schema_version
stringclasses
1 value
event
dict
identity_context
dict
telemetry_stream
listlengths
6
9
vulnerability
dict
detection
dict
impact
dict
simulation
dict
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106476", "label": "fraudulent", "label_confidence": 0.898, "severity": "high", "timestamp": "2026-01-05T11:56:00Z", "trace_id": "0054276c-476d-6e06-7a19-a36dddc95d1b" }
{ "account_age_days": 569, "account_id": "ACCT-32DB00266C8F", "baseline_risk_score": 0.141, "kyc_tier": "tier_1", "session_entropy": 0.559 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 623, "timestamp": "2026-01-05T11:56:00Z", "transaction_amount_usd": 961611.24 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.936, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2013587.82, "financial_exposure_usd": 2257732.65, "recoverable_pct": 0.941 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105107", "label": "fraudulent", "label_confidence": 0.918, "severity": "low", "timestamp": "2026-01-04T13:07:00Z", "trace_id": "a3891c08-1b60-f193-0cc0-381fa6d208e7" }
{ "account_age_days": 586, "account_id": "ACCT-F81F6CFFA69D", "baseline_risk_score": 0.14, "kyc_tier": "tier_2", "session_entropy": 0.117 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 109, "timestamp": "2026-01-04T13:07:00Z", "transaction_amount_usd": 2697947.42 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.574, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2784842.29, "financial_exposure_usd": 5486090.09, "recoverable_pct": 0.609 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108627", "label": "benign", "label_confidence": 0.602, "severity": "high", "timestamp": "2026-01-06T23:47:00Z", "trace_id": "ac302be8-5d89-a53a-1d63-cbdc551e612e" }
{ "account_age_days": 812, "account_id": "ACCT-8457B20961A7", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.152 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 188, "timestamp": "2026-01-06T23:47:00Z", "transaction_amount_usd": 12538.66 }, { "asset": "ETH", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.77, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_tr...
{ "customer_funds_at_risk_usd": 1223.1, "financial_exposure_usd": 2844.52, "recoverable_pct": 0.686 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108348", "label": "benign", "label_confidence": 0.636, "severity": "low", "timestamp": "2026-01-06T19:08:00Z", "trace_id": "8c70cce1-418a-ff40-23c7-2d2085eb8f6d" }
{ "account_age_days": 1943, "account_id": "ACCT-43C17B331A59", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.479 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 935, "timestamp": "2026-01-06T19:08:00Z", "transaction_amount_usd": 2944.34 }, { "asset": "ETH", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.756, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 544.77, "financial_exposure_usd": 1350.6, "recoverable_pct": 0.966 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107152", "label": "benign", "label_confidence": 0.622, "severity": "high", "timestamp": "2026-01-05T23:12:00Z", "trace_id": "cb74168d-150f-8c1a-0ecb-41503c7a8ff5" }
{ "account_age_days": 127, "account_id": "ACCT-FDF10764993A", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.643 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 1031, "timestamp": "2026-01-05T23:12:00Z", "transaction_amount_usd": 9040.63 }, { "asset": "USDC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG",...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.57, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND pr...
{ "customer_funds_at_risk_usd": 3772.16, "financial_exposure_usd": 5765.23, "recoverable_pct": 0.749 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100456", "label": "fraudulent", "label_confidence": 0.887, "severity": "medium", "timestamp": "2026-01-01T07:36:00Z", "trace_id": "889d12fc-e704-4fd6-cd66-432b5bd6ac09" }
{ "account_age_days": 560, "account_id": "ACCT-EA58867E01FC", "baseline_risk_score": 0.534, "kyc_tier": "tier_2", "session_entropy": 0.537 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 147, "timestamp": "2025-12-31T21:54:00Z", "transaction_amount_usd": 10.79 }, { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.758, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 473391.21, "financial_exposure_usd": 990476.65, "recoverable_pct": 0.431 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105471", "label": "fraudulent", "label_confidence": 0.943, "severity": "medium", "timestamp": "2026-01-04T19:11:00Z", "trace_id": "9ddad30c-4bf9-8322-14cc-6ba455d8edce" }
{ "account_age_days": 828, "account_id": "ACCT-A0A40F69C9AD", "baseline_risk_score": 0.339, "kyc_tier": "tier_3", "session_entropy": 0.137 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 1151, "timestamp": "2026-01-04T19:11:00Z", "transaction_amount_usd": 2404147.86 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.738, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 4652205.89, "financial_exposure_usd": 4787239.7, "recoverable_pct": 0.657 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109690", "label": "benign", "label_confidence": 0.718, "severity": "high", "timestamp": "2026-01-07T17:30:00Z", "trace_id": "b2e44492-f454-7d8a-63d5-deb1d07ae700" }
{ "account_age_days": 642, "account_id": "ACCT-A098C7CDC8DC", "baseline_risk_score": 0.188, "kyc_tier": "tier_1", "session_entropy": 0.457 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 820, "timestamp": "2026-01-07T17:30:00Z", "transaction_amount_usd": 9693.88 }, { "asset": "GBP", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.513, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 1093.3, "financial_exposure_usd": 2564.13, "recoverable_pct": 0.693 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107716", "label": "benign", "label_confidence": 0.665, "severity": "medium", "timestamp": "2026-01-06T08:36:00Z", "trace_id": "b96ac23b-0647-934d-db9c-97a9d984aac9" }
{ "account_age_days": 97, "account_id": "ACCT-30227F25193B", "baseline_risk_score": 0.157, "kyc_tier": "tier_1", "session_entropy": 0.683 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 304, "timestamp": "2026-01-05T20:19:00Z", "transaction_amount_usd": 24.55 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.772, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 3170.98, "financial_exposure_usd": 4424.96, "recoverable_pct": 0.804 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100929", "label": "fraudulent", "label_confidence": 0.904, "severity": "medium", "timestamp": "2026-01-01T15:29:00Z", "trace_id": "8a7ca0ef-915d-f252-2485-ffcf76707b61" }
{ "account_age_days": 1472, "account_id": "ACCT-0A9C68DE4169", "baseline_risk_score": 0.628, "kyc_tier": "tier_3", "session_entropy": 0.249 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 163, "timestamp": "2026-01-01T15:29:00Z", "transaction_amount_usd": 21960.24 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.922, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 1129643.31, "financial_exposure_usd": 1190817.32, "recoverable_pct": 0.008 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109761", "label": "benign", "label_confidence": 0.465, "severity": "low", "timestamp": "2026-01-07T18:41:00Z", "trace_id": "ae3b9d62-9469-5dd5-eb11-d881067e173d" }
{ "account_age_days": 551, "account_id": "ACCT-BD6C6B7F3536", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.738 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 813, "timestamp": "2026-01-07T18:41:00Z", "transaction_amount_usd": 9677.38 }, { "asset": "USDT", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.696, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 743.39, "financial_exposure_usd": 1629.8, "recoverable_pct": 0.721 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107344", "label": "benign", "label_confidence": 0.464, "severity": "medium", "timestamp": "2026-01-06T02:24:00Z", "trace_id": "2cdcceb6-a0c7-31a1-b6f0-05ea3a934d2d" }
{ "account_age_days": 789, "account_id": "ACCT-560AFE3D4D12", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.463 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 149, "timestamp": "2026-01-05T15:32:00Z", "transaction_amount_usd": 7.73 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.537, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 775.17, "financial_exposure_usd": 1216.16, "recoverable_pct": 0.809 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106756", "label": "benign", "label_confidence": 0.67, "severity": "high", "timestamp": "2026-01-05T16:36:00Z", "trace_id": "f68e27bf-475c-d803-7a4a-263fb708acea" }
{ "account_age_days": 708, "account_id": "ACCT-6CC2D95B753C", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.833 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 158, "timestamp": "2026-01-05T12:53:00Z", "transaction_amount_usd": 16.35 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.638, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 6323.03, "financial_exposure_usd": 6598.38, "recoverable_pct": 0.631 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109777", "label": "benign", "label_confidence": 0.68, "severity": "low", "timestamp": "2026-01-07T18:57:00Z", "trace_id": "46112c8a-50d4-b898-f288-1c41a902f39c" }
{ "account_age_days": 1198, "account_id": "ACCT-8C8A7BC960AC", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.627 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 1062, "timestamp": "2026-01-07T18:57:00Z", "transaction_amount_usd": 14344.54 }, { "asset": "EUR", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.573, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 3308.87, "financial_exposure_usd": 4195.44, "recoverable_pct": 0.819 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104078", "label": "fraudulent", "label_confidence": 0.667, "severity": "medium", "timestamp": "2026-01-03T19:58:00Z", "trace_id": "25b5a5ff-1286-6eff-565a-2318bd30b275" }
