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-107178", "label": "benign", "label_confidence": 0.579, "severity": "high", "timestamp": "2026-01-05T23:38:00Z", "trace_id": "5df3b142-9f18-3aed-fc71-cb2fdc8fb2b2" }
{ "account_age_days": 345, "account_id": "ACCT-8B80BFF8492B", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.293 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 80, "timestamp": "2026-01-05T23:38:00Z", "transaction_amount_usd": 14164.29 }, { "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": 0.643, "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": 1225.8, "financial_exposure_usd": 1781.98, "recoverable_pct": 0.71 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106623", "label": "fraudulent", "label_confidence": 0.619, "severity": "high", "timestamp": "2026-01-05T14:23:00Z", "trace_id": "f0193dd7-f825-c578-611a-b571fa073115" }
{ "account_age_days": 334, "account_id": "ACCT-5F9E2F3C3975", "baseline_risk_score": 0.412, "kyc_tier": "tier_2", "session_entropy": 0.841 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 674, "timestamp": "2026-01-05T14:23:00Z", "transaction_amount_usd": 2789669.26 }, { "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": 0.748, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, 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": 4190783.52, "financial_exposure_usd": 6300088.68, "recoverable_pct": 0.868 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100412", "label": "fraudulent", "label_confidence": 0.837, "severity": "critical", "timestamp": "2026-01-01T06:52:00Z", "trace_id": "786b1336-4e71-0f53-baec-2ca34fdc8ac8" }
{ "account_age_days": 439, "account_id": "ACCT-737924444EBA", "baseline_risk_score": 0.463, "kyc_tier": "tier_3", "session_entropy": 0.837 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 80, "timestamp": "2026-01-01T06:52:00Z", "transaction_amount_usd": 11614.62 }, { "asset": "SOL", "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": 0.853, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, 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": 810577.92, "financial_exposure_usd": 1205733.11, "recoverable_pct": 0.63 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108354", "label": "benign", "label_confidence": 0.5, "severity": "high", "timestamp": "2026-01-06T19:14:00Z", "trace_id": "5b7c2103-c0aa-f65c-d503-d1a732a65a53" }
{ "account_age_days": 204, "account_id": "ACCT-9C8F11A40977", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.144 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 1197, "timestamp": "2026-01-06T19:14:00Z", "transaction_amount_usd": 9886.19 }, { "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": 0.467, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 0, 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": 0, "financial_exposure_usd": 0, "recoverable_pct": 0.665 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106926", "label": "benign", "label_confidence": 0.556, "severity": "medium", "timestamp": "2026-01-05T19:26:00Z", "trace_id": "6ba7e2a0-39ce-2fb5-1f90-faebf91ec1bc" }
{ "account_age_days": 1460, "account_id": "ACCT-6B4789308C43", "baseline_risk_score": 0.13, "kyc_tier": "tier_2", "session_entropy": 0.941 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 922, "timestamp": "2026-01-05T19:26:00Z", "transaction_amount_usd": 2579.59 }, { "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": 0.511, "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": 1863.52, "financial_exposure_usd": 2227.63, "recoverable_pct": 0.807 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103721", "label": "fraudulent", "label_confidence": 0.915, "severity": "high", "timestamp": "2026-01-03T14:01:00Z", "trace_id": "34245b9d-7f5c-7053-3fb4-ceefefc7ca2e" }
{ "account_age_days": 1223, "account_id": "ACCT-488B7B09EEE3", "baseline_risk_score": 0.414, "kyc_tier": "tier_2", "session_entropy": 0.605 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 245, "timestamp": "2026-01-03T04:04:00Z", "transaction_amount_usd": 17.55 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "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": 0.736, "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": 5684236.76, "financial_exposure_usd": 6390211.98, "recoverable_pct": 0.582 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109327", "label": "benign", "label_confidence": 0.716, "severity": "high", "timestamp": "2026-01-07T11:27:00Z", "trace_id": "bd1fe01c-e121-5a08-359c-0307cfd6aa19" }
{ "account_age_days": 1069, "account_id": "ACCT-7E137B652CB8", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.512 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 143, "timestamp": "2026-01-07T11:27:00Z", "transaction_amount_usd": 12137.64 }, { "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": 0.759, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, 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": 1259.2, "financial_exposure_usd": 1743.25, "recoverable_pct": 0.543 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100453", "label": "fraudulent", "label_confidence": 0.913, "severity": "high", "timestamp": "2026-01-01T07:33:00Z", "trace_id": "8217009b-f29e-a0ce-be3c-cfac0835f5f4" }
{ "account_age_days": 1054, "account_id": "ACCT-E28F7B295D09", "baseline_risk_score": 0.287, "kyc_tier": "tier_1", "session_entropy": 0.169 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 1127, "timestamp": "2026-01-01T07:33:00Z", "transaction_amount_usd": 20352.34 }, { "asset": "USD", "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": 0.532, "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": 617629.64, "financial_exposure_usd": 747732.77, "recoverable_pct": 0.109 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103328", "label": "fraudulent", "label_confidence": 0.861, "severity": "high", "timestamp": "2026-01-03T07:28:00Z", "trace_id": "63c0d130-9772-343b-66a5-ba477f4d3ac2" }
{ "account_age_days": 1488, "account_id": "ACCT-ACEE5A1E266D", "baseline_risk_score": 0.433, "kyc_tier": "tier_2", "session_entropy": 0.863 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "GB", "latency_ms": 205, "timestamp": "2026-01-03T07:28:00Z", "transaction_amount_usd": 72646.38 }, { "asset": "USD", "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": 0.464, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 0, geo diversity 4", "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": 0, "financial_exposure_usd": 0, "recoverable_pct": 0.122 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105101", "label": "fraudulent", "label_confidence": 0.706, "severity": "critical", "timestamp": "2026-01-04T13:01:00Z", "trace_id": "ed7c94a1-24cc-84a8-05ee-05b478ad29cd" }
{ "account_age_days": 1497, "account_id": "ACCT-9C9EE92A896C", "baseline_risk_score": 0.147, "kyc_tier": "tier_2", "session_entropy": 0.823 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 945, "timestamp": "2026-01-04T13:01:00Z", "transaction_amount_usd": 1285872.34 }, { "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": 0.74, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, 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 pos...
