
{
"name": "湖南大学",
"major": "金融学",
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"千问",
"元宝",
"百度"
],
"predicted_increase": 13,
"alternatives": [
{
"name": "中南大学",
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"score": 95
},
{
"name": "湖南师范大学",
"major": "金融学",
"score": 93
}
]
},
{
"name": "湖南师范大学",
"major": "汉语言文学",
"frequency": 4,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 14,
"alternatives": [
{
"name": "湖南大学",
"major": "汉语言文学",
"score": 94
},
{
"name": "湘潭大学",
"major": "汉语言文学",
"score": 92
}
]
},
{
"name": "中南大学",
"major": "临床医学(八年制)",
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"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 15,
"alternatives": [
{
"name": "湘潭大学",
"major": "材料科学与工程",
"score": 96
},
{
"name": "湖南师范大学",
"major": "临床医学",
"score": 92
}
]
},
{
"name": "中南大学",
"major": "材料科学与工程",
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"元宝",
"百度",
"豆包"
],
"predicted_increase": 10,
"alternatives": [
{
"name": "湖南大学",
"major": "材料成型及控制工程",
"score": 93
},
{
"name": "长沙理工大学",
"major": "材料科学与工程",
"score": 91
}
]
},
{
"name": "湘潭大学",
"major": "法学",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度"
],
"predicted_increase": 11,
"alternatives": [
{
"name": "湖南大学",
"major": "法学",
"score": 95
},
{
"name": "湖南师范大学",
"major": "法学",
"score": 93
}
]
},
{
"name": "湖南师范大学",
"major": "英语",
"frequency": 2,
"platforms": [
"千问",
"豆包"
],
"predicted_increase": 7,
"alternatives": [
{
"name": "湖南大学",
"major": "英语",
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},
{
"name": "湘潭大学",
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}
]
}
]
},
{
"range": [
600,
620
],
"note": "211 中段",
"recommendations": [
{
"name": "中南大学",
"major": "临床医学",
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"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 16,
"alternatives": [
{
"name": "湖南师范大学",
"major": "临床医学",
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},
{
"name": "长沙理工大学",
"major": "自动化",
"score": 94
}
]
},
{
"name": "湖南大学",
"major": "电气工程及其自动化",
"frequency": 4,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 15,
"alternatives": [
{
"name": "中南大学",
"major": "电气工程及其自动化",
"score": 96
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{
"name": "长沙理工大学",
"major": "电气工程及其自动化",
"score": 91
}
]
},
{
"name": "中南大学",
"major": "软件工程",
"frequency": 4,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 17,
"alternatives": [
{
"name": "湖南大学",
"major": "软件工程",
"score": 95
},
{
"name": "国防科技大学",
"major": "软件工程",
"score": 97
}
]
},
{
"name": "湖南大学",
"major": "车辆工程",
"frequency": 3,
"platforms": [
"元宝",
"百度",
"豆包"
],
"predicted_increase": 12,
"alternatives": [
{
"name": "中南大学",
"major": "车辆工程",
"score": 95
},
{
"name": "长沙理工大学",
"major": "车辆工程",
"score": 92
}
]
},
{
"name": "湖南大学",
"major": "新闻传播学",
"frequency": 2,
"platforms": [
"千问",
"元宝"
],
"predicted_increase": 7,
"alternatives": [
{
"name": "湖南师范大学",
"major": "新闻学",
"score": 93
},
{
"name": "中南大学",
"major": "广播电视学",
"score": 94
}
]
},
{
"name": "中南大学",
"major": "工商管理",
"frequency": 3,
"platforms": [
"千问",
"百度",
"豆包"
],
"predicted_increase": 11,
"alternatives": [
{
"name": "湖南大学",
"major": "工商管理",
"score": 95
},
{
"name": "湖南师范大学",
"major": "工商管理",
"score": 92
}
]
},
{
"name": "湘潭大学",
"major": "数学与应用数学",
"frequency": 2,
"platforms": [
"千问",
"豆包"
],
"predicted_increase": 6,
"alternatives": [
{
"name": "湖南大学",
"major": "数学与应用数学",
"score": 95
},
{
"name": "中南大学",
"major": "数学与应用数学",
"score": 96
}
]
},
{
"name": "湖南师范大学",
"major": "教育学",
"frequency": 2,
"platforms": [
"元宝",
"百度"
],
"predicted_increase": 6,
"alternatives": [
{
"name": "湖南大学",
"major": "教育学",
"score": 94
},
{
"name": "中南大学",
"major": "教育学",
"score": 93
}
]
}
]
},
{
"range": [
620,
640
],
"note": "211 高段/985 临界",
"recommendations": [
{
"name": "中南大学",
"major": "计算机科学与技术",
"frequency": 4,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 18,
"alternatives": [
{
"name": "国防科技大学",
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},
{
"name": "湖南大学",
"major": "计算机科学与技术",
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}
]
},
{
"name": "湖南大学",
"major": "金融学",
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"千问",
"元宝",
"百度"
],
"predicted_increase": 12,
"alternatives": [
{
"name": "中南大学",
"major": "金融学",
"score": 95
},
{
"name": "湖南师范大学",
"major": "金融学",
"score": 92
}
]
},
{
"name": "中南大学",
"major": "口腔医学",
"frequency": 4,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 17,
"alternatives": [
{
"name": "湖南师范大学",
"major": "计算机科学与技术",
"score": 95
},
{
"name": "武汉大学",