{ "account_age_days": 23, "account_id": "ACCT-05B734C8A7FB", "baseline_risk_score": 0.281, "kyc_tier": "tier_2", "session_entropy": 0.57 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 233, "timestamp": "2026-01-03T13:12:00Z", "transaction_amount_usd": 10.82 }, { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.417, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 9", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 2002149.35, "financial_exposure_usd": 2994962.78, "recoverable_pct": 0.453 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105837", "label": "fraudulent", "label_confidence": 0.78, "severity": "low", "timestamp": "2026-01-05T01:17:00Z", "trace_id": "7c2b2857-50a2-21d7-55d9-49c4618a72cc" }
{ "account_age_days": 1860, "account_id": "ACCT-5EE830C6D6CA", "baseline_risk_score": 0.105, "kyc_tier": "tier_3", "session_entropy": 0.696 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 382, "timestamp": "2026-01-05T01:17:00Z", "transaction_amount_usd": 824269 }, { "asset": "EUR", "burst_indicator": false, "event_name": "ORDER_BOOK_IMB...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.834, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 1403024.22, "financial_exposure_usd": 3273971.18, "recoverable_pct": 0.449 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102419", "label": "fraudulent", "label_confidence": 0.855, "severity": "high", "timestamp": "2026-01-02T16:19:00Z", "trace_id": "ee3d3618-2665-ada8-10b5-fc481c75cce2" }
{ "account_age_days": 1357, "account_id": "ACCT-19DCD3538247", "baseline_risk_score": 0.445, "kyc_tier": "tier_1", "session_entropy": 0.4 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 174, "timestamp": "2026-01-02T16:19:00Z", "transaction_amount_usd": 67627.05 }, { "asset": "EUR", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.84, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id ...
{ "customer_funds_at_risk_usd": 432777.54, "financial_exposure_usd": 1027958.89, "recoverable_pct": 0.466 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105999", "label": "fraudulent", "label_confidence": 0.738, "severity": "high", "timestamp": "2026-01-05T03:59:00Z", "trace_id": "d322bf95-9487-b9f1-611b-1b5d0b2cee43" }
{ "account_age_days": 1038, "account_id": "ACCT-BB0A0FCAA076", "baseline_risk_score": 0.417, "kyc_tier": "tier_3", "session_entropy": 0.862 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 121, "timestamp": "2026-01-05T03:59:00Z", "transaction_amount_usd": 2386341.55 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.703, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2110825.53, "financial_exposure_usd": 4598768.31, "recoverable_pct": 0.741 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101140", "label": "fraudulent", "label_confidence": 0.752, "severity": "medium", "timestamp": "2026-01-01T19:00:00Z", "trace_id": "f6b0d804-4596-d08e-62dc-bd94338c645b" }
{ "account_age_days": 1852, "account_id": "ACCT-54379A63FDFA", "baseline_risk_score": 0.647, "kyc_tier": "tier_3", "session_entropy": 0.468 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 171, "timestamp": "2026-01-01T19:00:00Z", "transaction_amount_usd": 51244.56 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.634, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 259257.6, "financial_exposure_usd": 485022.78, "recoverable_pct": 0.815 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107604", "label": "benign", "label_confidence": 0.48, "severity": "high", "timestamp": "2026-01-06T06:44:00Z", "trace_id": "5c900e97-85dd-4ae5-bdf9-92d5b1422b74" }
{ "account_age_days": 797, "account_id": "ACCT-0FD7CFC4D05C", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.679 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 1143, "timestamp": "2026-01-06T06:44:00Z", "transaction_amount_usd": 10326.78 }, { "asset": "USDC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG",...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.715, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 955.2, "financial_exposure_usd": 2076.31, "recoverable_pct": 0.81 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102539", "label": "fraudulent", "label_confidence": 0.825, "severity": "high", "timestamp": "2026-01-02T18:19:00Z", "trace_id": "38286789-63cc-dbb6-4199-833e0b4413e5" }
{ "account_age_days": 419, "account_id": "ACCT-CE975F74EF71", "baseline_risk_score": 0.518, "kyc_tier": "tier_3", "session_entropy": 0.254 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 536, "timestamp": "2026-01-02T18:19:00Z", "transaction_amount_usd": 28688.93 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.853, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 432507.66, "financial_exposure_usd": 496372.86, "recoverable_pct": 0.617 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109488", "label": "benign", "label_confidence": 0.749, "severity": "low", "timestamp": "2026-01-07T14:08:00Z", "trace_id": "cfc333cc-e4bc-8bbc-87c0-d12d5d3240eb" }
{ "account_age_days": 1492, "account_id": "ACCT-BA502038DF44", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.728 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 748, "timestamp": "2026-01-07T14:08:00Z", "transaction_amount_usd": 12202.43 }, { "asset": "JPY", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.496, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 346.43, "financial_exposure_usd": 666.04, "recoverable_pct": 0.655 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105090", "label": "fraudulent", "label_confidence": 0.687, "severity": "medium", "timestamp": "2026-01-04T12:50:00Z", "trace_id": "ad336eb5-c91e-7d47-6211-114bf440cc53" }
{ "account_age_days": 1664, "account_id": "ACCT-5765C88B5E10", "baseline_risk_score": 0.413, "kyc_tier": "tier_1", "session_entropy": 0.148 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 874, "timestamp": "2026-01-04T12:50:00Z", "transaction_amount_usd": 2515304.17 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.702, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 4272815.4, "financial_exposure_usd": 7606285.79, "recoverable_pct": 0.73 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100691", "label": "fraudulent", "label_confidence": 0.875, "severity": "low", "timestamp": "2026-01-01T11:31:00Z", "trace_id": "41d8c57c-a923-d326-80f7-e73706823a76" }
{ "account_age_days": 51, "account_id": "ACCT-D941A66C7687", "baseline_risk_score": 0.495, "kyc_tier": "tier_1", "session_entropy": 0.127 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 274, "timestamp": "2026-01-01T11:31:00Z", "transaction_amount_usd": 113310.52 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.922, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 171569.53, "financial_exposure_usd": 281396.07, "recoverable_pct": 0.223 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101834", "label": "fraudulent", "label_confidence": 0.969, "severity": "critical", "timestamp": "2026-01-02T06:34:00Z", "trace_id": "13ee47e5-4c13-24bf-cf7e-514b9d39b9fb" }
{ "account_age_days": 903, "account_id": "ACCT-62682772258A", "baseline_risk_score": 0.589, "kyc_tier": "tier_3", "session_entropy": 0.709 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 952, "timestamp": "2026-01-02T06:34:00Z", "transaction_amount_usd": 18806.57 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.647, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 421013.36, "financial_exposure_usd": 652616.03, "recoverable_pct": 0.686 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103243", "label": "fraudulent", "label_confidence": 0.805, "severity": "critical", "timestamp": "2026-01-03T06:03:00Z", "trace_id": "f620fc39-cd1c-2f42-28ff-b7ddc4e05f0c" }
{ "account_age_days": 730, "account_id": "ACCT-191990D00206", "baseline_risk_score": 0.381, "kyc_tier": "tier_2", "session_entropy": 0.677 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 376, "timestamp": "2026-01-02T19:18:00Z", "transaction_amount_usd": 2.49 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.514, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 9", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 457962.96, "financial_exposure_usd": 711222.34, "recoverable_pct": 0.229 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100383", "label": "fraudulent", "label_confidence": 0.867, "severity": "medium", "timestamp": "2026-01-01T06:23:00Z", "trace_id": "346030ec-341b-36b5-8b0b-0789dea3352b" }
{ "account_age_days": 525, "account_id": "ACCT-BC3C7B65BA6E", "baseline_risk_score": 0.46, "kyc_tier": "tier_3", "session_entropy": 0.13 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 1123, "timestamp": "2026-01-01T06:23:00Z", "transaction_amount_usd": 54437.38 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.387, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 146585.62, "financial_exposure_usd": 260289.6, "recoverable_pct": 0.054 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103774", "label": "fraudulent", "label_confidence": 0.791, "severity": "low", "timestamp": "2026-01-03T14:54:00Z", "trace_id": "60c6726b-3a54-2f8e-2b94-778c5d55721f" }
{ "account_age_days": 1623, "account_id": "ACCT-D30F974BCA27", "baseline_risk_score": 0.376, "kyc_tier": "tier_2", "session_entropy": 0.591 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 811, "timestamp": "2026-01-03T14:54:00Z", "transaction_amount_usd": 2277881.58 }, { "asset": "EUR", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.47, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND p...