{ "customer_funds_at_risk_usd": 2372859.09, "financial_exposure_usd": 3631399.08, "recoverable_pct": 0.779 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108623", "label": "benign", "label_confidence": 0.469, "severity": "critical", "timestamp": "2026-01-06T23:43:00Z", "trace_id": "d8fbcab6-4815-c5c7-8c63-a03e942a61c2" }
{ "account_age_days": 1049, "account_id": "ACCT-B35B4A302610", "baseline_risk_score": 0.174, "kyc_tier": "tier_1", "session_entropy": 0.729 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 536, "timestamp": "2026-01-06T23:43:00Z", "transaction_amount_usd": 7594.49 }, { "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": 0.704, "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": 791.22, "financial_exposure_usd": 940.57, "recoverable_pct": 0.742 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101836", "label": "fraudulent", "label_confidence": 0.823, "severity": "medium", "timestamp": "2026-01-02T06:36:00Z", "trace_id": "bfe24f6a-e32a-b400-e662-1652913e555a" }
{ "account_age_days": 1983, "account_id": "ACCT-A481C2ACD996", "baseline_risk_score": 0.29, "kyc_tier": "tier_3", "session_entropy": 0.134 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 325, "timestamp": "2026-01-02T06:36:00Z", "transaction_amount_usd": 57896.87 }, { "asset": "EUR", "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": 0.626, "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": 334616.95, "financial_exposure_usd": 382434.98, "recoverable_pct": 0.438 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102261", "label": "fraudulent", "label_confidence": 0.922, "severity": "medium", "timestamp": "2026-01-02T13:41:00Z", "trace_id": "48d12a79-09cd-2271-6288-8c24910f9b5e" }
{ "account_age_days": 1262, "account_id": "ACCT-B2F48A7DF858", "baseline_risk_score": 0.54, "kyc_tier": "tier_1", "session_entropy": 0.56 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 1172, "timestamp": "2026-01-02T13:41:00Z", "transaction_amount_usd": 33826.83 }, { "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": 0.829, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, 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": 530151.7, "financial_exposure_usd": 649697.69, "recoverable_pct": 0.304 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103425", "label": "fraudulent", "label_confidence": 0.929, "severity": "high", "timestamp": "2026-01-03T09:05:00Z", "trace_id": "97e7054d-2a1a-114c-4788-9f2b7f975cd3" }
{ "account_age_days": 355, "account_id": "ACCT-5D446605EE6B", "baseline_risk_score": 0.165, "kyc_tier": "tier_1", "session_entropy": 0.791 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 252, "timestamp": "2026-01-03T09:05:00Z", "transaction_amount_usd": 2797065.49 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "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": 0.453, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, 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": 643429.01, "financial_exposure_usd": 704890.5, "recoverable_pct": 0.821 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100086", "label": "fraudulent", "label_confidence": 0.976, "severity": "medium", "timestamp": "2026-01-01T01:26:00Z", "trace_id": "dd9d2e4d-483e-dd69-dc7a-bd161c153057" }
{ "account_age_days": 163, "account_id": "ACCT-478817ECC764", "baseline_risk_score": 0.543, "kyc_tier": "tier_3", "session_entropy": 0.495 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 302, "timestamp": "2026-01-01T00:25:00Z", "transaction_amount_usd": 9.57 }, { "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": 0.403, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 1, 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": 132640.92, "financial_exposure_usd": 170402.5, "recoverable_pct": 0.564 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109884", "label": "benign", "label_confidence": 0.472, "severity": "high", "timestamp": "2026-01-07T20:44:00Z", "trace_id": "e6d61e08-ddec-a247-d2ea-8cde453e954a" }
{ "account_age_days": 1998, "account_id": "ACCT-92225191C187", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.926 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 129, "timestamp": "2026-01-07T20:44:00Z", "transaction_amount_usd": 9490.75 }, { "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": 0.479, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "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": 2120.21, "financial_exposure_usd": 2376.78, "recoverable_pct": 0.971 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104885", "label": "fraudulent", "label_confidence": 0.761, "severity": "high", "timestamp": "2026-01-04T09:25:00Z", "trace_id": "f8dbfa77-64a9-8d1c-15b7-86202dd18e94" }
{ "account_age_days": 1405, "account_id": "ACCT-A5416F81A2AF", "baseline_risk_score": 0.052, "kyc_tier": "tier_1", "session_entropy": 0.845 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 219, "timestamp": "2026-01-04T09:25:00Z", "transaction_amount_usd": 2964890.26 }, { "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": 0.689, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, 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": 4175615.39, "financial_exposure_usd": 5120145.02, "recoverable_pct": 0.734 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108751", "label": "benign", "label_confidence": 0.533, "severity": "low", "timestamp": "2026-01-07T01:51:00Z", "trace_id": "c88a2c75-1170-4a13-d192-5a6e297e3075" }
{ "account_age_days": 458, "account_id": "ACCT-A8F20493B9CA", "baseline_risk_score": 0.089, "kyc_tier": "tier_2", "session_entropy": 0.403 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 363, "timestamp": "2026-01-07T01:51:00Z", "transaction_amount_usd": 11073.34 }, { "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": 0.589, "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": 1630.3, "financial_exposure_usd": 2020.83, "recoverable_pct": 0.784 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107734", "label": "benign", "label_confidence": 0.698, "severity": "low", "timestamp": "2026-01-06T08:54:00Z", "trace_id": "f240fa35-8ba0-4d8d-eb26-018ce02862cc" }
{ "account_age_days": 1676, "account_id": "ACCT-42D00585B670", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.764 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 228, "timestamp": "2026-01-06T05:56:00Z", "transaction_amount_usd": 15.32 }, { "asset": "BTC", "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": 0.567, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 8", "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": 5250.67, "financial_exposure_usd": 5697.92, "recoverable_pct": 0.52 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102214", "label": "fraudulent", "label_confidence": 0.776, "severity": "high", "timestamp": "2026-01-02T12:54:00Z", "trace_id": "589779ce-8336-bdb3-e286-305402e26e1f" }
{ "account_age_days": 788, "account_id": "ACCT-D962F447EDB3", "baseline_risk_score": 0.46, "kyc_tier": "tier_2", "session_entropy": 0.793 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 706, "timestamp": "2026-01-02T12:54:00Z", "transaction_amount_usd": 108563.5 }, { "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": 0.929, "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": 659537.53, "financial_exposure_usd": 1538403.82, "recoverable_pct": 0.025 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105247", "label": "fraudulent", "label_confidence": 0.785, "severity": "high", "timestamp": "2026-01-04T15:27:00Z", "trace_id": "d045a3c9-ff4b-b3b6-8ac7-5d0398671add" }
{ "account_age_days": 1227, "account_id": "ACCT-4FD055FD485B", "baseline_risk_score": 0.117, "kyc_tier": "tier_3", "session_entropy": 0.563 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 823, "timestamp": "2026-01-04T15:27:00Z", "transaction_amount_usd": 2780088.68 }, { "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": 0.551, "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": 3696378.07, "financial_exposure_usd": 4902875.14, "recoverable_pct": 0.416 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102284", "label": "fraudulent", "label_confidence": 0.764, "severity": "high", "timestamp": "2026-01-02T14:04:00Z", "trace_id": "cdf04adb-5234-70c0-2a1d-17341e322a4a" }
{ "account_age_days": 1744, "account_id": "ACCT-B1425A85EAAC", "baseline_risk_score": 0.287, "kyc_tier": "tier_3", "session_entropy": 0.407 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 162, "timestamp": "2026-01-02T05:38:00Z", "transaction_amount_usd": 10.36 }, { "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": 0.91, "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 HAVING...