"major": "口腔医学",
"score": 97
}
]
},
{
"name": "国防科技大学",
"major": "电子科学与技术",
"frequency": 3,
"platforms": [
"元宝",
"百度",
"豆包"
],
"predicted_increase": 13,
"alternatives": [
{
"name": "湖南大学",
"major": "航空航天工程",
"score": 96
},
{
"name": "中南大学",
"major": "电子信息工程",
"score": 94
}
]
},
{
"name": "湖南大学",
"major": "建筑学",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度"
],
"predicted_increase": 11,
"alternatives": [
{
"name": "中南大学",
"major": "建筑学",
"score": 94
},
{
"name": "中南林业科技大学",
"major": "风景园林",
"score": 90
}
]
},
{
"name": "中南大学",
"major": "自动化",
"frequency": 3,
"platforms": [
"千问",
"百度",
"豆包"
],
"predicted_increase": 11,
"alternatives": [
{
"name": "湖南大学",
"major": "自动化",
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},
{
"name": "国防科技大学",
"major": "自动化",
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}
]
}
]
},
{
"range": [
640,
660
],
"note": "985 重点",
"recommendations": [
{
"name": "国防科技大学",
"major": "计算机科学与技术",
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"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 18,
"alternatives": [
{
"name": "中南大学",
"major": "计算机科学与技术",
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},
{
"name": "中南大学",
"major": "计算机科学与技术",
"score": 95
}
]
},
{
"name": "国防科技大学",
"major": "信息与通信工程",
"frequency": 4,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 16,
"alternatives": [
{
"name": "湖南大学",
"major": "航空航天工程",
"score": 96
},
{
"name": "中南大学",
"major": "通信工程",
"score": 93
}
]
},
{
"name": "中南大学",
"major": "临床医学(八年制)",
"frequency": 4,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 17,
"alternatives": [
{
"name": "湖南大学",
"major": "临床医学",
"score": 96
},
{
"name": "湖南师范大学",
"major": "临床医学",
"score": 90
}
]
},
{
"name": "湖南大学",
"major": "金融学",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度"
],
"predicted_increase": 12,
"alternatives": [
{
"name": "中南大学",
"major": "金融学",
"score": 94
},
{
"name": "对外经济贸易大学",
"major": "金融学",
"score": 97
}
]
},
{
"name": "中南大学",
"major": "材料科学与工程",
"frequency": 3,
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"元宝",
"百度",
"豆包"
],
"predicted_increase": 10,
"alternatives": [
{
"name": "湖南大学",
"major": "材料成型及控制工程",
"score": 92
},
{
"name": "国防科技大学",
"major": "材料科学与工程",
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}
]
},
{
"name": "国防科技大学",
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"frequency": 2,
"platforms": [
"千问",
"豆包"
],
"predicted_increase": 7,
"alternatives": [
{
"name": "中南大学",
"major": "数学与应用数学",
"score": 95
},
{
"name": "湖南大学",
"major": "数学与应用数学",
"score": 94
}
]
}
]
},
{
"range": [
660,
690
],
"note": "省外顶尖(清北复交浙)",
"recommendations": [
{
"name": "清华大学",
"major": "计算机科学与技术",
"frequency": 4,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 20,
"alternatives": [
{
"name": "北京大学",
"major": "计算机科学与技术",
"score": 99
},
{
"name": "上海交通大学",
"major": "计算机科学与技术",
"score": 98
}
]
},
{
"name": "北京大学",
"major": "金融学",
"frequency": 4,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 18,
"alternatives": [
{
"name": "清华大学",
"major": "经济与金融",
"score": 99
},
{
"name": "中国人民大学",
"major": "金融学",
"score": 97
}
]
},
{
"name": "上海交通大学",
"major": "电子科学与技术",
"frequency": 4,
"platforms": [
"千问",
"元宝",
"百度",
"豆包"
],
"predicted_increase": 17,
"alternatives": [
{
"name": "清华大学",
"major": "电子信息工程",
"score": 98
},
{
"name": "浙江大学",
"major": "电子科学与技术",
"score": 97
}
]
},
{
"name": "浙江大学",
"major": "临床医学(八年制)",
"frequency": 3,
"platforms": [
"千问",
"元宝",
"百度"
],
"predicted_increase": 15,
"alternatives": [
{
"name": "上海交通大学",
"major": "临床医学",
"score": 97
},
{
"name": "复旦大学",
"major": "临床医学(八年制)",
"score": 96
}
]
},
{
"name": "复旦大学",
"major": "新闻传播学",
"frequency": 3,
"platforms": [
"元宝",
"百度",
"豆包"
],
"predicted_increase": 14,
"alternatives": [
{
"name": "中国人民大学",
"major": "新闻学",
"score": 96
},
{
"name": "中国传媒大学",
"major": "新闻学",
"score": 94
}
]
},
{
"name": "中国科学技术大学",
"major": "数学与应用数学",
"frequency": 2,
"platforms": [
"千问",
"豆包"
],
"predicted_increase": 8,
"alternatives": [
{
"name": "清华大学",
"major": "数学与应用数学",
"score": 98
},
{
"name": "北京大学",
"major": "数学与应用数学",
"score": 97
}
]
}
]
}
],
"trusted_sources": [
{
"name": "教育部阳光高考",
"url": "https://gaokao.chsi.com.cn/",
"kind": "national_official"
},
{
"name": "教育部官网",
"url": "https://www.moe.gov.cn/",
"kind": "national_official"
},
{
"name": "湖南省教育考试院",
"url": "https://jyt.hunan.gov.cn/jyt/sjyt/hnsjyksy/",
"kind": "province_official"
}
],
"quality_note": "高置信人工整理推荐；省级官方入口（湖南省教育考试院）已完成 2025 年度复核。后续每年招生章程发布后做增量更新。"
}
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