{ "customer_funds_at_risk_usd": 5138975.71, "financial_exposure_usd": 5421430.96, "recoverable_pct": 0.406 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108741", "label": "benign", "label_confidence": 0.722, "severity": "high", "timestamp": "2026-01-07T01:41:00Z", "trace_id": "18debf87-73e2-fca6-cc13-a088cac5be6d" }
{ "account_age_days": 997, "account_id": "ACCT-0D9C5A9A3318", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.226 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 174, "timestamp": "2026-01-07T01:41:00Z", "transaction_amount_usd": 12098.03 }, { "asset": "SOL", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.465, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 3280.94, "financial_exposure_usd": 4957.01, "recoverable_pct": 0.46 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105689", "label": "fraudulent", "label_confidence": 0.937, "severity": "low", "timestamp": "2026-01-04T22:49:00Z", "trace_id": "d30c4779-374d-8a4c-5c04-f6f25a1043be" }
{ "account_age_days": 208, "account_id": "ACCT-A71E98009723", "baseline_risk_score": 0.053, "kyc_tier": "tier_1", "session_entropy": 0.693 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 458, "timestamp": "2026-01-04T22:49:00Z", "transaction_amount_usd": 2794978.8 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.389, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 2708884.5, "financial_exposure_usd": 5683433.59, "recoverable_pct": 0.59 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108440", "label": "benign", "label_confidence": 0.521, "severity": "low", "timestamp": "2026-01-06T20:40:00Z", "trace_id": "a13713e9-f0e0-a399-be66-2ea33c56f9b2" }
{ "account_age_days": 894, "account_id": "ACCT-0579EEC96D02", "baseline_risk_score": 0.078, "kyc_tier": "tier_2", "session_entropy": 0.326 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 787, "timestamp": "2026-01-06T20:40:00Z", "transaction_amount_usd": 12329.2 }, { "asset": "USD", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.78, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1311.42, "financial_exposure_usd": 1550.48, "recoverable_pct": 0.935 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109223", "label": "benign", "label_confidence": 0.72, "severity": "medium", "timestamp": "2026-01-07T09:43:00Z", "trace_id": "c28859a4-1712-fe40-dfce-8cfcaf4635f5" }
{ "account_age_days": 68, "account_id": "ACCT-EB36B968FF28", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.489 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 246, "timestamp": "2026-01-07T07:23:00Z", "transaction_amount_usd": 8 }, { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_c...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.56, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_tr...
{ "customer_funds_at_risk_usd": 102.49, "financial_exposure_usd": 137.99, "recoverable_pct": 0.87 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100066", "label": "fraudulent", "label_confidence": 0.791, "severity": "high", "timestamp": "2026-01-01T01:06:00Z", "trace_id": "215d3b1f-a8cd-f44d-7b74-244017db4c2f" }
{ "account_age_days": 1186, "account_id": "ACCT-40F7924B7BD7", "baseline_risk_score": 0.473, "kyc_tier": "tier_2", "session_entropy": 0.94 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 838, "timestamp": "2026-01-01T01:06:00Z", "transaction_amount_usd": 643.42 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.791, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 1200031.57, "financial_exposure_usd": 1413983.51, "recoverable_pct": 0.38 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107554", "label": "benign", "label_confidence": 0.508, "severity": "high", "timestamp": "2026-01-06T05:54:00Z", "trace_id": "9362712a-f177-c44c-3e8d-f5b520d36128" }
{ "account_age_days": 893, "account_id": "ACCT-3B832EA7B8FA", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.941 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 94, "timestamp": "2026-01-06T05:54:00Z", "transaction_amount_usd": 3264.36 }, { "asset": "ETH", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.526, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 3", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 11077.43, "financial_exposure_usd": 11338.43, "recoverable_pct": 0.672 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101727", "label": "fraudulent", "label_confidence": 0.945, "severity": "medium", "timestamp": "2026-01-02T04:47:00Z", "trace_id": "d0a3ef35-2f6f-4900-0ef4-d66f075306ab" }
{ "account_age_days": 1085, "account_id": "ACCT-CC304A146773", "baseline_risk_score": 0.502, "kyc_tier": "tier_1", "session_entropy": 0.264 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "FR", "latency_ms": 424, "timestamp": "2026-01-02T04:47:00Z", "transaction_amount_usd": 94888.33 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.574, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 722993.52, "financial_exposure_usd": 806505.53, "recoverable_pct": 0.512 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105485", "label": "fraudulent", "label_confidence": 0.659, "severity": "medium", "timestamp": "2026-01-04T19:25:00Z", "trace_id": "96b2c102-131a-7a0f-739e-d17b980801a8" }
{ "account_age_days": 1165, "account_id": "ACCT-20BDE2A45A75", "baseline_risk_score": 0.176, "kyc_tier": "tier_3", "session_entropy": 0.921 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 1108, "timestamp": "2026-01-04T19:25:00Z", "transaction_amount_usd": 1159586.76 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.431, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 4238944.43, "financial_exposure_usd": 9213409.17, "recoverable_pct": 0.794 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105059", "label": "fraudulent", "label_confidence": 0.817, "severity": "low", "timestamp": "2026-01-04T12:19:00Z", "trace_id": "9214f935-085b-2792-76f0-e670f24c8551" }
{ "account_age_days": 719, "account_id": "ACCT-B580E499F673", "baseline_risk_score": 0.289, "kyc_tier": "tier_3", "session_entropy": 0.194 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 1038, "timestamp": "2026-01-04T12:19:00Z", "transaction_amount_usd": 325592.78 }, { "asset": "EUR", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.419, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 4752726.67, "financial_exposure_usd": 5125272.06, "recoverable_pct": 0.507 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103032", "label": "fraudulent", "label_confidence": 0.901, "severity": "medium", "timestamp": "2026-01-03T02:32:00Z", "trace_id": "01402f51-2a9e-d27c-1755-be5a5d0d80ec" }
{ "account_age_days": 173, "account_id": "ACCT-F512846483C3", "baseline_risk_score": 0.259, "kyc_tier": "tier_1", "session_entropy": 0.105 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 1052, "timestamp": "2026-01-03T02:32:00Z", "transaction_amount_usd": 71321.47 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.948, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 526959.55, "financial_exposure_usd": 770665.02, "recoverable_pct": 0.844 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100697", "label": "fraudulent", "label_confidence": 0.87, "severity": "high", "timestamp": "2026-01-01T11:37:00Z", "trace_id": "01269124-9a00-c4c0-d573-fe2dd3dc7fcb" }
{ "account_age_days": 1737, "account_id": "ACCT-C935C39B2906", "baseline_risk_score": 0.409, "kyc_tier": "tier_3", "session_entropy": 0.716 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 87, "timestamp": "2026-01-01T00:41:00Z", "transaction_amount_usd": 14.25 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.381, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 8", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 233978.17, "financial_exposure_usd": 576232, "recoverable_pct": 0.06 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100913", "label": "fraudulent", "label_confidence": 0.912, "severity": "medium", "timestamp": "2026-01-01T15:13:00Z", "trace_id": "83d9d707-799d-3357-8c74-ac32c8c4621c" }
