Ad_Audit / cases /hard.json
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{
"case_id": "hard",
"difficulty": "hard",
"campaign": {
"name": "Global Auto Insurance Q4 Push",
"duration_days": 14,
"total_budget": 20000,
"conversion_value": 10.0,
"investigation_budget": 6,
"industry_benchmarks": {
"avg_ctr": 0.021,
"avg_cvr": 0.028
}
},
"publishers": {
"pub_001": {
"name": "AutoInsure Direct",
"is_fraudulent": false,
"fraud_type": null,
"base_traffic_rate": 11000,
"true_ctr": 0.023,
"true_cvr": 0.033,
"cpm_rate": 2.0,
"budget_allocation": 0.25,
"suspicion_reactivity": 1.0,
"fraud_schedule": {},
"fake_ctr": 0.0,
"fake_cvr": 0.0,
"day_factors": [1.0, 1.01, 0.99, 1.02, 1.0, 0.97, 0.94, 1.02, 1.01, 0.99, 1.01, 1.02, 0.98, 1.0],
"noise_factors": [1.0, 0.99, 1.01, 1.0, 1.01, 0.99, 1.0, 1.01, 0.99, 1.0, 1.01, 0.99, 1.0, 1.01]
},
"pub_002": {
"name": "SafeDrive Media",
"is_fraudulent": false,
"fraud_type": null,
"base_traffic_rate": 8000,
"true_ctr": 0.020,
"true_cvr": 0.029,
"cpm_rate": 2.0,
"budget_allocation": 0.25,
"suspicion_reactivity": 1.0,
"fraud_schedule": {},
"fake_ctr": 0.0,
"fake_cvr": 0.0,
"day_factors": [1.0, 0.99, 1.01, 1.0, 1.02, 0.97, 0.94, 1.01, 1.0, 0.99, 1.01, 1.0, 0.98, 1.01],
"noise_factors": [1.0, 1.01, 0.99, 1.0, 1.01, 0.99, 1.0, 1.01, 0.99, 1.0, 1.01, 0.99, 1.0, 1.01]
},
"pub_003": {
"name": "ShadowNet Ads",
"is_fraudulent": true,
"fraud_type": "domain_spoofing",
"base_traffic_rate": 12000,
"true_ctr": 0.019,
"true_cvr": 0.025,
"cpm_rate": 2.5,
"budget_allocation": 0.25,
"suspicion_reactivity": 1.8,
"fraud_schedule": {
"start_day": 4,
"ramp_days": 3,
"peak_intensity": 1.8
},
"fake_ctr": 0.025,
"fake_cvr": 0.003,
"day_factors": [1.0, 1.02, 1.04, 1.08, 1.10, 1.08, 1.10, 1.12, 1.10, 1.08, 1.10, 1.12, 1.10, 1.08],
"noise_factors": [1.0, 1.01, 0.99, 1.02, 1.0, 0.98, 1.01, 1.0, 0.99, 1.01, 1.0, 0.99, 1.01, 1.0]
},
"pub_004": {
"name": "ConvertMax Pro",
"is_fraudulent": true,
"fraud_type": "bot_traffic",
"base_traffic_rate": 9000,
"true_ctr": 0.021,
"true_cvr": 0.029,
"cpm_rate": 2.0,
"budget_allocation": 0.25,
"suspicion_reactivity": 1.5,
"fraud_schedule": {
"start_day": 5,
"ramp_days": 3,
"peak_intensity": 1.5
},
"fake_ctr": 0.04,
"fake_cvr": 0.002,
"day_factors": [1.0, 1.0, 1.0, 1.01, 1.03, 1.05, 1.06, 1.07, 1.06, 1.07, 1.06, 1.07, 1.06, 1.05],
"noise_factors": [1.0, 1.01, 0.99, 1.0, 1.01, 0.99, 1.02, 1.0, 0.98, 1.01, 1.0, 0.99, 1.01, 1.0]
}
},
"ground_truth": {
"fraudulent_publishers": ["pub_003", "pub_004"],
"fraud_types": {
"pub_003": "domain_spoofing",
"pub_004": "bot_traffic"
}
}
}