{ "customer_funds_at_risk_usd": 680687.62, "financial_exposure_usd": 1384071.6, "recoverable_pct": 0.256 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108524", "label": "benign", "label_confidence": 0.663, "severity": "high", "timestamp": "2026-01-06T22:04:00Z", "trace_id": "0cc10a30-b588-afc8-d2fb-8b258c3ddf1a" }
{ "account_age_days": 1668, "account_id": "ACCT-0CF41822CD64", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.748 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 86, "timestamp": "2026-01-06T12:14:00Z", "transaction_amount_usd": 10.41 }, { "asset": "SOL", "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": 0.673, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, 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": 814.1, "financial_exposure_usd": 1679.39, "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-101158", "label": "fraudulent", "label_confidence": 0.969, "severity": "high", "timestamp": "2026-01-01T19:18:00Z", "trace_id": "94d6c95e-b342-77aa-7db1-7129a120fe2d" }
{ "account_age_days": 1406, "account_id": "ACCT-DAD0F445F5E2", "baseline_risk_score": 0.412, "kyc_tier": "tier_2", "session_entropy": 0.317 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 101, "timestamp": "2026-01-01T09:01:00Z", "transaction_amount_usd": 17.97 }, { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.621, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "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": 345348.5, "financial_exposure_usd": 594686.5, "recoverable_pct": 0.558 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100339", "label": "fraudulent", "label_confidence": 0.803, "severity": "medium", "timestamp": "2026-01-01T05:39:00Z", "trace_id": "d0ffa971-910f-ff44-fec5-2f69ac436e12" }
{ "account_age_days": 1613, "account_id": "ACCT-C6991C22BE14", "baseline_risk_score": 0.65, "kyc_tier": "tier_1", "session_entropy": 0.336 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 497, "timestamp": "2026-01-01T05:39:00Z", "transaction_amount_usd": 59119.3 }, { "asset": "GBP", "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": 0.768, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, 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": 705695.75, "financial_exposure_usd": 1038482.66, "recoverable_pct": 0.458 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106711", "label": "benign", "label_confidence": 0.498, "severity": "critical", "timestamp": "2026-01-05T15:51:00Z", "trace_id": "399eb2b6-627e-4ec4-7874-f5ddf9a6f6ed" }
{ "account_age_days": 977, "account_id": "ACCT-62B222450667", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.106 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 687, "timestamp": "2026-01-05T15:51:00Z", "transaction_amount_usd": 6203.92 }, { "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": 0.78, "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": 3780.03, "financial_exposure_usd": 7441.03, "recoverable_pct": 0.811 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107021", "label": "benign", "label_confidence": 0.73, "severity": "low", "timestamp": "2026-01-05T21:01:00Z", "trace_id": "8a1c87fa-e908-cd11-7fc7-b5cf5c0fc966" }
{ "account_age_days": 2000, "account_id": "ACCT-B8816F0B6179", "baseline_risk_score": 0.173, "kyc_tier": "tier_3", "session_entropy": 0.762 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 619, "timestamp": "2026-01-05T21:01:00Z", "transaction_amount_usd": 13940.57 }, { "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": 0.687, "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": 1663.4, "financial_exposure_usd": 3381.03, "recoverable_pct": 0.967 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104181", "label": "fraudulent", "label_confidence": 0.936, "severity": "critical", "timestamp": "2026-01-03T21:41:00Z", "trace_id": "1d351941-35d7-0247-4172-58399eb9c6aa" }
{ "account_age_days": 43, "account_id": "ACCT-3C2644D79866", "baseline_risk_score": 0.168, "kyc_tier": "tier_2", "session_entropy": 0.469 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 358, "timestamp": "2026-01-03T21:41:00Z", "transaction_amount_usd": 2680537.02 }, { "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": 0.825, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, 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": 1893217.72, "financial_exposure_usd": 1986972.37, "recoverable_pct": 0.649 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106655", "label": "fraudulent", "label_confidence": 0.653, "severity": "high", "timestamp": "2026-01-05T14:55:00Z", "trace_id": "0fa52716-c858-137c-fe16-c935649f4a80" }
{ "account_age_days": 1861, "account_id": "ACCT-08A2BB30765C", "baseline_risk_score": 0.263, "kyc_tier": "tier_3", "session_entropy": 0.317 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 229, "timestamp": "2026-01-05T14:55:00Z", "transaction_amount_usd": 801652.51 }, { "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": 0.719, "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": 6409526.27, "financial_exposure_usd": 7312503.54, "recoverable_pct": 0.985 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105995", "label": "fraudulent", "label_confidence": 0.791, "severity": "high", "timestamp": "2026-01-05T03:55:00Z", "trace_id": "33d131ec-4ad2-0d50-b6f5-ac4dfe606edb" }
{ "account_age_days": 1997, "account_id": "ACCT-7186A439C0DE", "baseline_risk_score": 0.165, "kyc_tier": "tier_3", "session_entropy": 0.159 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 92, "timestamp": "2026-01-05T01:03:00Z", "transaction_amount_usd": 0.98 }, { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED",...
{ "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": 0.49, "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": 2391618.31, "financial_exposure_usd": 3777053, "recoverable_pct": 0.731 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102356", "label": "fraudulent", "label_confidence": 0.78, "severity": "critical", "timestamp": "2026-01-02T15:16:00Z", "trace_id": "71051a1e-a2c9-3b24-f259-fbc79002b623" }
{ "account_age_days": 1859, "account_id": "ACCT-E8DB30CE07DE", "baseline_risk_score": 0.263, "kyc_tier": "tier_1", "session_entropy": 0.387 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "GB", "latency_ms": 1115, "timestamp": "2026-01-02T15:16:00Z", "transaction_amount_usd": 61033.93 }, { "asset": "ETH", "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": 0.884, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, 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": 259152.57, "financial_exposure_usd": 405912.98, "recoverable_pct": 0.011 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109305", "label": "benign", "label_confidence": 0.744, "severity": "low", "timestamp": "2026-01-07T11:05:00Z", "trace_id": "c9e0b3ea-4b5f-f5da-89a3-2caf415431f9" }
{ "account_age_days": 1350, "account_id": "ACCT-651A3425C87D", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.446 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 467, "timestamp": "2026-01-07T11:05:00Z", "transaction_amount_usd": 11212.07 }, { "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": 0.564, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 3", "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": 647.6, "financial_exposure_usd": 1010.32, "recoverable_pct": 0.982 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108477", "label": "benign", "label_confidence": 0.712, "severity": "medium", "timestamp": "2026-01-06T21:17:00Z", "trace_id": "a554c7b4-714b-726e-b47c-81113954dec6" }
{ "account_age_days": 831, "account_id": "ACCT-6522E2F0AE85", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.325 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 491, "timestamp": "2026-01-06T21:17:00Z", "transaction_amount_usd": 6735.71 }, { "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": 0.557, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, 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": 4462.79, "financial_exposure_usd": 5815.01, "recoverable_pct": 0.488 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105948", "label": "fraudulent", "label_confidence": 0.707, "severity": "high", "timestamp": "2026-01-05T03:08:00Z", "trace_id": "69d77109-9e12-eb4a-f2a6-3e31d078d051" }
{ "account_age_days": 1928, "account_id": "ACCT-684322F96638", "baseline_risk_score": 0.139, "kyc_tier": "tier_2", "session_entropy": 0.404 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 957, "timestamp": "2026-01-05T03:08:00Z", "transaction_amount_usd": 861655.82 }, { "asset": "BTC", "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": 0.755, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, 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": 3516077.95, "financial_exposure_usd": 4900455.64, "recoverable_pct": 0.72 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104928", "label": "fraudulent", "label_confidence": 0.776, "severity": "high", "timestamp": "2026-01-04T10:08:00Z", "trace_id": "1a282d87-45f2-c7ae-c594-36fc4655a219" }
{ "account_age_days": 829, "account_id": "ACCT-2B940F161A89", "baseline_risk_score": 0.138, "kyc_tier": "tier_2", "session_entropy": 0.575 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 216, "timestamp": "2026-01-04T04:44:00Z", "transaction_amount_usd": 24.54 }, { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTE...