{ "account_age_days": 1297, "account_id": "ACCT-B237A0F6D695", "baseline_risk_score": 0.373, "kyc_tier": "tier_1", "session_entropy": 0.482 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 1195, "timestamp": "2026-01-01T15:13:00Z", "transaction_amount_usd": 72925.08 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.436, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 407420.61, "financial_exposure_usd": 427628.55, "recoverable_pct": 0.119 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108276", "label": "benign", "label_confidence": 0.714, "severity": "high", "timestamp": "2026-01-06T17:56:00Z", "trace_id": "f72cdcec-8454-edd6-a840-4e84a03e93ad" }
{ "account_age_days": 317, "account_id": "ACCT-ED05A8D5BCA7", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.194 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 509, "timestamp": "2026-01-06T17:56:00Z", "transaction_amount_usd": 1228.65 }, { "asset": "USD", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.799, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1354.89, "financial_exposure_usd": 2217.69, "recoverable_pct": 0.499 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109086", "label": "benign", "label_confidence": 0.583, "severity": "medium", "timestamp": "2026-01-07T07:26:00Z", "trace_id": "100b0ee0-9dce-90c7-0b1d-26430cc1db77" }
{ "account_age_days": 926, "account_id": "ACCT-A12FD020D701", "baseline_risk_score": 0.171, "kyc_tier": "tier_1", "session_entropy": 0.573 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 212, "timestamp": "2026-01-06T20:50:00Z", "transaction_amount_usd": 21.29 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.537, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 4569.31, "financial_exposure_usd": 6568.74, "recoverable_pct": 0.839 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108665", "label": "benign", "label_confidence": 0.596, "severity": "high", "timestamp": "2026-01-07T00:25:00Z", "trace_id": "ba74c9e3-871e-0176-423c-1c290b1e3011" }
{ "account_age_days": 1812, "account_id": "ACCT-A0D8D23F4BDF", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.533 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 108, "timestamp": "2026-01-07T00:25:00Z", "transaction_amount_usd": 13430.29 }, { "asset": "JPY", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.533, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 2812.69, "financial_exposure_usd": 3085.83, "recoverable_pct": 0.416 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107415", "label": "benign", "label_confidence": 0.478, "severity": "low", "timestamp": "2026-01-06T03:35:00Z", "trace_id": "45b82d0f-9e29-857a-6cdf-36a21827c167" }
{ "account_age_days": 1520, "account_id": "ACCT-8467A649B1A8", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.188 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 671, "timestamp": "2026-01-06T03:35:00Z", "transaction_amount_usd": 10795.16 }, { "asset": "USDC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.513, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 140.29, "financial_exposure_usd": 218, "recoverable_pct": 0.516 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109714", "label": "benign", "label_confidence": 0.722, "severity": "medium", "timestamp": "2026-01-07T17:54:00Z", "trace_id": "de665b16-a056-5316-a50e-188c2aca7249" }
{ "account_age_days": 9, "account_id": "ACCT-C9A28AC55E1D", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.791 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 704, "timestamp": "2026-01-07T17:54:00Z", "transaction_amount_usd": 3748.76 }, { "asset": "ETH", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.557, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 3", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 2117.74, "financial_exposure_usd": 2316.68, "recoverable_pct": 0.487 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103594", "label": "fraudulent", "label_confidence": 0.648, "severity": "medium", "timestamp": "2026-01-03T11:54:00Z", "trace_id": "e50bdb24-b5ae-eef6-9f1f-ce8d18e8ffbf" }
{ "account_age_days": 792, "account_id": "ACCT-A70650787BD4", "baseline_risk_score": 0.18, "kyc_tier": "tier_3", "session_entropy": 0.505 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 918, "timestamp": "2026-01-03T11:54:00Z", "transaction_amount_usd": 2145055.29 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.831, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2723011.09, "financial_exposure_usd": 4405064.63, "recoverable_pct": 0.914 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102415", "label": "fraudulent", "label_confidence": 0.946, "severity": "critical", "timestamp": "2026-01-02T16:15:00Z", "trace_id": "d936d774-650d-2c6c-bcea-1817cbd8fafa" }
{ "account_age_days": 1298, "account_id": "ACCT-CAF7210B0EA9", "baseline_risk_score": 0.372, "kyc_tier": "tier_1", "session_entropy": 0.809 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 103, "timestamp": "2026-01-02T12:09:00Z", "transaction_amount_usd": 9.77 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.48, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 420860.51, "financial_exposure_usd": 593007.94, "recoverable_pct": 0.297 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107447", "label": "benign", "label_confidence": 0.476, "severity": "low", "timestamp": "2026-01-06T04:07:00Z", "trace_id": "132c526a-09a5-69d0-6470-6b0efe43c8a9" }
{ "account_age_days": 420, "account_id": "ACCT-5E7AFB3BEBD1", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.751 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 863, "timestamp": "2026-01-06T04:07:00Z", "transaction_amount_usd": 12597.37 }, { "asset": "ETH", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.785, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 1113.45, "financial_exposure_usd": 1598.77, "recoverable_pct": 0.859 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104192", "label": "fraudulent", "label_confidence": 0.855, "severity": "medium", "timestamp": "2026-01-03T21:52:00Z", "trace_id": "f5817292-16d5-ee32-317b-770f1c6fe495" }
{ "account_age_days": 129, "account_id": "ACCT-BF67BDFFC937", "baseline_risk_score": 0.38, "kyc_tier": "tier_3", "session_entropy": 0.131 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 844, "timestamp": "2026-01-03T21:52:00Z", "transaction_amount_usd": 1380524.94 }, { "asset": "GBP", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.897, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 3676879.11, "financial_exposure_usd": 4234412.45, "recoverable_pct": 0.82 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104343", "label": "fraudulent", "label_confidence": 0.742, "severity": "low", "timestamp": "2026-01-04T00:23:00Z", "trace_id": "78e94624-2afa-1adc-ad68-ed6566fbb5da" }
{ "account_age_days": 948, "account_id": "ACCT-E2752B2DE15A", "baseline_risk_score": 0.22, "kyc_tier": "tier_2", "session_entropy": 0.432 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 1179, "timestamp": "2026-01-04T00:23:00Z", "transaction_amount_usd": 1462281.01 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.869, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 2949580.79, "financial_exposure_usd": 3070724.58, "recoverable_pct": 0.587 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109245", "label": "benign", "label_confidence": 0.476, "severity": "high", "timestamp": "2026-01-07T10:05:00Z", "trace_id": "9adbe7ba-217d-a85e-77a6-ebe0184828b1" }
{ "account_age_days": 676, "account_id": "ACCT-0032D9259D20", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.79 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 1193, "timestamp": "2026-01-07T10:05:00Z", "transaction_amount_usd": 12432.91 }, { "asset": "EUR", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG",...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.764, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 3", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1943.24, "financial_exposure_usd": 2482.8, "recoverable_pct": 0.673 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109296", "label": "benign", "label_confidence": 0.457, "severity": "medium", "timestamp": "2026-01-07T10:56:00Z", "trace_id": "85afe680-65ef-3b62-9c3b-492be8bbb066" }
{ "account_age_days": 1469, "account_id": "ACCT-81ECB5656033", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.434 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 821, "timestamp": "2026-01-07T10:56:00Z", "transaction_amount_usd": 14754.86 }, { "asset": "USD", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.712, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 2887.04, "financial_exposure_usd": 3457.46, "recoverable_pct": 0.594 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101863", "label": "fraudulent", "label_confidence": 0.967, "severity": "medium", "timestamp": "2026-01-02T07:03:00Z", "trace_id": "cd7541b4-206d-de55-8018-53b4639ac2e3" }
{ "account_age_days": 1127, "account_id": "ACCT-AB9D2C8B1011", "baseline_risk_score": 0.562, "kyc_tier": "tier_2", "session_entropy": 0.175 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 781, "timestamp": "2026-01-02T07:03:00Z", "transaction_amount_usd": 106148.2 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.945, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 453939.22, "financial_exposure_usd": 672397.58, "recoverable_pct": 0.183 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102198", "label": "fraudulent", "label_confidence": 0.902, "severity": "low", "timestamp": "2026-01-02T12:38:00Z", "trace_id": "ee3c43a9-2530-7638-18f3-dc3923e6496d" }
{ "account_age_days": 708, "account_id": "ACCT-7500769A4029", "baseline_risk_score": 0.259, "kyc_tier": "tier_2", "session_entropy": 0.691 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 170, "timestamp": "2026-01-02T10:46:00Z", "transaction_amount_usd": 5.03 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.379, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 394377.68, "financial_exposure_usd": 817090.31, "recoverable_pct": 0.405 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105250", "label": "fraudulent", "label_confidence": 0.618, "severity": "medium", "timestamp": "2026-01-04T15:30:00Z", "trace_id": "a44274a8-7b59-ea4a-c32e-fe04b32c4706" }
{ "account_age_days": 1053, "account_id": "ACCT-1B82BD082D68", "baseline_risk_score": 0.087, "kyc_tier": "tier_2", "session_entropy": 0.32 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 146, "timestamp": "2026-01-04T15:30:00Z", "transaction_amount_usd": 1699517.06 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.709, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 3811026.84, "financial_exposure_usd": 5426515.22, "recoverable_pct": 0.939 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101660", "label": "fraudulent", "label_confidence": 0.936, "severity": "high", "timestamp": "2026-01-02T03:40:00Z", "trace_id": "25a30516-119d-fd67-34d8-76deffff8099" }
{ "account_age_days": 1474, "account_id": "ACCT-0557A8059224", "baseline_risk_score": 0.444, "kyc_tier": "tier_1", "session_entropy": 0.314 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "MY", "latency_ms": 368, "timestamp": "2026-01-02T03:40:00Z", "transaction_amount_usd": 80230.73 }, { "asset": "EUR", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.384, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 371463.21, "financial_exposure_usd": 598952.01, "recoverable_pct": 0.141 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104495", "label": "fraudulent", "label_confidence": 0.798, "severity": "high", "timestamp": "2026-01-04T02:55:00Z", "trace_id": "5d7bafbd-f1de-6507-fb5d-34ac22b401ba" }
{ "account_age_days": 865, "account_id": "ACCT-AAF82560D3C5", "baseline_risk_score": 0.353, "kyc_tier": "tier_3", "session_entropy": 0.447 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 313, "timestamp": "2026-01-04T02:55:00Z", "transaction_amount_usd": 1555731.3 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.619, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 2447587.44, "financial_exposure_usd": 3856740.54, "recoverable_pct": 0.928 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105164", "label": "fraudulent", "label_confidence": 0.856, "severity": "medium", "timestamp": "2026-01-04T14:04:00Z", "trace_id": "63ad49a0-f9af-05f3-0162-a4a8bea16203" }
{ "account_age_days": 296, "account_id": "ACCT-DC08D61C3074", "baseline_risk_score": 0.178, "kyc_tier": "tier_1", "session_entropy": 0.445 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 157, "timestamp": "2026-01-04T14:04:00Z", "transaction_amount_usd": 2018488.77 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.573, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 3920000.86, "financial_exposure_usd": 6216103.65, "recoverable_pct": 0.404 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106266", "label": "fraudulent", "label_confidence": 0.763, "severity": "high", "timestamp": "2026-01-05T08:26:00Z", "trace_id": "7c1a6b0b-40a0-91b1-15bd-163cc4fc6d1f" }
{ "account_age_days": 1920, "account_id": "ACCT-29D576091D8F", "baseline_risk_score": 0.1, "kyc_tier": "tier_2", "session_entropy": 0.177 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 292, "timestamp": "2026-01-04T21:31:00Z", "transaction_amount_usd": 2.3 }, { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.495, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 1112618.85, "financial_exposure_usd": 2511161.07, "recoverable_pct": 0.504 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104605", "label": "fraudulent", "label_confidence": 0.884, "severity": "high", "timestamp": "2026-01-04T04:45:00Z", "trace_id": "0973ae95-6f82-b8f9-b1fc-4fffa0bb16eb" }
{ "account_age_days": 376, "account_id": "ACCT-F6AA63C9C2DF", "baseline_risk_score": 0.051, "kyc_tier": "tier_3", "session_entropy": 0.374 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 869, "timestamp": "2026-01-04T04:45:00Z", "transaction_amount_usd": 2111520.07 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BO...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.422, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 1366199.73, "financial_exposure_usd": 2959674.03, "recoverable_pct": 0.536 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104283", "label": "fraudulent", "label_confidence": 0.902, "severity": "medium", "timestamp": "2026-01-03T23:23:00Z", "trace_id": "dd5d8c2b-89cd-0b29-9a04-42f47eec15cb" }
{ "account_age_days": 519, "account_id": "ACCT-BE000C88365F", "baseline_risk_score": 0.183, "kyc_tier": "tier_2", "session_entropy": 0.238 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 165, "timestamp": "2026-01-03T23:23:00Z", "transaction_amount_usd": 2563898.85 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.538, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 2137641.66, "financial_exposure_usd": 4193288.54, "recoverable_pct": 0.83 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104830", "label": "fraudulent", "label_confidence": 0.702, "severity": "high", "timestamp": "2026-01-04T08:30:00Z", "trace_id": "90f5c0b2-249f-d255-53aa-add7a4344d0d" }
{ "account_age_days": 1008, "account_id": "ACCT-D5B5566F773F", "baseline_risk_score": 0.264, "kyc_tier": "tier_3", "session_entropy": 0.876 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 208, "timestamp": "2026-01-03T20:57:00Z", "transaction_amount_usd": 16.19 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.438, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 4646278.52, "financial_exposure_usd": 7112085.27, "recoverable_pct": 0.521 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109049", "label": "benign", "label_confidence": 0.733, "severity": "medium", "timestamp": "2026-01-07T06:49:00Z", "trace_id": "534c5e6c-8d7e-4bc4-a65f-e43f0908392b" }
{ "account_age_days": 29, "account_id": "ACCT-EB8469BA880E", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.153 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 379, "timestamp": "2026-01-06T21:40:00Z", "transaction_amount_usd": 18.2 }, { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.78, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior...
{ "customer_funds_at_risk_usd": 1142.21, "financial_exposure_usd": 1616.02, "recoverable_pct": 0.559 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107576", "label": "benign", "label_confidence": 0.555, "severity": "medium", "timestamp": "2026-01-06T06:16:00Z", "trace_id": "dccd4600-a615-1069-4f11-ad9155e84b8d" }
{ "account_age_days": 1401, "account_id": "ACCT-A569AB82F5FA", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.534 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 1039, "timestamp": "2026-01-06T06:16:00Z", "transaction_amount_usd": 13228.15 }, { "asset": "USD", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.585, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 706.75, "financial_exposure_usd": 1693.41, "recoverable_pct": 0.782 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102785", "label": "fraudulent", "label_confidence": 0.947, "severity": "high", "timestamp": "2026-01-02T22:25:00Z", "trace_id": "85fc47b4-3cd7-e510-be0c-06b24dca1307" }
{ "account_age_days": 1660, "account_id": "ACCT-BAA989344D08", "baseline_risk_score": 0.359, "kyc_tier": "tier_1", "session_entropy": 0.92 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 113, "timestamp": "2026-01-02T13:42:00Z", "transaction_amount_usd": 17.22 }, { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.389, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 726549.99, "financial_exposure_usd": 777221.64, "recoverable_pct": 0.079 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105066", "label": "fraudulent", "label_confidence": 0.882, "severity": "low", "timestamp": "2026-01-04T12:26:00Z", "trace_id": "95e6673b-ca2c-ece0-b698-a905919efabf" }
{ "account_age_days": 1961, "account_id": "ACCT-9A505C7D6661", "baseline_risk_score": 0.147, "kyc_tier": "tier_3", "session_entropy": 0.93 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 303, "timestamp": "2026-01-04T12:26:00Z", "transaction_amount_usd": 854212.71 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.559, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 3838278.64, "financial_exposure_usd": 5408767.7, "recoverable_pct": 0.742 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105110", "label": "fraudulent", "label_confidence": 0.911, "severity": "medium", "timestamp": "2026-01-04T13:10:00Z", "trace_id": "a27a5717-5126-fc73-3f0b-fb9768079367" }
{ "account_age_days": 1957, "account_id": "ACCT-4B4CE284961C", "baseline_risk_score": 0.345, "kyc_tier": "tier_3", "session_entropy": 0.459 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 389, "timestamp": "2026-01-04T06:18:00Z", "transaction_amount_usd": 19.89 }, { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.588, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 1324193.68, "financial_exposure_usd": 2378813.85, "recoverable_pct": 0.981 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102391", "label": "fraudulent", "label_confidence": 0.975, "severity": "critical", "timestamp": "2026-01-02T15:51:00Z", "trace_id": "7cfe7a27-94a6-72b9-4fcd-080d64686d41" }
{ "account_age_days": 1229, "account_id": "ACCT-4D59E44578E7", "baseline_risk_score": 0.382, "kyc_tier": "tier_1", "session_entropy": 0.843 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 383, "timestamp": "2026-01-02T15:51:00Z", "transaction_amount_usd": 9716.4 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.367, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 699107.84, "financial_exposure_usd": 832774.08, "recoverable_pct": 0.56 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102034", "label": "fraudulent", "label_confidence": 0.789, "severity": "high", "timestamp": "2026-01-02T09:54:00Z", "trace_id": "205980df-5add-bb0c-cc9b-5903966c9708" }
{ "account_age_days": 1354, "account_id": "ACCT-B78283D03EF0", "baseline_risk_score": 0.252, "kyc_tier": "tier_2", "session_entropy": 0.927 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 249, "timestamp": "2026-01-02T00:39:00Z", "transaction_amount_usd": 4.18 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.919, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 645665.87, "financial_exposure_usd": 1010552.2, "recoverable_pct": 0.744 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102417", "label": "fraudulent", "label_confidence": 0.856, "severity": "medium", "timestamp": "2026-01-02T16:17:00Z", "trace_id": "78f1b7ee-f282-5671-3418-d1e6e940b0e8" }
{ "account_age_days": 1277, "account_id": "ACCT-27F3A7C42B3F", "baseline_risk_score": 0.529, "kyc_tier": "tier_2", "session_entropy": 0.747 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 1172, "timestamp": "2026-01-02T16:17:00Z", "transaction_amount_usd": 95925.38 }, { "asset": "EUR", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.78, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVING...
{ "customer_funds_at_risk_usd": 83234.63, "financial_exposure_usd": 108449.15, "recoverable_pct": 0.502 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101941", "label": "fraudulent", "label_confidence": 0.867, "severity": "medium", "timestamp": "2026-01-02T08:21:00Z", "trace_id": "e37f5315-52aa-ca04-fd09-f34b30100924" }
{ "account_age_days": 651, "account_id": "ACCT-223DAC2BC4CD", "baseline_risk_score": 0.378, "kyc_tier": "tier_2", "session_entropy": 0.471 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 201, "timestamp": "2026-01-02T03:23:00Z", "transaction_amount_usd": 0.7 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.899, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 125570.51, "financial_exposure_usd": 292000.48, "recoverable_pct": 0.251 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100769", "label": "fraudulent", "label_confidence": 0.917, "severity": "high", "timestamp": "2026-01-01T12:49:00Z", "trace_id": "2b5d5716-9c0f-e54b-5854-4c3a728adc3d" }
{ "account_age_days": 896, "account_id": "ACCT-61CCAE45C86C", "baseline_risk_score": 0.566, "kyc_tier": "tier_3", "session_entropy": 0.879 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 986, "timestamp": "2026-01-01T12:49:00Z", "transaction_amount_usd": 111213.96 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.891, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 328223.15, "financial_exposure_usd": 774477.12, "recoverable_pct": 0.834 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100469", "label": "fraudulent", "label_confidence": 0.866, "severity": "critical", "timestamp": "2026-01-01T07:49:00Z", "trace_id": "45c32483-9d0b-3d71-f3c8-ff73d58ce487" }
{ "account_age_days": 553, "account_id": "ACCT-8FA031F872E6", "baseline_risk_score": 0.31, "kyc_tier": "tier_2", "session_entropy": 0.293 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 1107, "timestamp": "2026-01-01T07:49:00Z", "transaction_amount_usd": 85912.78 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.924, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 371591.23, "financial_exposure_usd": 576987.15, "recoverable_pct": 0.566 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106012", "label": "fraudulent", "label_confidence": 0.853, "severity": "critical", "timestamp": "2026-01-05T04:12:00Z", "trace_id": "a3a4f386-c3c7-8262-95c6-ba3ef86c7705" }
{ "account_age_days": 91, "account_id": "ACCT-B40C7703E5B2", "baseline_risk_score": 0.322, "kyc_tier": "tier_1", "session_entropy": 0.458 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 230, "timestamp": "2026-01-04T17:35:00Z", "transaction_amount_usd": 20.99 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.576, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 3451763.48, "financial_exposure_usd": 4799437.53, "recoverable_pct": 0.44 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109632", "label": "benign", "label_confidence": 0.703, "severity": "low", "timestamp": "2026-01-07T16:32:00Z", "trace_id": "da922efc-2bb0-87c5-1e7f-28bd083670b0" }
{ "account_age_days": 1168, "account_id": "ACCT-59803B4A1C28", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.359 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 465, "timestamp": "2026-01-07T16:32:00Z", "transaction_amount_usd": 7337.29 }, { "asset": "BTC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.465, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 753.31, "financial_exposure_usd": 1445.05, "recoverable_pct": 0.453 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104315", "label": "fraudulent", "label_confidence": 0.891, "severity": "medium", "timestamp": "2026-01-03T23:55:00Z", "trace_id": "8b0ab508-773d-c1f9-1e71-dc8bd023eab5" }
{ "account_age_days": 1828, "account_id": "ACCT-2FC8B9375F50", "baseline_risk_score": 0.37, "kyc_tier": "tier_1", "session_entropy": 0.434 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 414, "timestamp": "2026-01-03T23:55:00Z", "transaction_amount_usd": 1074601.75 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.893, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 4949946.62, "financial_exposure_usd": 5576954.82, "recoverable_pct": 0.749 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104981", "label": "fraudulent", "label_confidence": 0.742, "severity": "medium", "timestamp": "2026-01-04T11:01:00Z", "trace_id": "db634691-46e1-8015-6e47-5dad8197a496" }
{ "account_age_days": 1701, "account_id": "ACCT-04580AAB14B8", "baseline_risk_score": 0.166, "kyc_tier": "tier_2", "session_entropy": 0.243 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 167, "timestamp": "2026-01-04T05:00:00Z", "transaction_amount_usd": 20.81 }, { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.375, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 3077426.67, "financial_exposure_usd": 6774149.4, "recoverable_pct": 0.845 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101657", "label": "fraudulent", "label_confidence": 0.835, "severity": "high", "timestamp": "2026-01-02T03:37:00Z", "trace_id": "c7c2b527-cd5f-ffb3-5d6b-5e8571c0c573" }
{ "account_age_days": 163, "account_id": "ACCT-6D0E63B99FF7", "baseline_risk_score": 0.487, "kyc_tier": "tier_2", "session_entropy": 0.281 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 735, "timestamp": "2026-01-02T03:37:00Z", "transaction_amount_usd": 119320.03 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.419, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 887696.49, "financial_exposure_usd": 1276127.54, "recoverable_pct": 0.777 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106967", "label": "benign", "label_confidence": 0.656, "severity": "low", "timestamp": "2026-01-05T20:07:00Z", "trace_id": "b1a5acec-7447-43c2-e6d2-f1c092b42a43" }
{ "account_age_days": 837, "account_id": "ACCT-82DF8145F8AD", "baseline_risk_score": 0.094, "kyc_tier": "tier_3", "session_entropy": 0.842 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 874, "timestamp": "2026-01-05T20:07:00Z", "transaction_amount_usd": 2313.92 }, { "asset": "SOL", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.564, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1260.85, "financial_exposure_usd": 2934.26, "recoverable_pct": 0.998 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104845", "label": "fraudulent", "label_confidence": 0.725, "severity": "critical", "timestamp": "2026-01-04T08:45:00Z", "trace_id": "93d9edeb-d376-8bdb-d9f8-04a278fdc481" }
{ "account_age_days": 1572, "account_id": "ACCT-4A9E37B8AF2F", "baseline_risk_score": 0.419, "kyc_tier": "tier_1", "session_entropy": 0.483 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 92, "timestamp": "2026-01-04T05:59:00Z", "transaction_amount_usd": 16.03 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.631, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 3058224.49, "financial_exposure_usd": 5123215.41, "recoverable_pct": 0.578 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108456", "label": "benign", "label_confidence": 0.597, "severity": "medium", "timestamp": "2026-01-06T20:56:00Z", "trace_id": "f0fa295d-de01-d59b-3bfe-92b0ab75bee0" }
{ "account_age_days": 1062, "account_id": "ACCT-073A12E85206", "baseline_risk_score": 0.197, "kyc_tier": "tier_3", "session_entropy": 0.546 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 158, "timestamp": "2026-01-06T08:38:00Z", "transaction_amount_usd": 19.52 }, { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.451, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 574.85, "financial_exposure_usd": 731.53, "recoverable_pct": 0.869 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100887", "label": "fraudulent", "label_confidence": 0.862, "severity": "medium", "timestamp": "2026-01-01T14:47:00Z", "trace_id": "7e79fc00-fcc9-feef-4530-2005a49b8476" }
{ "account_age_days": 1591, "account_id": "ACCT-94D9DE10626B", "baseline_risk_score": 0.375, "kyc_tier": "tier_1", "session_entropy": 0.722 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 640, "timestamp": "2026-01-01T14:47:00Z", "transaction_amount_usd": 117278.55 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.702, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 1087142.93, "financial_exposure_usd": 1353266.59, "recoverable_pct": 0.721 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103854", "label": "fraudulent", "label_confidence": 0.931, "severity": "medium", "timestamp": "2026-01-03T16:14:00Z", "trace_id": "3866e6d0-9d4e-6aa5-5c35-9a9a1eba956a" }
{ "account_age_days": 486, "account_id": "ACCT-E32D929B8782", "baseline_risk_score": 0.133, "kyc_tier": "tier_1", "session_entropy": 0.243 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 387, "timestamp": "2026-01-03T12:59:00Z", "transaction_amount_usd": 10.26 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.845, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 3785103.73, "financial_exposure_usd": 4134641.6, "recoverable_pct": 0.492 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109621", "label": "benign", "label_confidence": 0.716, "severity": "critical", "timestamp": "2026-01-07T16:21:00Z", "trace_id": "87bce40e-9879-ed90-e4b3-891bfcd2e210" }
{ "account_age_days": 515, "account_id": "ACCT-93888CD55043", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.176 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 94, "timestamp": "2026-01-07T08:41:00Z", "transaction_amount_usd": 10.61 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.592, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 505.31, "financial_exposure_usd": 935.77, "recoverable_pct": 0.701 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109102", "label": "benign", "label_confidence": 0.454, "severity": "high", "timestamp": "2026-01-07T07:42:00Z", "trace_id": "5c0c1453-d0f5-be36-c865-01288bffaa02" }
{ "account_age_days": 1618, "account_id": "ACCT-1AF0519C1429", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.815 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 1180, "timestamp": "2026-01-07T07:42:00Z", "transaction_amount_usd": 9391.23 }, { "asset": "USDC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG",...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.527, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 2783.43, "financial_exposure_usd": 3831.87, "recoverable_pct": 0.844 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103471", "label": "fraudulent", "label_confidence": 0.948, "severity": "low", "timestamp": "2026-01-03T09:51:00Z", "trace_id": "05e55b89-6ddb-e2a2-f3d6-a8f32f6c3c7c" }
{ "account_age_days": 88, "account_id": "ACCT-F27588C62DF2", "baseline_risk_score": 0.283, "kyc_tier": "tier_2", "session_entropy": 0.433 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 1198, "timestamp": "2026-01-03T09:51:00Z", "transaction_amount_usd": 2321632.85 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_B...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.714, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2642098.82, "financial_exposure_usd": 4479931.98, "recoverable_pct": 0.671 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102800", "label": "fraudulent", "label_confidence": 0.97, "severity": "medium", "timestamp": "2026-01-02T22:40:00Z", "trace_id": "e829534e-bb9b-3fef-1f28-6013c9638476" }
{ "account_age_days": 818, "account_id": "ACCT-723107E87C48", "baseline_risk_score": 0.373, "kyc_tier": "tier_3", "session_entropy": 0.893 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 298, "timestamp": "2026-01-02T14:13:00Z", "transaction_amount_usd": 10.01 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.455, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 593435.45, "financial_exposure_usd": 669657.33, "recoverable_pct": 0.816 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109981", "label": "benign", "label_confidence": 0.594, "severity": "medium", "timestamp": "2026-01-07T22:21:00Z", "trace_id": "c18c67ca-2d78-264f-44d7-9a2b171a7353" }
{ "account_age_days": 1848, "account_id": "ACCT-EB128103B181", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.598 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 330, "timestamp": "2026-01-07T20:39:00Z", "transaction_amount_usd": 11.43 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.718, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1131.37, "financial_exposure_usd": 1530.5, "recoverable_pct": 0.42 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104011", "label": "fraudulent", "label_confidence": 0.808, "severity": "medium", "timestamp": "2026-01-03T18:51:00Z", "trace_id": "e4967a11-94f1-c73d-37f2-170c207395ce" }
{ "account_age_days": 960, "account_id": "ACCT-E53442907984", "baseline_risk_score": 0.383, "kyc_tier": "tier_3", "session_entropy": 0.551 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 964, "timestamp": "2026-01-03T18:51:00Z", "transaction_amount_usd": 565689.96 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.895, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 5786240.55, "financial_exposure_usd": 5846135.11, "recoverable_pct": 0.998 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103047", "label": "fraudulent", "label_confidence": 0.785, "severity": "high", "timestamp": "2026-01-03T02:47:00Z", "trace_id": "88cdd729-4422-6df9-2b24-5b9f3297f345" }
{ "account_age_days": 867, "account_id": "ACCT-CA5CD6325281", "baseline_risk_score": 0.412, "kyc_tier": "tier_3", "session_entropy": 0.62 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 916, "timestamp": "2026-01-03T02:47:00Z", "transaction_amount_usd": 93657.48 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.821, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 789374.89, "financial_exposure_usd": 946184.58, "recoverable_pct": 0.426 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105501", "label": "fraudulent", "label_confidence": 0.625, "severity": "high", "timestamp": "2026-01-04T19:41:00Z", "trace_id": "d8a94c48-f979-25f2-57db-cc41fc73b83a" }
{ "account_age_days": 1591, "account_id": "ACCT-75BB82FE5594", "baseline_risk_score": 0.355, "kyc_tier": "tier_1", "session_entropy": 0.83 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 445, "timestamp": "2026-01-04T19:41:00Z", "transaction_amount_usd": 714094.58 }, { "asset": "JPY", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.719, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 824677.49, "financial_exposure_usd": 1438394.87, "recoverable_pct": 0.574 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104210", "label": "fraudulent", "label_confidence": 0.656, "severity": "critical", "timestamp": "2026-01-03T22:10:00Z", "trace_id": "95efd1d8-b31e-5c2b-a6b8-36122ef17ec6" }
{ "account_age_days": 239, "account_id": "ACCT-434278DB4E82", "baseline_risk_score": 0.055, "kyc_tier": "tier_3", "session_entropy": 0.713 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 1051, "timestamp": "2026-01-03T22:10:00Z", "transaction_amount_usd": 1203401.61 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BO...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.51, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AN...
{ "customer_funds_at_risk_usd": 3463161.65, "financial_exposure_usd": 6030959.82, "recoverable_pct": 0.743 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108284", "label": "benign", "label_confidence": 0.71, "severity": "medium", "timestamp": "2026-01-06T18:04:00Z", "trace_id": "09762ac1-8a25-d74b-9de4-1cf86ef31eb4" }
{ "account_age_days": 1366, "account_id": "ACCT-7AD5C367E808", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.214 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 957, "timestamp": "2026-01-06T18:04:00Z", "transaction_amount_usd": 7829.32 }, { "asset": "USDC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.587, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 1634.38, "financial_exposure_usd": 1945.06, "recoverable_pct": 0.676 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101689", "label": "fraudulent", "label_confidence": 0.865, "severity": "critical", "timestamp": "2026-01-02T04:09:00Z", "trace_id": "37e24ae1-081b-e623-b3e4-960b223b5e8c" }
{ "account_age_days": 933, "account_id": "ACCT-1A6B02C739A5", "baseline_risk_score": 0.454, "kyc_tier": "tier_3", "session_entropy": 0.366 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 305, "timestamp": "2026-01-01T18:53:00Z", "transaction_amount_usd": 6.69 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.472, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 1, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 37642.44, "financial_exposure_usd": 38056.27, "recoverable_pct": 0.64 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108815", "label": "benign", "label_confidence": 0.723, "severity": "high", "timestamp": "2026-01-07T02:55:00Z", "trace_id": "88c92096-d8f2-cffa-15b8-32e5622950f4" }
{ "account_age_days": 20, "account_id": "ACCT-DC176ACD50D6", "baseline_risk_score": 0.123, "kyc_tier": "tier_1", "session_entropy": 0.447 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 360, "timestamp": "2026-01-07T02:55:00Z", "transaction_amount_usd": 4706.09 }, { "asset": "ETH", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.467, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 75.56, "financial_exposure_usd": 144.78, "recoverable_pct": 0.607 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106710", "label": "benign", "label_confidence": 0.709, "severity": "low", "timestamp": "2026-01-05T15:50:00Z", "trace_id": "80c3915b-777e-c82c-bbf2-66adc4e12958" }
{ "account_age_days": 501, "account_id": "ACCT-E9789A0E7961", "baseline_risk_score": 0.072, "kyc_tier": "tier_3", "session_entropy": 0.261 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 1191, "timestamp": "2026-01-05T15:50:00Z", "transaction_amount_usd": 2352.12 }, { "asset": "BTC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.562, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 2746.48, "financial_exposure_usd": 2781.58, "recoverable_pct": 0.83 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109105", "label": "benign", "label_confidence": 0.569, "severity": "low", "timestamp": "2026-01-07T07:45:00Z", "trace_id": "269c3d19-ed0a-b3e7-894a-4141f8fbc22a" }
{ "account_age_days": 156, "account_id": "ACCT-B5A98B50EE65", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.534 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 544, "timestamp": "2026-01-07T07:45:00Z", "transaction_amount_usd": 7029.52 }, { "asset": "ETH", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.678, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1044.61, "financial_exposure_usd": 1521.37, "recoverable_pct": 0.595 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103784", "label": "fraudulent", "label_confidence": 0.916, "severity": "medium", "timestamp": "2026-01-03T15:04:00Z", "trace_id": "76215b13-b703-3ffa-459e-fda6aa25bf30" }
{ "account_age_days": 1022, "account_id": "ACCT-0D33EFFA1DD2", "baseline_risk_score": 0.079, "kyc_tier": "tier_2", "session_entropy": 0.864 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 985, "timestamp": "2026-01-03T15:04:00Z", "transaction_amount_usd": 1743234.54 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.812, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 3836148.2, "financial_exposure_usd": 7124842.47, "recoverable_pct": 0.404 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108015", "label": "benign", "label_confidence": 0.708, "severity": "high", "timestamp": "2026-01-06T13:35:00Z", "trace_id": "d19fec21-5168-3420-9994-f134924d1318" }
{ "account_age_days": 1610, "account_id": "ACCT-99E9D85EA7AE", "baseline_risk_score": 0.144, "kyc_tier": "tier_3", "session_entropy": 0.22 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 261, "timestamp": "2026-01-06T06:25:00Z", "transaction_amount_usd": 4.11 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.696, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 2856.55, "financial_exposure_usd": 4292.12, "recoverable_pct": 0.808 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106633", "label": "fraudulent", "label_confidence": 0.903, "severity": "critical", "timestamp": "2026-01-05T14:33:00Z", "trace_id": "df4a4666-2ef8-c94b-8dd1-261d2185e96f" }
{ "account_age_days": 1528, "account_id": "ACCT-FA49A054B95A", "baseline_risk_score": 0.366, "kyc_tier": "tier_3", "session_entropy": 0.179 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 749, "timestamp": "2026-01-05T14:33:00Z", "transaction_amount_usd": 2164806.44 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.57, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AN...
{ "customer_funds_at_risk_usd": 1941412.21, "financial_exposure_usd": 4212314.85, "recoverable_pct": 0.829 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }