| { |
| "case_id": "medium", |
| "difficulty": "medium", |
| "campaign": { |
| "name": "Holiday Fashion Campaign", |
| "duration_days": 14, |
| "total_budget": 15000, |
| "conversion_value": 10.0, |
| "investigation_budget": 10, |
| "industry_benchmarks": { |
| "avg_ctr": 0.021, |
| "avg_cvr": 0.028 |
| } |
| }, |
| "publishers": { |
| "pub_001": { |
| "name": "StyleMaven Magazine", |
| "is_fraudulent": false, |
| "fraud_type": null, |
| "base_traffic_rate": 12000, |
| "true_ctr": 0.022, |
| "true_cvr": 0.032, |
| "cpm_rate": 2.5, |
| "budget_allocation": 0.30, |
| "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, 0.95, 1.03, 1.01, 0.99, 1.02, 1.0, 0.98, 1.01], |
| "noise_factors": [1.0, 0.99, 1.01, 1.0, 0.98, 1.02, 1.0, 0.99, 1.01, 1.0, 0.98, 1.01, 1.0, 0.99] |
| }, |
| "pub_002": { |
| "name": "FashionForward Hub", |
| "is_fraudulent": false, |
| "fraud_type": null, |
| "base_traffic_rate": 7000, |
| "true_ctr": 0.019, |
| "true_cvr": 0.027, |
| "cpm_rate": 2.0, |
| "budget_allocation": 0.20, |
| "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, 0.96, 0.94, 1.01, 1.0, 0.99, 1.01, 1.02, 0.98, 1.0], |
| "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": "LuxeAds Premium", |
| "is_fraudulent": true, |
| "fraud_type": "bot_traffic", |
| "base_traffic_rate": 11000, |
| "true_ctr": 0.020, |
| "true_cvr": 0.026, |
| "cpm_rate": 3.0, |
| "budget_allocation": 0.25, |
| "suspicion_reactivity": 0.5, |
| "fraud_schedule": { |
| "start_day": 3, |
| "ramp_days": 2, |
| "peak_intensity": 2.5 |
| }, |
| "fake_ctr": 0.06, |
| "fake_cvr": 0.001, |
| "day_factors": [1.0, 1.01, 1.0, 1.05, 1.10, 1.12, 1.10, 1.13, 1.12, 1.10, 1.12, 1.13, 1.11, 1.10], |
| "noise_factors": [1.01, 1.0, 0.99, 1.01, 1.0, 0.99, 1.01, 1.0, 0.98, 1.02, 1.0, 0.99, 1.01, 1.0] |
| }, |
| "pub_004": { |
| "name": "ClickBoost Pro", |
| "is_fraudulent": true, |
| "fraud_type": "click_injection", |
| "base_traffic_rate": 8000, |
| "true_ctr": 0.018, |
| "true_cvr": 0.024, |
| "cpm_rate": 2.0, |
| "budget_allocation": 0.25, |
| "suspicion_reactivity": 0.5, |
| "fraud_schedule": { |
| "start_day": 3, |
| "ramp_days": 3, |
| "peak_intensity": 2.0 |
| }, |
| "fake_ctr": 0.04, |
| "fake_cvr": 0.07, |
| "day_factors": [1.0, 1.0, 1.0, 1.03, 1.06, 1.08, 1.10, 1.08, 1.10, 1.08, 1.10, 1.08, 1.10, 1.08], |
| "noise_factors": [1.0, 1.01, 0.99, 1.0, 0.98, 1.02, 1.0, 0.99, 1.01, 1.0, 0.99, 1.01, 1.0, 0.99] |
| } |
| }, |
| "ground_truth": { |
| "fraudulent_publishers": ["pub_003", "pub_004"], |
| "fraud_types": { |
| "pub_003": "bot_traffic", |
| "pub_004": "click_injection" |
| } |
| } |
| } |
|
|
