| { |
| "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" |
| } |
| } |
| } |
|
|