train.json
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[
{
"id": "train-001",
"type": "数据查询",
"input": {
"query": "查询昨日热门选题的表现数据",
"metrics": ["view_count", "retention_rate", "engagement"]
},
"expected": {
"topics": [
{"id": "T001", "name": "霸总重生", "view_count": 150000, "retention_rate": 0.45, "engagement": 8.2},
{"id": "T002", "name": "甜宠校花", "view_count": 120000, "retention_rate": 0.52, "engagement": 7.8}
]
},
"evaluation": {
"data_accuracy": 10,
"analysis_depth": 8,
"report_quality": 9,
"tool_usage": 10
}
},
{
"id": "train-002",
"type": "趋势分析",
"input": {
"topic": "军事题材",
"period": "7d",
"metrics": ["popularity", "growth_rate"]
},
"expected": {
"trend": [
{"date": "2026-03-21", "popularity": 65},
{"date": "2026-03-22", "popularity": 68},
{"date": "2026-03-23", "popularity": 72},
{"date": "2026-03-24", "popularity": 70},
{"date": "2026-03-25", "popularity": 75},
{"date": "2026-03-26", "popularity": 78},
{"date": "2026-03-27", "popularity": 82}
],
"growth_rate": 0.262
},
"evaluation": {
"data_accuracy": 9,
"analysis_depth": 9,
"report_quality": 8,
"tool_usage": 9
}
},
{
"id": "train-003",
"type": "A/B测试分析",
"input": {
"experimentId": "exp-20260327-001",
"variants": ["A", "B"]
},
"expected": {
"variant_a": {"conversion_rate": 0.032, "sample_size": 5000},
"variant_b": {"conversion_rate": 0.041, "sample_size": 5000},
"statistical_significance": 0.023,
"conclusion": "B变体显著优于A (p<0.05)"
},
"evaluation": {
"data_accuracy": 9,
"analysis_depth": 10,
"report_quality": 8,
"tool_usage": 9
}
},
{
"id": "train-004",
"type": "用户反馈分析",
"input": {
"source": "in-app",
"dateRange": "2026-03-20~2026-03-27",
"sentiment": true
},
"expected": {
"total_feedback": 1250,
"positive_rate": 0.68,
"negative_rate": 0.15,
"neutral_rate": 0.17,
"keywords": ["剧情", "画面", "配音", "流畅"]
},
"evaluation": {
"data_accuracy": 9,
"analysis_depth": 9,
"report_quality": 9,
"tool_usage": 9
}
},
{
"id": "train-005",
"type": "报表导出",
"input": {
"reportType": "weekly",
"format": "excel",
"dateRange": "2026-03-20~2026-03-27"
},
"expected": {
"file_url": "/exports/weekly_report_2026_03_27.xlsx",
"sheets": ["Overview", "Topics", "Users", "Revenue"]
},
"evaluation": {
"data_accuracy": 10,
"analysis_depth": 7,
"report_quality": 8,
"tool_usage": 10
}
},
{
"id": "train-006",
"type": "异常检测",
"input": {
"metric": "daily_active_users",
"threshold": 0.15,
"period": "24h"
},
"expected": {
"anomaly_detected": true,
"timestamp": "2026-03-27T14:00:00Z",
"deviation": 0.22,
"possible_causes": ["推广活动结束", "竞品上线新功能", "服务器波动"]
},
"evaluation": {
"data_accuracy": 9,
"analysis_depth": 9,
"report_quality": 9,
"tool_usage": 8
}
},
{
"id": "train-007",
"type": "竞品对比",
"input": {
"competitors": ["app-a", "app-b"],
"metrics": ["downloads", "revenue", "rating"]
},
"expected": {
"comparison": [
{"metric": "downloads", "us": 850000, "app_a": 920000, "app_b": 780000},
{"metric": "revenue", "us": 125000, "app_a": 140000, "app_b": 95000},
{"metric": "rating", "us": 4.5, "app_a": 4.3, "app_b": 4.6}
],
"gap_analysis": "我们在下载量上落后竞品A 8%，但收入差距较小"
},
"evaluation": {
"data_accuracy": 9,
"analysis_depth": 9,
"report_quality": 9,
"tool_usage": 9
}
},
{
"id": "train-008",
"type": "预测分析",
"input": {
"topic": "娱乐八卦",
"forecast_period": "3d",
"model": "linear_regression"
},
"expected": {
"predictions": [
{"date": "2026-03-28", "value": 78, "confidence": 0.85},
{"date": "2026-03-29", "value": 82, "confidence": 0.82},
{"date": "2026-03-30", "value": 86, "confidence": 0.79}
],
"model_accuracy": 0.87
},
"evaluation": {
"data_accuracy": 8,
"analysis_depth": 9,
"report_quality": 8,
"tool_usage": 8
}
}
]