{ "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": 0.831, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, 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": 4440261.99, "financial_exposure_usd": 6279540.1, "recoverable_pct": 0.924 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100059", "label": "fraudulent", "label_confidence": 0.923, "severity": "high", "timestamp": "2026-01-01T00:59:00Z", "trace_id": "99bd6240-a853-5961-632d-03021a82833c" }
{ "account_age_days": 1722, "account_id": "ACCT-AEF2AB2F495F", "baseline_risk_score": 0.33, "kyc_tier": "tier_1", "session_entropy": 0.313 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 588, "timestamp": "2026-01-01T00:59:00Z", "transaction_amount_usd": 60741.16 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "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 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": 479122.8, "financial_exposure_usd": 778796.21, "recoverable_pct": 0.385 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109182", "label": "benign", "label_confidence": 0.564, "severity": "low", "timestamp": "2026-01-07T09:02:00Z", "trace_id": "4caa7d62-c2a4-5ad1-e0ab-7759df69751f" }
{ "account_age_days": 764, "account_id": "ACCT-18B063B37003", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.724 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 822, "timestamp": "2026-01-07T09:02:00Z", "transaction_amount_usd": 10350.1 }, { "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": 0.545, "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": 1154.9, "financial_exposure_usd": 2682.46, "recoverable_pct": 0.688 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101755", "label": "fraudulent", "label_confidence": 0.951, "severity": "medium", "timestamp": "2026-01-02T05:15:00Z", "trace_id": "baf95060-df4b-f3fe-6d7f-acd913a237e0" }
{ "account_age_days": 310, "account_id": "ACCT-2AF7851D4989", "baseline_risk_score": 0.405, "kyc_tier": "tier_1", "session_entropy": 0.196 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 877, "timestamp": "2026-01-02T05:15:00Z", "transaction_amount_usd": 16918.56 }, { "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": 0.666, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, 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": 281379.51, "financial_exposure_usd": 531888.49, "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-103310", "label": "fraudulent", "label_confidence": 0.856, "severity": "medium", "timestamp": "2026-01-03T07:10:00Z", "trace_id": "4bdb41a5-3f32-f242-393f-803859701dd4" }
{ "account_age_days": 540, "account_id": "ACCT-657C811FD8AE", "baseline_risk_score": 0.328, "kyc_tier": "tier_2", "session_entropy": 0.446 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 387, "timestamp": "2026-01-03T07:10:00Z", "transaction_amount_usd": 42133.56 }, { "asset": "SOL", "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": 0.566, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, 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": 534232.02, "financial_exposure_usd": 551539.61, "recoverable_pct": 0.197 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108828", "label": "benign", "label_confidence": 0.679, "severity": "high", "timestamp": "2026-01-07T03:08:00Z", "trace_id": "b59d8c0a-abf3-c86f-8174-962ccd1d7e52" }
{ "account_age_days": 528, "account_id": "ACCT-213737F68D04", "baseline_risk_score": 0.185, "kyc_tier": "tier_2", "session_entropy": 0.219 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 733, "timestamp": "2026-01-07T03:08:00Z", "transaction_amount_usd": 374.37 }, { "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": 0.699, "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": 3052.3, "financial_exposure_usd": 3321.46, "recoverable_pct": 0.41 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104305", "label": "fraudulent", "label_confidence": 0.898, "severity": "medium", "timestamp": "2026-01-03T23:45:00Z", "trace_id": "b2fc7e5f-2a22-1014-897a-84f57d28203f" }
{ "account_age_days": 437, "account_id": "ACCT-5348DC4D3EE0", "baseline_risk_score": 0.388, "kyc_tier": "tier_1", "session_entropy": 0.236 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 498, "timestamp": "2026-01-03T23:45:00Z", "transaction_amount_usd": 2193645.97 }, { "asset": "USDT", "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": 0.36, "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": 3031973.17, "financial_exposure_usd": 3376001.5, "recoverable_pct": 0.469 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107545", "label": "benign", "label_confidence": 0.602, "severity": "low", "timestamp": "2026-01-06T05:45:00Z", "trace_id": "a3f5a8af-c1b0-5f9e-f40a-a44565ab0794" }
{ "account_age_days": 1051, "account_id": "ACCT-D027285D1A95", "baseline_risk_score": 0.074, "kyc_tier": "tier_3", "session_entropy": 0.868 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 1080, "timestamp": "2026-01-06T05:45:00Z", "transaction_amount_usd": 6671.16 }, { "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": 0.651, "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": 547.61, "financial_exposure_usd": 1227.85, "recoverable_pct": 0.643 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104563", "label": "fraudulent", "label_confidence": 0.792, "severity": "low", "timestamp": "2026-01-04T04:03:00Z", "trace_id": "214124d8-8c31-e844-323d-a48dba6e3024" }
{ "account_age_days": 1693, "account_id": "ACCT-1CEBC472FBBF", "baseline_risk_score": 0.313, "kyc_tier": "tier_1", "session_entropy": 0.458 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 1031, "timestamp": "2026-01-04T04:03:00Z", "transaction_amount_usd": 1613762.33 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BO...
{ "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": 0.742, "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": 1990208.28, "financial_exposure_usd": 2630781.1, "recoverable_pct": 0.546 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101579", "label": "fraudulent", "label_confidence": 0.817, "severity": "critical", "timestamp": "2026-01-02T02:19:00Z", "trace_id": "a6aca81e-6d7c-165a-21ff-5b3f825d0b16" }
{ "account_age_days": 1946, "account_id": "ACCT-DD9802AEAED9", "baseline_risk_score": 0.359, "kyc_tier": "tier_2", "session_entropy": 0.669 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 135, "timestamp": "2026-01-01T22:12:00Z", "transaction_amount_usd": 22.41 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "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": 0.931, "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": 948303.99, "financial_exposure_usd": 1386188.42, "recoverable_pct": 0.036 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104663", "label": "fraudulent", "label_confidence": 0.633, "severity": "low", "timestamp": "2026-01-04T05:43:00Z", "trace_id": "24ebd8cf-fdbe-9933-4666-65711a398488" }
{ "account_age_days": 1458, "account_id": "ACCT-048587E935F7", "baseline_risk_score": 0.209, "kyc_tier": "tier_1", "session_entropy": 0.305 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 809, "timestamp": "2026-01-04T05:43:00Z", "transaction_amount_usd": 216933.25 }, { "asset": "USD", "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": 0.353, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, 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": 1156801.22, "financial_exposure_usd": 2392956.93, "recoverable_pct": 0.745 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109164", "label": "benign", "label_confidence": 0.593, "severity": "medium", "timestamp": "2026-01-07T08:44:00Z", "trace_id": "74e64ef0-0b03-c2cf-c3f7-0f275c7103fb" }
{ "account_age_days": 331, "account_id": "ACCT-463D87045799", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.418 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 206, "timestamp": "2026-01-06T20:31:00Z", "transaction_amount_usd": 22.17 }, { "asset": "SOL", "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": 0.654, "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": 833.73, "financial_exposure_usd": 903.12, "recoverable_pct": 0.912 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109868", "label": "benign", "label_confidence": 0.514, "severity": "medium", "timestamp": "2026-01-07T20:28:00Z", "trace_id": "c08d08dd-2b8b-32dd-6213-07e98e3f8427" }
{ "account_age_days": 373, "account_id": "ACCT-8CB326B23B17", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.533 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 846, "timestamp": "2026-01-07T20:28:00Z", "transaction_amount_usd": 1020.14 }, { "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": 0.62, "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 prior...
{ "customer_funds_at_risk_usd": 2126.25, "financial_exposure_usd": 2922.69, "recoverable_pct": 0.821 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100334", "label": "fraudulent", "label_confidence": 0.974, "severity": "critical", "timestamp": "2026-01-01T05:34:00Z", "trace_id": "9b0108d2-0371-1d3f-c9be-5dce02ee09bf" }
{ "account_age_days": 1079, "account_id": "ACCT-4808884B6413", "baseline_risk_score": 0.272, "kyc_tier": "tier_3", "session_entropy": 0.286 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CA", "latency_ms": 896, "timestamp": "2026-01-01T05:34:00Z", "transaction_amount_usd": 20843.79 }, { "asset": "JPY", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.356, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 1, 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": 13300.5, "financial_exposure_usd": 24769.94, "recoverable_pct": 0.147 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106788", "label": "benign", "label_confidence": 0.564, "severity": "medium", "timestamp": "2026-01-05T17:08:00Z", "trace_id": "56d7bd4a-0efc-095c-9c85-1bc80233df49" }
{ "account_age_days": 23, "account_id": "ACCT-489BC7D7802C", "baseline_risk_score": 0.155, "kyc_tier": "tier_2", "session_entropy": 0.699 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 881, "timestamp": "2026-01-05T17:08:00Z", "transaction_amount_usd": 1952.26 }, { "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": 0.793, "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": 596.23, "financial_exposure_usd": 742.71, "recoverable_pct": 0.857 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104960", "label": "fraudulent", "label_confidence": 0.914, "severity": "critical", "timestamp": "2026-01-04T10:40:00Z", "trace_id": "58aba8a9-3dcf-43b3-27b3-b7bb4fff4816" }
{ "account_age_days": 995, "account_id": "ACCT-DF4AFE770464", "baseline_risk_score": 0.44, "kyc_tier": "tier_2", "session_entropy": 0.866 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 1147, "timestamp": "2026-01-04T10:40:00Z", "transaction_amount_usd": 537848.75 }, { "asset": "USD", "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": 0.507, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, 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": 2347875.35, "financial_exposure_usd": 5308523.42, "recoverable_pct": 0.666 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107215", "label": "benign", "label_confidence": 0.637, "severity": "medium", "timestamp": "2026-01-06T00:15:00Z", "trace_id": "6b3894cc-ee5b-1c91-e0f2-4b29573d1c43" }
{ "account_age_days": 1638, "account_id": "ACCT-F28E3DAA30FD", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.264 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 321, "timestamp": "2026-01-05T13:15:00Z", "transaction_amount_usd": 19.75 }, { "asset": "USDC", "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": 0.783, "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": 5679.69, "financial_exposure_usd": 6296.65, "recoverable_pct": 0.986 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100871", "label": "fraudulent", "label_confidence": 0.859, "severity": "critical", "timestamp": "2026-01-01T14:31:00Z", "trace_id": "f875f563-ffc9-08de-dbae-dddd9d5d0f9d" }
{ "account_age_days": 1170, "account_id": "ACCT-4912E293E158", "baseline_risk_score": 0.324, "kyc_tier": "tier_2", "session_entropy": 0.676 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 636, "timestamp": "2026-01-01T14:31:00Z", "transaction_amount_usd": 97671.73 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.725, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, 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": 846190.49, "financial_exposure_usd": 1046526.2, "recoverable_pct": 0.385 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104294", "label": "fraudulent", "label_confidence": 0.613, "severity": "medium", "timestamp": "2026-01-03T23:34:00Z", "trace_id": "17321928-847c-3a1f-7816-e4fb18911694" }
{ "account_age_days": 240, "account_id": "ACCT-BFEC93F46145", "baseline_risk_score": 0.16, "kyc_tier": "tier_2", "session_entropy": 0.287 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 102, "timestamp": "2026-01-03T15:49:00Z", "transaction_amount_usd": 0.35 }, { "asset": "USDC", "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": 0.595, "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": 1903879.6, "financial_exposure_usd": 3737703.95, "recoverable_pct": 0.931 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100612", "label": "fraudulent", "label_confidence": 0.876, "severity": "high", "timestamp": "2026-01-01T10:12:00Z", "trace_id": "c88ebb9f-df39-4722-a2d4-4592a59b7d72" }
{ "account_age_days": 537, "account_id": "ACCT-618AAB8219E4", "baseline_risk_score": 0.522, "kyc_tier": "tier_2", "session_entropy": 0.315 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 152, "timestamp": "2026-01-01T10:12:00Z", "transaction_amount_usd": 85368.13 }, { "asset": "USDT", "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": 0.947, "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": 165371.2, "financial_exposure_usd": 249234.9, "recoverable_pct": 0.095 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108106", "label": "benign", "label_confidence": 0.484, "severity": "medium", "timestamp": "2026-01-06T15:06:00Z", "trace_id": "0562ab81-55ca-a646-5c93-d89ff403a275" }
{ "account_age_days": 563, "account_id": "ACCT-40D372603BBC", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.255 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 413, "timestamp": "2026-01-06T15:06:00Z", "transaction_amount_usd": 11331.62 }, { "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": 0.693, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, 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": 978.26, "financial_exposure_usd": 1451, "recoverable_pct": 0.43 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102601", "label": "fraudulent", "label_confidence": 0.884, "severity": "high", "timestamp": "2026-01-02T19:21:00Z", "trace_id": "0223f6f9-40ea-f9e2-0726-6481d3d11000" }
{ "account_age_days": 1699, "account_id": "ACCT-9A5DE8EAC2FF", "baseline_risk_score": 0.423, "kyc_tier": "tier_1", "session_entropy": 0.606 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 247, "timestamp": "2026-01-02T15:43:00Z", "transaction_amount_usd": 5.07 }, { "asset": "USD", "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": 0.941, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, 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": 429885.37, "financial_exposure_usd": 748649.95, "recoverable_pct": 0.427 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109072", "label": "benign", "label_confidence": 0.625, "severity": "low", "timestamp": "2026-01-07T07:12:00Z", "trace_id": "37cb70b5-7975-d6b0-6cfb-357e2b44d8c1" }
{ "account_age_days": 965, "account_id": "ACCT-624704D9F8F4", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.583 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 89, "timestamp": "2026-01-06T22:07:00Z", "transaction_amount_usd": 3.37 }, { "asset": "BTC", "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": 0.695, "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": 3484.82, "financial_exposure_usd": 3955.87, "recoverable_pct": 0.56 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102175", "label": "fraudulent", "label_confidence": 0.959, "severity": "critical", "timestamp": "2026-01-02T12:15:00Z", "trace_id": "157f12a7-7e75-54b7-59e5-f59d135d3cf8" }
{ "account_age_days": 50, "account_id": "ACCT-FCB7A6E4FCD1", "baseline_risk_score": 0.553, "kyc_tier": "tier_2", "session_entropy": 0.555 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 590, "timestamp": "2026-01-02T12:15:00Z", "transaction_amount_usd": 21610.33 }, { "asset": "EUR", "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": 0.858, "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": 464190.99, "financial_exposure_usd": 501244.27, "recoverable_pct": 0.055 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103613", "label": "fraudulent", "label_confidence": 0.866, "severity": "low", "timestamp": "2026-01-03T12:13:00Z", "trace_id": "d8aa5733-6f5f-f715-a1fd-1c94693a9740" }
{ "account_age_days": 1880, "account_id": "ACCT-EAB460D9CEAD", "baseline_risk_score": 0.431, "kyc_tier": "tier_1", "session_entropy": 0.288 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 1047, "timestamp": "2026-01-03T12:13:00Z", "transaction_amount_usd": 406386.36 }, { "asset": "ETH", "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": 0.663, "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": 5988387.58, "financial_exposure_usd": 6264079.69, "recoverable_pct": 0.474 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106289", "label": "fraudulent", "label_confidence": 0.828, "severity": "high", "timestamp": "2026-01-05T08:49:00Z", "trace_id": "7c5878e0-abd8-b0ea-9099-e6dfc3b6b031" }
{ "account_age_days": 1005, "account_id": "ACCT-DF6983C5E792", "baseline_risk_score": 0.314, "kyc_tier": "tier_1", "session_entropy": 0.2 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 1086, "timestamp": "2026-01-05T08:49:00Z", "transaction_amount_usd": 302002.67 }, { "asset": "ETH", "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": 0.613, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, 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": 3016939.89, "financial_exposure_usd": 4447109.3, "recoverable_pct": 0.74 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103299", "label": "fraudulent", "label_confidence": 0.946, "severity": "high", "timestamp": "2026-01-03T06:59:00Z", "trace_id": "10fb8709-0308-3cfe-ffc5-01b7e5137215" }
{ "account_age_days": 1180, "account_id": "ACCT-EA6DA733CFDE", "baseline_risk_score": 0.615, "kyc_tier": "tier_1", "session_entropy": 0.912 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 730, "timestamp": "2026-01-03T06:59:00Z", "transaction_amount_usd": 88474.1 }, { "asset": "ETH", "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": 0.81, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, 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 HAV...
{ "customer_funds_at_risk_usd": 561874.18, "financial_exposure_usd": 617539.54, "recoverable_pct": 0.077 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107480", "label": "benign", "label_confidence": 0.701, "severity": "low", "timestamp": "2026-01-06T04:40:00Z", "trace_id": "2fe9e7ac-e86d-a686-f66f-21b93d62ae62" }
{ "account_age_days": 853, "account_id": "ACCT-6448285C526F", "baseline_risk_score": 0.095, "kyc_tier": "tier_2", "session_entropy": 0.563 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 582, "timestamp": "2026-01-06T04:40:00Z", "transaction_amount_usd": 7321.2 }, { "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": 0.462, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 4", "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": 31.18, "financial_exposure_usd": 77.45, "recoverable_pct": 0.502 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104890", "label": "fraudulent", "label_confidence": 0.641, "severity": "low", "timestamp": "2026-01-04T09:30:00Z", "trace_id": "431ded04-c73e-59b5-063a-9e6d8057795d" }
{ "account_age_days": 1373, "account_id": "ACCT-26DCC5D3E537", "baseline_risk_score": 0.378, "kyc_tier": "tier_1", "session_entropy": 0.338 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 311, "timestamp": "2026-01-04T00:11:00Z", "transaction_amount_usd": 8.62 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "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": 0.86, "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": 3971811.89, "financial_exposure_usd": 4008775.59, "recoverable_pct": 0.961 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103856", "label": "fraudulent", "label_confidence": 0.638, "severity": "critical", "timestamp": "2026-01-03T16:16:00Z", "trace_id": "4b6d8db0-cfdb-d01e-f517-0a003a52df7a" }
{ "account_age_days": 790, "account_id": "ACCT-2C48AEBB9240", "baseline_risk_score": 0.378, "kyc_tier": "tier_2", "session_entropy": 0.566 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 689, "timestamp": "2026-01-03T16:16:00Z", "transaction_amount_usd": 93543.8 }, { "asset": "EUR", "burst_indicator": false, "event_name": "ORDER_BOOK_IM...
{ "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": 0.823, "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": 2886212.16, "financial_exposure_usd": 6718439.08, "recoverable_pct": 0.552 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103779", "label": "fraudulent", "label_confidence": 0.94, "severity": "low", "timestamp": "2026-01-03T14:59:00Z", "trace_id": "92e4af47-b8f9-a510-12dd-a23f8584d7f9" }
{ "account_age_days": 518, "account_id": "ACCT-1756C4FB3E8D", "baseline_risk_score": 0.423, "kyc_tier": "tier_2", "session_entropy": 0.15 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 141, "timestamp": "2026-01-03T14:59:00Z", "transaction_amount_usd": 1483649.68 }, { "asset": "USD", "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": 0.508, "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": 5050530.84, "financial_exposure_usd": 5293077.64, "recoverable_pct": 0.47 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107587", "label": "benign", "label_confidence": 0.626, "severity": "low", "timestamp": "2026-01-06T06:27:00Z", "trace_id": "b2ea6447-cb5d-a824-11d1-76411dd4a14a" }
{ "account_age_days": 770, "account_id": "ACCT-1E3D944C6712", "baseline_risk_score": 0.198, "kyc_tier": "tier_2", "session_entropy": 0.311 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 704, "timestamp": "2026-01-06T06:27:00Z", "transaction_amount_usd": 11110.35 }, { "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": 0.728, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, 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": 1473.31, "financial_exposure_usd": 1665.66, "recoverable_pct": 0.975 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107418", "label": "benign", "label_confidence": 0.618, "severity": "low", "timestamp": "2026-01-06T03:38:00Z", "trace_id": "43286a91-2a60-734c-97c2-4390d3de0526" }
{ "account_age_days": 121, "account_id": "ACCT-FAB4D04862B6", "baseline_risk_score": 0.134, "kyc_tier": "tier_2", "session_entropy": 0.65 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 230, "timestamp": "2026-01-05T20:52:00Z", "transaction_amount_usd": 24.62 }, { "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": 0.481, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, 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": 1541.33, "financial_exposure_usd": 1596.45, "recoverable_pct": 0.974 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103909", "label": "fraudulent", "label_confidence": 0.948, "severity": "high", "timestamp": "2026-01-03T17:09:00Z", "trace_id": "05df312b-d81c-e861-8776-d8df01b3dbae" }
{ "account_age_days": 1226, "account_id": "ACCT-C079449D89A1", "baseline_risk_score": 0.259, "kyc_tier": "tier_2", "session_entropy": 0.865 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 1057, "timestamp": "2026-01-03T17:09:00Z", "transaction_amount_usd": 2265294.43 }, { "asset": "BTC", "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": 0.802, "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": 4208771.32, "financial_exposure_usd": 6264208.64, "recoverable_pct": 0.868 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104030", "label": "fraudulent", "label_confidence": 0.707, "severity": "medium", "timestamp": "2026-01-03T19:10:00Z", "trace_id": "b7eda9d6-37e1-28a0-888d-cfc63e8f4a52" }
{ "account_age_days": 434, "account_id": "ACCT-877BDBA6E42E", "baseline_risk_score": 0.178, "kyc_tier": "tier_2", "session_entropy": 0.67 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 197, "timestamp": "2026-01-03T18:31:00Z", "transaction_amount_usd": 20.13 }, { "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": 0.483, "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": 2523098.57, "financial_exposure_usd": 3002970.75, "recoverable_pct": 0.59 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108291", "label": "benign", "label_confidence": 0.466, "severity": "critical", "timestamp": "2026-01-06T18:11:00Z", "trace_id": "f8bdf058-d364-f282-f744-f8f2f7539f1b" }
{ "account_age_days": 1711, "account_id": "ACCT-04136AACF4DE", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.945 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 125, "timestamp": "2026-01-06T18:11:00Z", "transaction_amount_usd": 14698.81 }, { "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": 0.627, "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": 4802.54, "financial_exposure_usd": 7874.09, "recoverable_pct": 0.983 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107200", "label": "benign", "label_confidence": 0.748, "severity": "high", "timestamp": "2026-01-06T00:00:00Z", "trace_id": "a4638785-b3b9-ad45-f514-7ef8b78c5c11" }
{ "account_age_days": 1545, "account_id": "ACCT-FE004BA90BBC", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.856 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 147, "timestamp": "2026-01-06T00:00:00Z", "transaction_amount_usd": 9376.84 }, { "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": 0.467, "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": 5465.71, "financial_exposure_usd": 6628.97, "recoverable_pct": 0.786 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106707", "label": "benign", "label_confidence": 0.534, "severity": "low", "timestamp": "2026-01-05T15:47:00Z", "trace_id": "7c846bde-be66-ae92-cf99-0e2135343b50" }
{ "account_age_days": 1720, "account_id": "ACCT-0FDB6F4464AD", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.14 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 164, "timestamp": "2026-01-05T15:47:00Z", "transaction_amount_usd": 4982.73 }, { "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": 0.564, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, 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_...
{ "customer_funds_at_risk_usd": 634.7, "financial_exposure_usd": 1074.44, "recoverable_pct": 0.502 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106072", "label": "fraudulent", "label_confidence": 0.82, "severity": "low", "timestamp": "2026-01-05T05:12:00Z", "trace_id": "3dbd949f-97d2-b65e-e37f-31015031528a" }
{ "account_age_days": 1507, "account_id": "ACCT-0E0EB9D2D327", "baseline_risk_score": 0.212, "kyc_tier": "tier_2", "session_entropy": 0.269 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 442, "timestamp": "2026-01-05T05:12:00Z", "transaction_amount_usd": 1398441.05 }, { "asset": "SOL", "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": 0.54, "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 post...
{ "customer_funds_at_risk_usd": 2208510.58, "financial_exposure_usd": 3658853.57, "recoverable_pct": 0.54 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100369", "label": "fraudulent", "label_confidence": 0.792, "severity": "critical", "timestamp": "2026-01-01T06:09:00Z", "trace_id": "800dd8dd-541a-1fab-8c6c-6191692bc7c4" }
{ "account_age_days": 1705, "account_id": "ACCT-24E700EFD69C", "baseline_risk_score": 0.427, "kyc_tier": "tier_3", "session_entropy": 0.736 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 155, "timestamp": "2025-12-31T22:06:00Z", "transaction_amount_usd": 9.83 }, { "asset": "ETH", "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": 0.583, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, 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": 532713.91, "financial_exposure_usd": 878075.33, "recoverable_pct": 0.345 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103870", "label": "fraudulent", "label_confidence": 0.772, "severity": "critical", "timestamp": "2026-01-03T16:30:00Z", "trace_id": "aca0dfbd-3bac-4c0f-19fb-dbf4e3d51fd1" }
{ "account_age_days": 1413, "account_id": "ACCT-CDE1591E28BC", "baseline_risk_score": 0.449, "kyc_tier": "tier_1", "session_entropy": 0.682 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 1028, "timestamp": "2026-01-03T16:30:00Z", "transaction_amount_usd": 2560252.38 }, { "asset": "GBP", "burst_indicator": false, "event_name": "ORDER_BO...
{ "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": 0.768, "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": 2311900.42, "financial_exposure_usd": 4431192.54, "recoverable_pct": 0.788 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107306", "label": "benign", "label_confidence": 0.517, "severity": "high", "timestamp": "2026-01-06T01:46:00Z", "trace_id": "c17e4c9d-26ce-661f-dd34-40937c3536b6" }
{ "account_age_days": 112, "account_id": "ACCT-C6C99257CC24", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.803 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 159, "timestamp": "2026-01-05T22:42:00Z", "transaction_amount_usd": 7.98 }, { "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": 0.758, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, 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": 1976.44, "financial_exposure_usd": 2004.41, "recoverable_pct": 0.602 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100816", "label": "fraudulent", "label_confidence": 0.808, "severity": "critical", "timestamp": "2026-01-01T13:36:00Z", "trace_id": "63a4d7cd-88d8-7e79-1b08-4704830b230d" }
{ "account_age_days": 1649, "account_id": "ACCT-A7BC0A1CC02C", "baseline_risk_score": 0.455, "kyc_tier": "tier_2", "session_entropy": 0.143 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "HK", "latency_ms": 194, "timestamp": "2026-01-01T13:36:00Z", "transaction_amount_usd": 17192.59 }, { "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": 0.374, "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 HAVI...
{ "customer_funds_at_risk_usd": 563283.97, "financial_exposure_usd": 690043.54, "recoverable_pct": 0.075 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103244", "label": "fraudulent", "label_confidence": 0.906, "severity": "high", "timestamp": "2026-01-03T06:04:00Z", "trace_id": "2b8a0923-866f-fd06-7a3f-ae940090e22d" }
{ "account_age_days": 1967, "account_id": "ACCT-5327FAD63440", "baseline_risk_score": 0.429, "kyc_tier": "tier_3", "session_entropy": 0.773 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 288, "timestamp": "2026-01-02T23:02:00Z", "transaction_amount_usd": 12.84 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.448, "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": 250135.11, "financial_exposure_usd": 408116.45, "recoverable_pct": 0.208 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109314", "label": "benign", "label_confidence": 0.537, "severity": "low", "timestamp": "2026-01-07T11:14:00Z", "trace_id": "2f82c1d2-8065-8dc1-c991-2935493ad529" }
{ "account_age_days": 1075, "account_id": "ACCT-5CC576CC4C31", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.175 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 581, "timestamp": "2026-01-07T11:14:00Z", "transaction_amount_usd": 6571.66 }, { "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": 0.729, "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": 2449.61, "financial_exposure_usd": 3361.02, "recoverable_pct": 0.769 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108107", "label": "benign", "label_confidence": 0.728, "severity": "low", "timestamp": "2026-01-06T15:07:00Z", "trace_id": "7f924ed8-e4b4-fcb9-5f96-757603e30c24" }
{ "account_age_days": 694, "account_id": "ACCT-ACB803FCBD27", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.724 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 431, "timestamp": "2026-01-06T15:07:00Z", "transaction_amount_usd": 13804.92 }, { "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": 0.665, "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": 4926.15, "financial_exposure_usd": 5156.78, "recoverable_pct": 0.54 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107372", "label": "benign", "label_confidence": 0.678, "severity": "low", "timestamp": "2026-01-06T02:52:00Z", "trace_id": "8fe2cb34-61c2-e66d-a21b-421c08ea52f0" }
{ "account_age_days": 1541, "account_id": "ACCT-F36491EB9F51", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.148 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 360, "timestamp": "2026-01-05T14:58:00Z", "transaction_amount_usd": 8.49 }, { "asset": "USD", "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": 0.677, "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": 3135.8, "financial_exposure_usd": 4558.23, "recoverable_pct": 0.661 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104273", "label": "fraudulent", "label_confidence": 0.729, "severity": "low", "timestamp": "2026-01-03T23:13:00Z", "trace_id": "72f2958e-220f-0399-c48c-50ccd5edbfab" }
{ "account_age_days": 1834, "account_id": "ACCT-E882FCB6FBF3", "baseline_risk_score": 0.195, "kyc_tier": "tier_3", "session_entropy": 0.564 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 1064, "timestamp": "2026-01-03T23:13:00Z", "transaction_amount_usd": 2569224.01 }, { "asset": "GBP", "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": 0.885, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, 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": 4063948.6, "financial_exposure_usd": 6226037.01, "recoverable_pct": 0.671 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103285", "label": "fraudulent", "label_confidence": 0.891, "severity": "low", "timestamp": "2026-01-03T06:45:00Z", "trace_id": "271234ff-9a31-cb0b-da03-878d215e90ff" }
{ "account_age_days": 155, "account_id": "ACCT-34569EF02AC5", "baseline_risk_score": 0.273, "kyc_tier": "tier_1", "session_entropy": 0.733 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 302, "timestamp": "2026-01-02T21:25:00Z", "transaction_amount_usd": 21.1 }, { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.441, "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": 689764.87, "financial_exposure_usd": 842708.36, "recoverable_pct": 0.755 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109516", "label": "benign", "label_confidence": 0.691, "severity": "low", "timestamp": "2026-01-07T14:36:00Z", "trace_id": "a53790f1-88a0-66f8-4313-12b53f8f8a3b" }
{ "account_age_days": 146, "account_id": "ACCT-EAAE3A0FA0F9", "baseline_risk_score": 0.09, "kyc_tier": "tier_1", "session_entropy": 0.34 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 440, "timestamp": "2026-01-07T14:36:00Z", "transaction_amount_usd": 10582.66 }, { "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": 0.454, "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": 828.31, "financial_exposure_usd": 909.72, "recoverable_pct": 0.63 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108021", "label": "benign", "label_confidence": 0.456, "severity": "medium", "timestamp": "2026-01-06T13:41:00Z", "trace_id": "524079ba-bee6-d1bb-62aa-f8cd6bb913dd" }
{ "account_age_days": 820, "account_id": "ACCT-9551E43C7292", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.56 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 237, "timestamp": "2026-01-06T09:25:00Z", "transaction_amount_usd": 18.2 }, { "asset": "SOL", "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": 0.76, "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_t...
{ "customer_funds_at_risk_usd": 831.6, "financial_exposure_usd": 1363.73, "recoverable_pct": 0.434 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108911", "label": "benign", "label_confidence": 0.483, "severity": "critical", "timestamp": "2026-01-07T04:31:00Z", "trace_id": "e9e94fee-70f4-5acc-cb58-3ea11cb0893f" }
{ "account_age_days": 1984, "account_id": "ACCT-7E08A0A65180", "baseline_risk_score": 0.123, "kyc_tier": "tier_3", "session_entropy": 0.589 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 536, "timestamp": "2026-01-07T04:31:00Z", "transaction_amount_usd": 11096.06 }, { "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": 0.645, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, 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": 583.17, "financial_exposure_usd": 688.78, "recoverable_pct": 0.54 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100760", "label": "fraudulent", "label_confidence": 0.916, "severity": "high", "timestamp": "2026-01-01T12:40:00Z", "trace_id": "58f0c728-ebf6-c7d4-3ef5-33ce3914342b" }
{ "account_age_days": 606, "account_id": "ACCT-706DF6449803", "baseline_risk_score": 0.517, "kyc_tier": "tier_2", "session_entropy": 0.22 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 251, "timestamp": "2026-01-01T03:09:00Z", "transaction_amount_usd": 4.06 }, { "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": 0.745, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, 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": 731391.33, "financial_exposure_usd": 1275741.87, "recoverable_pct": 0.213 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108219", "label": "benign", "label_confidence": 0.63, "severity": "high", "timestamp": "2026-01-06T16:59:00Z", "trace_id": "c0bb2f83-8dea-d602-dcc9-a7a6fc3190bc" }
{ "account_age_days": 1883, "account_id": "ACCT-F0CEB674AB63", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.313 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 193, "timestamp": "2026-01-06T16:59:00Z", "transaction_amount_usd": 379.24 }, { "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": 0.765, "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": 3035.15, "financial_exposure_usd": 3401.82, "recoverable_pct": 0.613 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107530", "label": "benign", "label_confidence": 0.586, "severity": "low", "timestamp": "2026-01-06T05:30:00Z", "trace_id": "57325924-214a-54ad-cd1a-6dc36f4b9498" }
{ "account_age_days": 380, "account_id": "ACCT-FD32A2FDFF18", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.519 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 382, "timestamp": "2026-01-05T22:44:00Z", "transaction_amount_usd": 7.18 }, { "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": 0.794, "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": 4121.25, "financial_exposure_usd": 4565.9, "recoverable_pct": 0.461 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107140", "label": "benign", "label_confidence": 0.542, "severity": "medium", "timestamp": "2026-01-05T23:00:00Z", "trace_id": "b6c6c014-a489-b723-c8c6-d228b6360870" }
{ "account_age_days": 827, "account_id": "ACCT-6ECF58A2DF75", "baseline_risk_score": 0.156, "kyc_tier": "tier_1", "session_entropy": 0.724 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 144, "timestamp": "2026-01-05T21:22:00Z", "transaction_amount_usd": 18.29 }, { "asset": "USDT", "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": 0.511, "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": 1792.86, "financial_exposure_usd": 3098.48, "recoverable_pct": 0.834 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106491", "label": "fraudulent", "label_confidence": 0.827, "severity": "high", "timestamp": "2026-01-05T12:11:00Z", "trace_id": "6dbf19e2-d477-c218-1605-8aa8650099cc" }
{ "account_age_days": 1530, "account_id": "ACCT-5173DB1A9222", "baseline_risk_score": 0.284, "kyc_tier": "tier_2", "session_entropy": 0.906 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 205, "timestamp": "2026-01-05T12:11:00Z", "transaction_amount_usd": 1177102.84 }, { "asset": "GBP", "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": 0.586, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, 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": 3862168.68, "financial_exposure_usd": 4382413.92, "recoverable_pct": 0.866 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101560", "label": "fraudulent", "label_confidence": 0.941, "severity": "critical", "timestamp": "2026-01-02T02:00:00Z", "trace_id": "e77daf53-58cb-0ce2-a922-e5d03d0d119f" }
{ "account_age_days": 1613, "account_id": "ACCT-991D2F2E3955", "baseline_risk_score": 0.573, "kyc_tier": "tier_3", "session_entropy": 0.833 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 124, "timestamp": "2026-01-01T17:11:00Z", "transaction_amount_usd": 3.57 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "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": 0.742, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "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": 1063045.99, "financial_exposure_usd": 1355776.81, "recoverable_pct": 0.1 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104046", "label": "fraudulent", "label_confidence": 0.613, "severity": "high", "timestamp": "2026-01-03T19:26:00Z", "trace_id": "239d5c69-ef25-fa81-286e-bd7e36f09d20" }
{ "account_age_days": 1991, "account_id": "ACCT-12295CB23EA1", "baseline_risk_score": 0.238, "kyc_tier": "tier_3", "session_entropy": 0.633 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 250, "timestamp": "2026-01-03T19:26:00Z", "transaction_amount_usd": 852650.52 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "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": 0.713, "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": 4535123.66, "financial_exposure_usd": 6455598.42, "recoverable_pct": 0.586 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102207", "label": "fraudulent", "label_confidence": 0.93, "severity": "critical", "timestamp": "2026-01-02T12:47:00Z", "trace_id": "70e12b89-290b-2010-579f-a8091f59f00b" }
{ "account_age_days": 1407, "account_id": "ACCT-459CC2327F3E", "baseline_risk_score": 0.308, "kyc_tier": "tier_1", "session_entropy": 0.753 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 238, "timestamp": "2026-01-02T08:56:00Z", "transaction_amount_usd": 20.82 }, { "asset": "BTC", "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": 0.947, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, 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": 137715.66, "financial_exposure_usd": 204065, "recoverable_pct": 0.302 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104782", "label": "fraudulent", "label_confidence": 0.604, "severity": "low", "timestamp": "2026-01-04T07:42:00Z", "trace_id": "4aba398a-82ce-0a50-7dac-cb676031c2df" }
{ "account_age_days": 215, "account_id": "ACCT-BB4A43618E43", "baseline_risk_score": 0.227, "kyc_tier": "tier_1", "session_entropy": 0.605 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 226, "timestamp": "2026-01-04T07:42:00Z", "transaction_amount_usd": 1920090.25 }, { "asset": "ETH", "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": 0.55, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, 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 pos...
{ "customer_funds_at_risk_usd": 910139.44, "financial_exposure_usd": 1830722.27, "recoverable_pct": 0.719 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102054", "label": "fraudulent", "label_confidence": 0.979, "severity": "medium", "timestamp": "2026-01-02T10:14:00Z", "trace_id": "1cb8d52e-b378-68bd-e0e8-821d430dd383" }
{ "account_age_days": 865, "account_id": "ACCT-9781D8BBF6FA", "baseline_risk_score": 0.589, "kyc_tier": "tier_1", "session_entropy": 0.816 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "GB", "latency_ms": 806, "timestamp": "2026-01-02T10:14:00Z", "transaction_amount_usd": 8505.9 }, { "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": 0.423, "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": 709173.58, "financial_exposure_usd": 801077.12, "recoverable_pct": 0.066 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101371", "label": "fraudulent", "label_confidence": 0.888, "severity": "high", "timestamp": "2026-01-01T22:51:00Z", "trace_id": "9148a55c-8505-7e33-2394-4e5625c67669" }
{ "account_age_days": 991, "account_id": "ACCT-4F8C0B194847", "baseline_risk_score": 0.301, "kyc_tier": "tier_3", "session_entropy": 0.854 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 907, "timestamp": "2026-01-01T22:51:00Z", "transaction_amount_usd": 108971.46 }, { "asset": "EUR", "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": 0.669, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 1, 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": 196932.92, "financial_exposure_usd": 487665.6, "recoverable_pct": 0.143 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107887", "label": "benign", "label_confidence": 0.669, "severity": "medium", "timestamp": "2026-01-06T11:27:00Z", "trace_id": "4d0b82e0-1556-3e51-27ab-b7d7f095d40c" }
{ "account_age_days": 244, "account_id": "ACCT-33679B7F09AB", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.261 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 175, "timestamp": "2026-01-06T05:55:00Z", "transaction_amount_usd": 3.8 }, { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "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": 0.662, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, 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": 450.1, "financial_exposure_usd": 1069.91, "recoverable_pct": 0.544 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106028", "label": "fraudulent", "label_confidence": 0.834, "severity": "low", "timestamp": "2026-01-05T04:28:00Z", "trace_id": "736df753-f0cc-389a-ae25-be85f196e0cd" }
{ "account_age_days": 1819, "account_id": "ACCT-99690A757C3F", "baseline_risk_score": 0.179, "kyc_tier": "tier_3", "session_entropy": 0.336 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 421, "timestamp": "2026-01-05T04:28:00Z", "transaction_amount_usd": 2759234.28 }, { "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": 0.821, "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": 5373432.83, "financial_exposure_usd": 6863766.76, "recoverable_pct": 0.675 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109551", "label": "benign", "label_confidence": 0.64, "severity": "high", "timestamp": "2026-01-07T15:11:00Z", "trace_id": "5ba466ed-7185-706e-870c-dfddc3f93535" }
{ "account_age_days": 1473, "account_id": "ACCT-5A49E5507916", "baseline_risk_score": 0.087, "kyc_tier": "tier_3", "session_entropy": 0.517 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 649, "timestamp": "2026-01-07T15:11:00Z", "transaction_amount_usd": 10967.23 }, { "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": 0.681, "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": 1773.2, "financial_exposure_usd": 2172.68, "recoverable_pct": 0.41 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }