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-108004", "label": "benign", "label_confidence": 0.732, "severity": "low", "timestamp": "2026-01-06T13:24:00Z", "trace_id": "04ed7ad8-b045-2afb-13de-af9e0743807f" }
{ "account_age_days": 1146, "account_id": "ACCT-D5DA734B2D93", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.257 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 207, "timestamp": "2026-01-06T13:24:00Z", "transaction_amount_usd": 10803.28 }, { "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": 0.645, "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": 1901.76, "financial_exposure_usd": 2469.06, "recoverable_pct": 0.436 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101734", "label": "fraudulent", "label_confidence": 0.795, "severity": "critical", "timestamp": "2026-01-02T04:54:00Z", "trace_id": "cc551adf-77c9-436c-bcfd-17192c102d07" }
{ "account_age_days": 454, "account_id": "ACCT-5F84771BFD2E", "baseline_risk_score": 0.471, "kyc_tier": "tier_2", "session_entropy": 0.351 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 549, "timestamp": "2026-01-02T04:54:00Z", "transaction_amount_usd": 78703.6 }, { "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": 0.352, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 618349.83, "financial_exposure_usd": 1061238.62, "recoverable_pct": 0.214 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102984", "label": "fraudulent", "label_confidence": 0.945, "severity": "critical", "timestamp": "2026-01-03T01:44:00Z", "trace_id": "e0326572-ec2c-17cb-9732-a9d5c6562b95" }
{ "account_age_days": 1921, "account_id": "ACCT-6C88AF9A1278", "baseline_risk_score": 0.43, "kyc_tier": "tier_1", "session_entropy": 0.918 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 370, "timestamp": "2026-01-03T01:44:00Z", "transaction_amount_usd": 18953.78 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.946, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, 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": 490097.54, "financial_exposure_usd": 662554.03, "recoverable_pct": 0.044 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107895", "label": "benign", "label_confidence": 0.62, "severity": "low", "timestamp": "2026-01-06T11:35:00Z", "trace_id": "371ca1c8-6f87-947c-585f-c2cac8e40b81" }
{ "account_age_days": 1715, "account_id": "ACCT-BA6792F47E77", "baseline_risk_score": 0.138, "kyc_tier": "tier_3", "session_entropy": 0.405 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 385, "timestamp": "2026-01-06T04:52:00Z", "transaction_amount_usd": 1.41 }, { "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": 0.646, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, 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": 3312.05, "financial_exposure_usd": 5406.07, "recoverable_pct": 0.743 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109617", "label": "benign", "label_confidence": 0.738, "severity": "medium", "timestamp": "2026-01-07T16:17:00Z", "trace_id": "9d96656f-91b2-aba6-63a8-8d46cc0b9ffd" }
{ "account_age_days": 868, "account_id": "ACCT-947F9F50E145", "baseline_risk_score": 0.11, "kyc_tier": "tier_3", "session_entropy": 0.757 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 282, "timestamp": "2026-01-07T09:59:00Z", "transaction_amount_usd": 9.59 }, { "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": 0.664, "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": 8479.19, "financial_exposure_usd": 8502.61, "recoverable_pct": 0.622 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108391", "label": "benign", "label_confidence": 0.473, "severity": "high", "timestamp": "2026-01-06T19:51:00Z", "trace_id": "057889f0-bf9d-2f86-3932-ca38b2f74125" }
{ "account_age_days": 1646, "account_id": "ACCT-948C4A84E198", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.793 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 220, "timestamp": "2026-01-06T18:20:00Z", "transaction_amount_usd": 12.91 }, { "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": 0.634, "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": 2446.58, "financial_exposure_usd": 3448.13, "recoverable_pct": 0.927 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103942", "label": "fraudulent", "label_confidence": 0.748, "severity": "critical", "timestamp": "2026-01-03T17:42:00Z", "trace_id": "566f3814-9afc-a40f-fa02-ab264281a01d" }
{ "account_age_days": 23, "account_id": "ACCT-1D4A2858D15E", "baseline_risk_score": 0.062, "kyc_tier": "tier_2", "session_entropy": 0.652 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 853, "timestamp": "2026-01-03T17:42:00Z", "transaction_amount_usd": 2721533.87 }, { "asset": "SOL", "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": 0.933, "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": 1933744.23, "financial_exposure_usd": 3946459.03, "recoverable_pct": 0.885 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109576", "label": "benign", "label_confidence": 0.651, "severity": "low", "timestamp": "2026-01-07T15:36:00Z", "trace_id": "b061c264-b597-fe18-4a93-27fda1df1b58" }
{ "account_age_days": 1407, "account_id": "ACCT-0E38E51498F6", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.861 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 174, "timestamp": "2026-01-07T07:22:00Z", "transaction_amount_usd": 19.84 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.625, "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": 570.24, "financial_exposure_usd": 1044.96, "recoverable_pct": 0.682 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-110000", "label": "benign", "label_confidence": 0.545, "severity": "low", "timestamp": "2026-01-07T22:40:00Z", "trace_id": "a6310889-0569-7c59-fc8a-26373e8231c8" }
{ "account_age_days": 429, "account_id": "ACCT-0E6F2C02D0C3", "baseline_risk_score": 0.196, "kyc_tier": "tier_1", "session_entropy": 0.334 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 141, "timestamp": "2026-01-07T22:40:00Z", "transaction_amount_usd": 5664.25 }, { "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": 0.772, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 781.22, "financial_exposure_usd": 1795.06, "recoverable_pct": 0.802 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106098", "label": "fraudulent", "label_confidence": 0.925, "severity": "low", "timestamp": "2026-01-05T05:38:00Z", "trace_id": "46c039ea-909f-dada-090e-808c22bf41a4" }
{ "account_age_days": 459, "account_id": "ACCT-C3E790A10246", "baseline_risk_score": 0.127, "kyc_tier": "tier_1", "session_entropy": 0.367 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 220, "timestamp": "2026-01-05T05:38:00Z", "transaction_amount_usd": 2225058.37 }, { "asset": "USD", "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": 0.804, "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": 3311508.9, "financial_exposure_usd": 3521525.48, "recoverable_pct": 0.964 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101794", "label": "fraudulent", "label_confidence": 0.875, "severity": "critical", "timestamp": "2026-01-02T05:54:00Z", "trace_id": "2802581f-9a22-a21d-0522-f4d95da2ada2" }
{ "account_age_days": 1137, "account_id": "ACCT-5AAF415AD5C1", "baseline_risk_score": 0.293, "kyc_tier": "tier_2", "session_entropy": 0.428 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "JP", "latency_ms": 149, "timestamp": "2026-01-02T05:54:00Z", "transaction_amount_usd": 4474.59 }, { "asset": "JPY", "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": 0.546, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 507913.01, "financial_exposure_usd": 869097.55, "recoverable_pct": 0.555 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109131", "label": "benign", "label_confidence": 0.663, "severity": "medium", "timestamp": "2026-01-07T08:11:00Z", "trace_id": "5c75ec24-d720-6878-5478-b66f5f6021ca" }
{ "account_age_days": 704, "account_id": "ACCT-D8E071137544", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.681 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 387, "timestamp": "2026-01-07T00:12:00Z", "transaction_amount_usd": 15.12 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.572, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, 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": 3672.86, "financial_exposure_usd": 4006.23, "recoverable_pct": 0.69 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109433", "label": "benign", "label_confidence": 0.739, "severity": "low", "timestamp": "2026-01-07T13:13:00Z", "trace_id": "9f75b069-61fd-7f27-b22a-be314474ec72" }
{ "account_age_days": 1405, "account_id": "ACCT-B1E1A9EE982E", "baseline_risk_score": 0.06, "kyc_tier": "tier_1", "session_entropy": 0.178 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 878, "timestamp": "2026-01-07T13:13:00Z", "transaction_amount_usd": 5558.01 }, { "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": 0.567, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 4711.45, "financial_exposure_usd": 5556.12, "recoverable_pct": 0.74 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106646", "label": "fraudulent", "label_confidence": 0.677, "severity": "medium", "timestamp": "2026-01-05T14:46:00Z", "trace_id": "55691e08-01d6-15c7-94b8-a56b0fdfe76c" }
{ "account_age_days": 1476, "account_id": "ACCT-04BE1FC8FB36", "baseline_risk_score": 0.286, "kyc_tier": "tier_1", "session_entropy": 0.289 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 1081, "timestamp": "2026-01-05T14:46:00Z", "transaction_amount_usd": 2376163.79 }, { "asset": "SOL", "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": 0.671, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 4654418.1, "financial_exposure_usd": 8146181.2, "recoverable_pct": 0.506 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101822", "label": "fraudulent", "label_confidence": 0.98, "severity": "medium", "timestamp": "2026-01-02T06:22:00Z", "trace_id": "b4324a49-a2b4-4525-ab89-db1591a79182" }
{ "account_age_days": 1492, "account_id": "ACCT-9B6650C70619", "baseline_risk_score": 0.365, "kyc_tier": "tier_2", "session_entropy": 0.162 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 979, "timestamp": "2026-01-02T06:22:00Z", "transaction_amount_usd": 87313.17 }, { "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": 0.737, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 781843.25, "financial_exposure_usd": 1252838.02, "recoverable_pct": 0.447 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109839", "label": "benign", "label_confidence": 0.573, "severity": "medium", "timestamp": "2026-01-07T19:59:00Z", "trace_id": "b33fe78b-2cc4-c71c-c961-10a7ea43d911" }
{ "account_age_days": 1022, "account_id": "ACCT-AC2BD1D935E4", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.59 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 210, "timestamp": "2026-01-07T19:59:00Z", "transaction_amount_usd": 3549.31 }, { "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": 0.664, "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": 3033.18, "financial_exposure_usd": 6096.95, "recoverable_pct": 0.958 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101557", "label": "fraudulent", "label_confidence": 0.886, "severity": "high", "timestamp": "2026-01-02T01:57:00Z", "trace_id": "f00f3005-430e-a5c9-9eba-d1315a8491ad" }
{ "account_age_days": 1242, "account_id": "ACCT-116527A3AD99", "baseline_risk_score": 0.494, "kyc_tier": "tier_1", "session_entropy": 0.544 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 326, "timestamp": "2026-01-02T01:57:00Z", "transaction_amount_usd": 57628.27 }, { "asset": "USD", "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": 0.75, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVING...
{ "customer_funds_at_risk_usd": 604748.34, "financial_exposure_usd": 1105612.22, "recoverable_pct": 0.11 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103522", "label": "fraudulent", "label_confidence": 0.752, "severity": "critical", "timestamp": "2026-01-03T10:42:00Z", "trace_id": "027e13a7-5e1a-34e9-26b3-2b2347f6207a" }
{ "account_age_days": 378, "account_id": "ACCT-6DE327C9DA39", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.519 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 930, "timestamp": "2026-01-03T10:42:00Z", "transaction_amount_usd": 150030.27 }, { "asset": "GBP", "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": 0.913, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 2068896.44, "financial_exposure_usd": 3583660.83, "recoverable_pct": 0.646 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100877", "label": "fraudulent", "label_confidence": 0.925, "severity": "low", "timestamp": "2026-01-01T14:37:00Z", "trace_id": "1b400871-4c54-d7ac-1ac6-439759331d07" }
{ "account_age_days": 928, "account_id": "ACCT-79F0BD12AA8D", "baseline_risk_score": 0.265, "kyc_tier": "tier_1", "session_entropy": 0.101 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 175, "timestamp": "2026-01-01T07:43:00Z", "transaction_amount_usd": 17.13 }, { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.852, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, 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": 222918.45, "financial_exposure_usd": 539357.55, "recoverable_pct": 0.245 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100367", "label": "fraudulent", "label_confidence": 0.884, "severity": "critical", "timestamp": "2026-01-01T06:07:00Z", "trace_id": "90feec12-96bd-2185-bd10-a6f251dbb17f" }
{ "account_age_days": 1375, "account_id": "ACCT-C017367B6FF0", "baseline_risk_score": 0.542, "kyc_tier": "tier_2", "session_entropy": 0.486 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 152, "timestamp": "2026-01-01T02:59:00Z", "transaction_amount_usd": 5.15 }, { "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": 0.516, "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": 248111.5, "financial_exposure_usd": 489943.71, "recoverable_pct": 0.401 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103066", "label": "fraudulent", "label_confidence": 0.864, "severity": "critical", "timestamp": "2026-01-03T03:06:00Z", "trace_id": "00c21bef-0e26-d541-4e8e-d75b47898a76" }
{ "account_age_days": 989, "account_id": "ACCT-1B737983F73D", "baseline_risk_score": 0.327, "kyc_tier": "tier_2", "session_entropy": 0.38 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "MY", "latency_ms": 611, "timestamp": "2026-01-03T03:06:00Z", "transaction_amount_usd": 118087.55 }, { "asset": "EUR", "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": 0.426, "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": 386824.66, "financial_exposure_usd": 628271.18, "recoverable_pct": 0.379 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104405", "label": "fraudulent", "label_confidence": 0.8, "severity": "critical", "timestamp": "2026-01-04T01:25:00Z", "trace_id": "45420602-a1e3-5d64-3480-5bbb5764fbe6" }
{ "account_age_days": 1190, "account_id": "ACCT-E1E56CCA127B", "baseline_risk_score": 0.12, "kyc_tier": "tier_1", "session_entropy": 0.115 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 1182, "timestamp": "2026-01-04T01:25:00Z", "transaction_amount_usd": 592434.25 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.729, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 3118548.41, "financial_exposure_usd": 3352646.12, "recoverable_pct": 0.48 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107122", "label": "benign", "label_confidence": 0.715, "severity": "medium", "timestamp": "2026-01-05T22:42:00Z", "trace_id": "d774566c-075f-f8c0-42d5-c63b34d29815" }
{ "account_age_days": 1509, "account_id": "ACCT-6FD5DDAF56F4", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.562 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 185, "timestamp": "2026-01-05T22:42:00Z", "transaction_amount_usd": 13602.68 }, { "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": 0.74, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND pr...
{ "customer_funds_at_risk_usd": 2349.03, "financial_exposure_usd": 4964.37, "recoverable_pct": 0.606 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102825", "label": "fraudulent", "label_confidence": 0.879, "severity": "medium", "timestamp": "2026-01-02T23:05:00Z", "trace_id": "1ba0519a-8b1d-d477-1f88-a0ec28779782" }
{ "account_age_days": 1532, "account_id": "ACCT-542E626A95E8", "baseline_risk_score": 0.635, "kyc_tier": "tier_3", "session_entropy": 0.552 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "DE", "latency_ms": 133, "timestamp": "2026-01-02T23:05:00Z", "transaction_amount_usd": 27307.01 }, { "asset": "GBP", "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": 0.806, "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": 625916.07, "financial_exposure_usd": 935261.16, "recoverable_pct": 0.102 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103979", "label": "fraudulent", "label_confidence": 0.85, "severity": "medium", "timestamp": "2026-01-03T18:19:00Z", "trace_id": "f6212ef4-7099-bc74-c6dc-de0b3b54f1f6" }
{ "account_age_days": 1605, "account_id": "ACCT-13341A155345", "baseline_risk_score": 0.136, "kyc_tier": "tier_2", "session_entropy": 0.911 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 304, "timestamp": "2026-01-03T16:05:00Z", "transaction_amount_usd": 19.69 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "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": 0.812, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 2782264.77, "financial_exposure_usd": 2959924.68, "recoverable_pct": 0.45 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106299", "label": "fraudulent", "label_confidence": 0.704, "severity": "high", "timestamp": "2026-01-05T08:59:00Z", "trace_id": "06aa0d41-8920-cd5f-cb98-e922608ffdc6" }
{ "account_age_days": 1268, "account_id": "ACCT-3A7F484E819F", "baseline_risk_score": 0.428, "kyc_tier": "tier_2", "session_entropy": 0.6 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 578, "timestamp": "2026-01-05T08:59:00Z", "transaction_amount_usd": 399471.81 }, { "asset": "JPY", "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": 0.751, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 3470994.72, "financial_exposure_usd": 3545246.64, "recoverable_pct": 0.553 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101030", "label": "fraudulent", "label_confidence": 0.833, "severity": "critical", "timestamp": "2026-01-01T17:10:00Z", "trace_id": "bbdb4036-443e-61a2-4664-a837a430774c" }
{ "account_age_days": 1419, "account_id": "ACCT-D1551DE67BAE", "baseline_risk_score": 0.282, "kyc_tier": "tier_2", "session_entropy": 0.858 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 148, "timestamp": "2026-01-01T10:18:00Z", "transaction_amount_usd": 0.98 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.505, "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": 369752.27, "financial_exposure_usd": 827378.52, "recoverable_pct": 0.733 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103583", "label": "fraudulent", "label_confidence": 0.896, "severity": "high", "timestamp": "2026-01-03T11:43:00Z", "trace_id": "ceea85bd-b007-14cc-4b8e-46109e102ba4" }
{ "account_age_days": 1670, "account_id": "ACCT-63490E6AA97E", "baseline_risk_score": 0.262, "kyc_tier": "tier_1", "session_entropy": 0.228 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 163, "timestamp": "2026-01-03T11:43:00Z", "transaction_amount_usd": 1348154.59 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.78, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 4", "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": 2414912.11, "financial_exposure_usd": 4510488.47, "recoverable_pct": 0.848 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100290", "label": "fraudulent", "label_confidence": 0.771, "severity": "low", "timestamp": "2026-01-01T04:50:00Z", "trace_id": "0ead4e04-a93d-bf91-66bb-1d3c2cad002a" }
{ "account_age_days": 1542, "account_id": "ACCT-33A83451F0D8", "baseline_risk_score": 0.542, "kyc_tier": "tier_3", "session_entropy": 0.586 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 828, "timestamp": "2026-01-01T04:50:00Z", "transaction_amount_usd": 79844.44 }, { "asset": "BTC", "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": 0.894, "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": 482168.13, "financial_exposure_usd": 711525.07, "recoverable_pct": 0.482 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109342", "label": "benign", "label_confidence": 0.557, "severity": "low", "timestamp": "2026-01-07T11:42:00Z", "trace_id": "4791ea56-cdb0-df92-5ac4-531ab5cd1b7a" }
{ "account_age_days": 754, "account_id": "ACCT-C2AE8E846949", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.152 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 218, "timestamp": "2026-01-07T08:18:00Z", "transaction_amount_usd": 7.88 }, { "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": 0.754, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1819.74, "financial_exposure_usd": 1845.36, "recoverable_pct": 0.898 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100784", "label": "fraudulent", "label_confidence": 0.757, "severity": "medium", "timestamp": "2026-01-01T13:04:00Z", "trace_id": "6fef2332-79f4-7bdc-5fa1-c9ff99a5fc7a" }
{ "account_age_days": 68, "account_id": "ACCT-FA2097BD1A9F", "baseline_risk_score": 0.639, "kyc_tier": "tier_1", "session_entropy": 0.676 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 218, "timestamp": "2026-01-01T11:55:00Z", "transaction_amount_usd": 24.85 }, { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.78, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 8", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAV...
{ "customer_funds_at_risk_usd": 719357.16, "financial_exposure_usd": 772943.56, "recoverable_pct": 0.678 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109116", "label": "benign", "label_confidence": 0.644, "severity": "medium", "timestamp": "2026-01-07T07:56:00Z", "trace_id": "11769a26-d5c2-38e6-47d5-6c6ddfec28d7" }
{ "account_age_days": 557, "account_id": "ACCT-701D6E4CA352", "baseline_risk_score": 0.158, "kyc_tier": "tier_3", "session_entropy": 0.426 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 212, "timestamp": "2026-01-06T19:27:00Z", "transaction_amount_usd": 16.41 }, { "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": 0.593, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, 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": 1284.69, "financial_exposure_usd": 2172.5, "recoverable_pct": 0.774 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105370", "label": "fraudulent", "label_confidence": 0.895, "severity": "low", "timestamp": "2026-01-04T17:30:00Z", "trace_id": "cc63e57c-4d22-aeb0-d8f4-64a3bd4b9932" }
{ "account_age_days": 1860, "account_id": "ACCT-9FEB693BEAD0", "baseline_risk_score": 0.069, "kyc_tier": "tier_3", "session_entropy": 0.354 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 972, "timestamp": "2026-01-04T17:30:00Z", "transaction_amount_usd": 283358.75 }, { "asset": "USD", "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": 0.726, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, 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": 3790725.45, "financial_exposure_usd": 6429768.71, "recoverable_pct": 0.848 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101098", "label": "fraudulent", "label_confidence": 0.787, "severity": "critical", "timestamp": "2026-01-01T18:18:00Z", "trace_id": "bf5d7d34-26a0-00b4-7c5b-e3524c1dceed" }
{ "account_age_days": 134, "account_id": "ACCT-B8D6E9044BF2", "baseline_risk_score": 0.271, "kyc_tier": "tier_1", "session_entropy": 0.53 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CH", "latency_ms": 944, "timestamp": "2026-01-01T18:18:00Z", "transaction_amount_usd": 52361.59 }, { "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": 0.373, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 4", "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": 591125.71, "financial_exposure_usd": 882951.39, "recoverable_pct": 0.293 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108398", "label": "benign", "label_confidence": 0.66, "severity": "low", "timestamp": "2026-01-06T19:58:00Z", "trace_id": "536b011e-4a2c-523c-6536-c42278c284bf" }
{ "account_age_days": 1681, "account_id": "ACCT-D52759DFC1B8", "baseline_risk_score": 0.186, "kyc_tier": "tier_3", "session_entropy": 0.911 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 579, "timestamp": "2026-01-06T19:58:00Z", "transaction_amount_usd": 2011.58 }, { "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": 0.468, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 3", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 3028.31, "financial_exposure_usd": 4156.36, "recoverable_pct": 0.818 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100973", "label": "fraudulent", "label_confidence": 0.816, "severity": "low", "timestamp": "2026-01-01T16:13:00Z", "trace_id": "d11daabb-9112-5dfd-7465-b49f6bdfab27" }
{ "account_age_days": 1055, "account_id": "ACCT-BC276E41CD48", "baseline_risk_score": 0.519, "kyc_tier": "tier_2", "session_entropy": 0.331 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 991, "timestamp": "2026-01-01T16:13:00Z", "transaction_amount_usd": 21096.73 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.745, "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": 574928.84, "financial_exposure_usd": 691068.27, "recoverable_pct": 0.056 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107449", "label": "benign", "label_confidence": 0.592, "severity": "critical", "timestamp": "2026-01-06T04:09:00Z", "trace_id": "7c09e48f-b6a1-8ec5-5606-3472c3e28b43" }
{ "account_age_days": 668, "account_id": "ACCT-9EAF741E0AA1", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.743 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 294, "timestamp": "2026-01-05T22:40:00Z", "transaction_amount_usd": 1.44 }, { "asset": "EUR", "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": 0.607, "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": 789.23, "financial_exposure_usd": 965.19, "recoverable_pct": 0.976 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103327", "label": "fraudulent", "label_confidence": 0.944, "severity": "low", "timestamp": "2026-01-03T07:27:00Z", "trace_id": "5c9f6497-b8f2-1004-11e5-6516aafab99e" }
{ "account_age_days": 1437, "account_id": "ACCT-0B58DF988F4F", "baseline_risk_score": 0.29, "kyc_tier": "tier_1", "session_entropy": 0.253 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 220, "timestamp": "2026-01-03T07:27:00Z", "transaction_amount_usd": 99552.2 }, { "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": 0.391, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 1, 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": 273274.74, "financial_exposure_usd": 360775.89, "recoverable_pct": 0.772 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103378", "label": "fraudulent", "label_confidence": 0.681, "severity": "high", "timestamp": "2026-01-03T08:18:00Z", "trace_id": "641c69b8-415b-ba11-e198-c3f1e10d6906" }
{ "account_age_days": 339, "account_id": "ACCT-4FAFE8EA1034", "baseline_risk_score": 0.424, "kyc_tier": "tier_3", "session_entropy": 0.192 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 314, "timestamp": "2026-01-02T22:42:00Z", "transaction_amount_usd": 15.05 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.839, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, 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": 3118831.77, "financial_exposure_usd": 6736376.82, "recoverable_pct": 0.861 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108390", "label": "benign", "label_confidence": 0.633, "severity": "low", "timestamp": "2026-01-06T19:50:00Z", "trace_id": "26c37abc-012d-302d-dafe-7351c650fbb9" }
{ "account_age_days": 269, "account_id": "ACCT-35D6854C36BD", "baseline_risk_score": 0.104, "kyc_tier": "tier_2", "session_entropy": 0.59 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 205, "timestamp": "2026-01-06T18:08:00Z", "transaction_amount_usd": 2.38 }, { "asset": "USDT", "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": 0.707, "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": 2913.42, "financial_exposure_usd": 6840.69, "recoverable_pct": 0.61 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108318", "label": "benign", "label_confidence": 0.52, "severity": "low", "timestamp": "2026-01-06T18:38:00Z", "trace_id": "b2d46e80-41df-e93f-30e8-c704e5db83be" }
{ "account_age_days": 649, "account_id": "ACCT-9D2ED27E057C", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.805 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 220, "timestamp": "2026-01-06T18:38:00Z", "transaction_amount_usd": 5796.07 }, { "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": 0.563, "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": 3752.75, "financial_exposure_usd": 4001.55, "recoverable_pct": 0.987 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106405", "label": "fraudulent", "label_confidence": 0.614, "severity": "high", "timestamp": "2026-01-05T10:45:00Z", "trace_id": "4e266f3b-2c00-ef73-fa57-b912ac3784cb" }
{ "account_age_days": 1017, "account_id": "ACCT-4171F48D3002", "baseline_risk_score": 0.068, "kyc_tier": "tier_2", "session_entropy": 0.769 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 781, "timestamp": "2026-01-05T10:45:00Z", "transaction_amount_usd": 115694.92 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.53, "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 pos...
{ "customer_funds_at_risk_usd": 3057084.27, "financial_exposure_usd": 4785616.49, "recoverable_pct": 0.845 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103291", "label": "fraudulent", "label_confidence": 0.803, "severity": "medium", "timestamp": "2026-01-03T06:51:00Z", "trace_id": "a5fe829c-d7d8-52bb-5232-8f3b54f5a1b1" }
{ "account_age_days": 637, "account_id": "ACCT-4236BFCC14B5", "baseline_risk_score": 0.422, "kyc_tier": "tier_2", "session_entropy": 0.317 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NL", "latency_ms": 378, "timestamp": "2026-01-03T06:51:00Z", "transaction_amount_usd": 52199.05 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.799, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 914388.13, "financial_exposure_usd": 1325232.14, "recoverable_pct": 0.631 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102893", "label": "fraudulent", "label_confidence": 0.849, "severity": "high", "timestamp": "2026-01-03T00:13:00Z", "trace_id": "6460770f-f4c9-1871-37d4-2946d9f1e772" }
{ "account_age_days": 927, "account_id": "ACCT-1FBCF19AF75B", "baseline_risk_score": 0.59, "kyc_tier": "tier_2", "session_entropy": 0.448 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 337, "timestamp": "2026-01-02T16:30:00Z", "transaction_amount_usd": 16.7 }, { "asset": "ETH", "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": 0.567, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 942561.85, "financial_exposure_usd": 1014492.52, "recoverable_pct": 0.729 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100113", "label": "fraudulent", "label_confidence": 0.892, "severity": "critical", "timestamp": "2026-01-01T01:53:00Z", "trace_id": "3ed5e52e-aa3d-2111-a123-01935c532042" }
{ "account_age_days": 1331, "account_id": "ACCT-E33EA9765862", "baseline_risk_score": 0.5, "kyc_tier": "tier_2", "session_entropy": 0.79 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "FR", "latency_ms": 926, "timestamp": "2026-01-01T01:53:00Z", "transaction_amount_usd": 63793.21 }, { "asset": "USD", "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": 0.879, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 373671.59, "financial_exposure_usd": 885095.75, "recoverable_pct": 0.284 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108307", "label": "benign", "label_confidence": 0.49, "severity": "medium", "timestamp": "2026-01-06T18:27:00Z", "trace_id": "b3aeb830-1459-c14c-b769-5aa2663efacb" }
{ "account_age_days": 1462, "account_id": "ACCT-0E3E4155C774", "baseline_risk_score": 0.155, "kyc_tier": "tier_2", "session_entropy": 0.949 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 83, "timestamp": "2026-01-06T07:37:00Z", "transaction_amount_usd": 14.25 }, { "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": 0.54, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, 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_t...
{ "customer_funds_at_risk_usd": 838.86, "financial_exposure_usd": 1002.42, "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-107914", "label": "benign", "label_confidence": 0.631, "severity": "low", "timestamp": "2026-01-06T11:54:00Z", "trace_id": "3319e290-f7b1-76a5-dee3-d49d1129b264" }
{ "account_age_days": 1685, "account_id": "ACCT-CABAD18F345C", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.633 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 1119, "timestamp": "2026-01-06T11:54:00Z", "transaction_amount_usd": 14413.17 }, { "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": 0.457, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 923.54, "financial_exposure_usd": 1791.43, "recoverable_pct": 0.961 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102392", "label": "fraudulent", "label_confidence": 0.88, "severity": "high", "timestamp": "2026-01-02T15:52:00Z", "trace_id": "4401763f-4d2a-eaea-d37c-3732bb0d68ac" }
{ "account_age_days": 839, "account_id": "ACCT-902E98982175", "baseline_risk_score": 0.616, "kyc_tier": "tier_2", "session_entropy": 0.241 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 224, "timestamp": "2026-01-02T14:14:00Z", "transaction_amount_usd": 16.71 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.798, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 8", "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": 776598.89, "financial_exposure_usd": 942937.04, "recoverable_pct": 0.378 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108208", "label": "benign", "label_confidence": 0.703, "severity": "medium", "timestamp": "2026-01-06T16:48:00Z", "trace_id": "d9e65921-a7d0-6eca-b9ae-1eb522c12885" }
{ "account_age_days": 1482, "account_id": "ACCT-D91D504DC8A6", "baseline_risk_score": 0.062, "kyc_tier": "tier_1", "session_entropy": 0.698 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 255, "timestamp": "2026-01-06T16:48:00Z", "transaction_amount_usd": 14848.93 }, { "asset": "JPY", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.683, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, 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": 1546.55, "financial_exposure_usd": 2088.96, "recoverable_pct": 0.671 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103609", "label": "fraudulent", "label_confidence": 0.864, "severity": "low", "timestamp": "2026-01-03T12:09:00Z", "trace_id": "112db2e3-16e9-94b9-51c7-8641d98e9167" }
{ "account_age_days": 986, "account_id": "ACCT-6C1CD218D08F", "baseline_risk_score": 0.308, "kyc_tier": "tier_2", "session_entropy": 0.782 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 912, "timestamp": "2026-01-03T12:09:00Z", "transaction_amount_usd": 1560700.96 }, { "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": 0.592, "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 po...
{ "customer_funds_at_risk_usd": 2646261.4, "financial_exposure_usd": 3337450.59, "recoverable_pct": 0.568 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106322", "label": "fraudulent", "label_confidence": 0.767, "severity": "low", "timestamp": "2026-01-05T09:22:00Z", "trace_id": "f4817084-5423-c23b-88b4-ef1475c45b78" }
{ "account_age_days": 1987, "account_id": "ACCT-16858B26CF82", "baseline_risk_score": 0.229, "kyc_tier": "tier_1", "session_entropy": 0.332 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 218, "timestamp": "2026-01-05T01:37:00Z", "transaction_amount_usd": 2.67 }, { "asset": "ETH", "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": 0.652, "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": 4198471.67, "financial_exposure_usd": 4948666.79, "recoverable_pct": 0.799 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101042", "label": "fraudulent", "label_confidence": 0.803, "severity": "high", "timestamp": "2026-01-01T17:22:00Z", "trace_id": "a366c34d-7897-39e8-04a8-b114c07b8191" }
{ "account_age_days": 1825, "account_id": "ACCT-BA932914B7B0", "baseline_risk_score": 0.304, "kyc_tier": "tier_2", "session_entropy": 0.734 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 310, "timestamp": "2026-01-01T15:30:00Z", "transaction_amount_usd": 18.53 }, { "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": 0.944, "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": 698717.84, "financial_exposure_usd": 768254.03, "recoverable_pct": 0.444 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109486", "label": "benign", "label_confidence": 0.575, "severity": "high", "timestamp": "2026-01-07T14:06:00Z", "trace_id": "ed515509-3058-2436-f525-ce0d7c046253" }
{ "account_age_days": 1006, "account_id": "ACCT-966FBF03EC83", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.334 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 381, "timestamp": "2026-01-07T14:06:00Z", "transaction_amount_usd": 14107.53 }, { "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": 0.493, "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": 1398.89, "financial_exposure_usd": 2095.34, "recoverable_pct": 0.833 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103707", "label": "fraudulent", "label_confidence": 0.789, "severity": "medium", "timestamp": "2026-01-03T13:47:00Z", "trace_id": "8f52715b-95cc-36dc-6f85-b32605ce90ad" }
{ "account_age_days": 996, "account_id": "ACCT-96F4D42D5B1A", "baseline_risk_score": 0.336, "kyc_tier": "tier_1", "session_entropy": 0.407 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 797, "timestamp": "2026-01-03T13:47:00Z", "transaction_amount_usd": 2192116.3 }, { "asset": "USD", "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": 0.406, "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": 1404999.74, "financial_exposure_usd": 1781927.53, "recoverable_pct": 0.526 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102142", "label": "fraudulent", "label_confidence": 0.798, "severity": "low", "timestamp": "2026-01-02T11:42:00Z", "trace_id": "b0506fc8-9686-adb8-3e48-0c34b52be3ef" }
{ "account_age_days": 1266, "account_id": "ACCT-DC5507D6A3B0", "baseline_risk_score": 0.569, "kyc_tier": "tier_3", "session_entropy": 0.87 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 602, "timestamp": "2026-01-02T11:42:00Z", "transaction_amount_usd": 103430.34 }, { "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": 0.718, "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": 743102.74, "financial_exposure_usd": 1146067.64, "recoverable_pct": 0.08 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100160", "label": "fraudulent", "label_confidence": 0.774, "severity": "high", "timestamp": "2026-01-01T02:40:00Z", "trace_id": "f51e2df3-06c3-998e-8f14-aac7e99d6b91" }
{ "account_age_days": 1899, "account_id": "ACCT-719DEADD817C", "baseline_risk_score": 0.349, "kyc_tier": "tier_1", "session_entropy": 0.432 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 342, "timestamp": "2025-12-31T18:58:00Z", "transaction_amount_usd": 19.67 }, { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.593, "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": 500947.64, "financial_exposure_usd": 561498.15, "recoverable_pct": 0.715 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103042", "label": "fraudulent", "label_confidence": 0.912, "severity": "medium", "timestamp": "2026-01-03T02:42:00Z", "trace_id": "c0ecbc6d-be0e-592d-e64b-cbb0cbf71e2e" }
{ "account_age_days": 538, "account_id": "ACCT-C088909E6E9E", "baseline_risk_score": 0.448, "kyc_tier": "tier_2", "session_entropy": 0.317 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 864, "timestamp": "2026-01-03T02:42:00Z", "transaction_amount_usd": 23853.02 }, { "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": 0.456, "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": 396038.82, "financial_exposure_usd": 845552.05, "recoverable_pct": 0.802 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102729", "label": "fraudulent", "label_confidence": 0.765, "severity": "high", "timestamp": "2026-01-02T21:29:00Z", "trace_id": "b49058db-f42c-e0d9-c07a-53515df61388" }
{ "account_age_days": 1696, "account_id": "ACCT-0119E4C091FF", "baseline_risk_score": 0.364, "kyc_tier": "tier_1", "session_entropy": 0.318 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "LU", "latency_ms": 218, "timestamp": "2026-01-02T21:29:00Z", "transaction_amount_usd": 8168.89 }, { "asset": "GBP", "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": 0.795, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 848811.28, "financial_exposure_usd": 949230.53, "recoverable_pct": 0.423 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106686", "label": "benign", "label_confidence": 0.515, "severity": "low", "timestamp": "2026-01-05T15:26:00Z", "trace_id": "36544422-b878-c86c-f2d0-e3f3f264ecec" }
{ "account_age_days": 1173, "account_id": "ACCT-FEACE08CEF6F", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.532 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 466, "timestamp": "2026-01-05T15:26:00Z", "transaction_amount_usd": 2030.23 }, { "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": 0.612, "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": 2902.37, "financial_exposure_usd": 4965.64, "recoverable_pct": 0.868 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103188", "label": "fraudulent", "label_confidence": 0.918, "severity": "medium", "timestamp": "2026-01-03T05:08:00Z", "trace_id": "96f0d62a-cecd-eb18-21fc-2a20a5ea5580" }
{ "account_age_days": 811, "account_id": "ACCT-7C566E83C712", "baseline_risk_score": 0.431, "kyc_tier": "tier_2", "session_entropy": 0.213 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 160, "timestamp": "2026-01-02T23:12:00Z", "transaction_amount_usd": 4.76 }, { "asset": "ETH", "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": 0.932, "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": 338670.75, "financial_exposure_usd": 715241.48, "recoverable_pct": 0.428 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109339", "label": "benign", "label_confidence": 0.556, "severity": "high", "timestamp": "2026-01-07T11:39:00Z", "trace_id": "d59fe150-b862-0e0c-88a6-fbbe51098253" }
{ "account_age_days": 1487, "account_id": "ACCT-E647668B0780", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.798 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 245, "timestamp": "2026-01-07T05:03:00Z", "transaction_amount_usd": 3.78 }, { "asset": "BTC", "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": 0.483, "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": 509.82, "financial_exposure_usd": 598.07, "recoverable_pct": 0.457 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105109", "label": "fraudulent", "label_confidence": 0.682, "severity": "medium", "timestamp": "2026-01-04T13:09:00Z", "trace_id": "9b6240c9-4066-3b9d-5f24-743d5567a84c" }
{ "account_age_days": 651, "account_id": "ACCT-DA51CC362CA9", "baseline_risk_score": 0.06, "kyc_tier": "tier_2", "session_entropy": 0.872 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 504, "timestamp": "2026-01-04T13:09:00Z", "transaction_amount_usd": 1059643.57 }, { "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": 0.78, "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 p...
{ "customer_funds_at_risk_usd": 3209467.27, "financial_exposure_usd": 4641597.97, "recoverable_pct": 0.58 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107703", "label": "benign", "label_confidence": 0.493, "severity": "low", "timestamp": "2026-01-06T08:23:00Z", "trace_id": "cc86b20d-3ede-b326-55bb-650b4093bb87" }
{ "account_age_days": 1637, "account_id": "ACCT-FFC10B4A7C7D", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.415 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 1182, "timestamp": "2026-01-06T08:23:00Z", "transaction_amount_usd": 14820.46 }, { "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": 0.461, "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": 405.25, "financial_exposure_usd": 929.35, "recoverable_pct": 0.941 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104272", "label": "fraudulent", "label_confidence": 0.948, "severity": "medium", "timestamp": "2026-01-03T23:12:00Z", "trace_id": "2d093569-ab42-1e3d-7d5e-b3fc91ee2b92" }
{ "account_age_days": 988, "account_id": "ACCT-298016157F7F", "baseline_risk_score": 0.138, "kyc_tier": "tier_1", "session_entropy": 0.781 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 1138, "timestamp": "2026-01-03T23:12:00Z", "transaction_amount_usd": 2346800.13 }, { "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": 0.554, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 3671574.51, "financial_exposure_usd": 8813120.49, "recoverable_pct": 0.48 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101086", "label": "fraudulent", "label_confidence": 0.966, "severity": "medium", "timestamp": "2026-01-01T18:06:00Z", "trace_id": "7e6c880e-e9da-baae-df88-b46fb1a89539" }
{ "account_age_days": 1686, "account_id": "ACCT-88AC8B2F8715", "baseline_risk_score": 0.51, "kyc_tier": "tier_3", "session_entropy": 0.663 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "FR", "latency_ms": 361, "timestamp": "2026-01-01T18:06:00Z", "transaction_amount_usd": 27572.81 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.754, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 564911.89, "financial_exposure_usd": 854985.83, "recoverable_pct": 0.156 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103238", "label": "fraudulent", "label_confidence": 0.949, "severity": "medium", "timestamp": "2026-01-03T05:58:00Z", "trace_id": "558d0168-2132-f446-d10f-1af910f7ce10" }
{ "account_age_days": 1940, "account_id": "ACCT-55299D14665E", "baseline_risk_score": 0.513, "kyc_tier": "tier_3", "session_entropy": 0.237 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 310, "timestamp": "2026-01-02T22:28:00Z", "transaction_amount_usd": 15.33 }, { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.543, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 8", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 223219.29, "financial_exposure_usd": 307911.87, "recoverable_pct": 0.41 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105884", "label": "fraudulent", "label_confidence": 0.751, "severity": "critical", "timestamp": "2026-01-05T02:04:00Z", "trace_id": "e2444bff-4693-03ce-9bb9-258065af770a" }
{ "account_age_days": 604, "account_id": "ACCT-358DCFEE1FDA", "baseline_risk_score": 0.414, "kyc_tier": "tier_3", "session_entropy": 0.559 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 659, "timestamp": "2026-01-05T02:04:00Z", "transaction_amount_usd": 2232152.44 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.537, "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": 6021032.72, "financial_exposure_usd": 6331063.4, "recoverable_pct": 0.457 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105404", "label": "fraudulent", "label_confidence": 0.653, "severity": "high", "timestamp": "2026-01-04T18:04:00Z", "trace_id": "a5ef2ef6-a469-76b9-e22e-adffb12e12fe" }
{ "account_age_days": 1538, "account_id": "ACCT-3F263CBF7729", "baseline_risk_score": 0.12, "kyc_tier": "tier_3", "session_entropy": 0.752 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 655, "timestamp": "2026-01-04T18:04:00Z", "transaction_amount_usd": 259266.58 }, { "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": 0.626, "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 po...
{ "customer_funds_at_risk_usd": 1405231.07, "financial_exposure_usd": 3168038.85, "recoverable_pct": 0.735 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103375", "label": "fraudulent", "label_confidence": 0.623, "severity": "low", "timestamp": "2026-01-03T08:15:00Z", "trace_id": "11ddb888-c42b-a3c8-0b00-269142907666" }
{ "account_age_days": 173, "account_id": "ACCT-7104CFD9268E", "baseline_risk_score": 0.187, "kyc_tier": "tier_3", "session_entropy": 0.865 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 488, "timestamp": "2026-01-03T08:15:00Z", "transaction_amount_usd": 800149.62 }, { "asset": "USDT", "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": 0.514, "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": 6373105.6, "financial_exposure_usd": 7590175.04, "recoverable_pct": 0.407 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109587", "label": "benign", "label_confidence": 0.496, "severity": "low", "timestamp": "2026-01-07T15:47:00Z", "trace_id": "e6a02b68-b973-cc32-ac4f-dbc2ac956494" }
{ "account_age_days": 461, "account_id": "ACCT-48C3F2FC54AA", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.283 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 859, "timestamp": "2026-01-07T15:47:00Z", "transaction_amount_usd": 9209.14 }, { "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": 0.732, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, 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": 1816.09, "financial_exposure_usd": 2224.2, "recoverable_pct": 0.704 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109769", "label": "benign", "label_confidence": 0.696, "severity": "low", "timestamp": "2026-01-07T18:49:00Z", "trace_id": "38a0f686-e372-a913-0111-8b2efe3a7c85" }
{ "account_age_days": 1268, "account_id": "ACCT-516BB33A1958", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.569 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 378, "timestamp": "2026-01-07T16:29:00Z", "transaction_amount_usd": 22.46 }, { "asset": "BTC", "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": 0.47, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_tr...
{ "customer_funds_at_risk_usd": 1120.49, "financial_exposure_usd": 1338.16, "recoverable_pct": 0.555 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107271", "label": "benign", "label_confidence": 0.627, "severity": "low", "timestamp": "2026-01-06T01:11:00Z", "trace_id": "5dc1c161-dca4-be81-5b0e-becb7ab457c2" }
{ "account_age_days": 1273, "account_id": "ACCT-8B0F5881FB09", "baseline_risk_score": 0.059, "kyc_tier": "tier_1", "session_entropy": 0.475 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 739, "timestamp": "2026-01-06T01:11:00Z", "transaction_amount_usd": 9938.05 }, { "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": 0.798, "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": 6904.13, "financial_exposure_usd": 8252.8, "recoverable_pct": 0.578 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106975", "label": "benign", "label_confidence": 0.478, "severity": "low", "timestamp": "2026-01-05T20:15:00Z", "trace_id": "2d7f863b-1886-1fae-90d6-75ac646cd81f" }
{ "account_age_days": 1748, "account_id": "ACCT-C61E45EDD506", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.832 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 182, "timestamp": "2026-01-05T11:06:00Z", "transaction_amount_usd": 24.65 }, { "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": 0.472, "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": 1269.07, "financial_exposure_usd": 1474.73, "recoverable_pct": 0.522 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100909", "label": "fraudulent", "label_confidence": 0.958, "severity": "low", "timestamp": "2026-01-01T15:09:00Z", "trace_id": "93472063-9902-3d83-6a1f-6b8705766033" }
{ "account_age_days": 1340, "account_id": "ACCT-D01426D4F43B", "baseline_risk_score": 0.262, "kyc_tier": "tier_3", "session_entropy": 0.265 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 212, "timestamp": "2026-01-01T04:53:00Z", "transaction_amount_usd": 11.81 }, { "asset": "SOL", "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": 0.787, "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": 723400.5, "financial_exposure_usd": 925771.83, "recoverable_pct": 0.105 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108814", "label": "benign", "label_confidence": 0.679, "severity": "low", "timestamp": "2026-01-07T02:54:00Z", "trace_id": "caf54f1d-1a01-5324-7255-2433426961b7" }
{ "account_age_days": 1031, "account_id": "ACCT-D99FD9DB892D", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.68 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 270, "timestamp": "2026-01-07T02:54:00Z", "transaction_amount_usd": 14887.33 }, { "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": 0.566, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, 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": 2954.52, "financial_exposure_usd": 3233.75, "recoverable_pct": 0.851 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106044", "label": "fraudulent", "label_confidence": 0.911, "severity": "low", "timestamp": "2026-01-05T04:44:00Z", "trace_id": "f6bcc24d-6e6b-559a-7b99-210719c5b207" }
{ "account_age_days": 1896, "account_id": "ACCT-655CF5BFE0AB", "baseline_risk_score": 0.072, "kyc_tier": "tier_3", "session_entropy": 0.728 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 168, "timestamp": "2026-01-04T21:38:00Z", "transaction_amount_usd": 10.75 }, { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTE...
{ "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": 0.877, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2063464.13, "financial_exposure_usd": 3291711.66, "recoverable_pct": 0.786 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107705", "label": "benign", "label_confidence": 0.602, "severity": "medium", "timestamp": "2026-01-06T08:25:00Z", "trace_id": "2fe3013a-cfd7-01f9-defc-d6ab4ade1cda" }
{ "account_age_days": 38, "account_id": "ACCT-F60DD1015D1A", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.593 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 347, "timestamp": "2026-01-05T22:20:00Z", "transaction_amount_usd": 3.14 }, { "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": 0.689, "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": 3615.83, "financial_exposure_usd": 5348.01, "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-102081", "label": "fraudulent", "label_confidence": 0.818, "severity": "high", "timestamp": "2026-01-02T10:41:00Z", "trace_id": "84711c30-1686-f97e-9468-bcfae2b20769" }
{ "account_age_days": 789, "account_id": "ACCT-785B74D790D2", "baseline_risk_score": 0.611, "kyc_tier": "tier_3", "session_entropy": 0.681 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 1122, "timestamp": "2026-01-02T10:41:00Z", "transaction_amount_usd": 4628.05 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.498, "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": 887982.32, "financial_exposure_usd": 1039466.58, "recoverable_pct": 0.743 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103044", "label": "fraudulent", "label_confidence": 0.907, "severity": "high", "timestamp": "2026-01-03T02:44:00Z", "trace_id": "548acf7c-53a3-e548-0924-69ee079827ac" }
{ "account_age_days": 1473, "account_id": "ACCT-A41B512A0E5B", "baseline_risk_score": 0.376, "kyc_tier": "tier_1", "session_entropy": 0.829 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 200, "timestamp": "2026-01-03T02:44:00Z", "transaction_amount_usd": 107815.55 }, { "asset": "USD", "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": 0.431, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, 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": 657828.34, "financial_exposure_usd": 669632.92, "recoverable_pct": 0.553 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100378", "label": "fraudulent", "label_confidence": 0.929, "severity": "medium", "timestamp": "2026-01-01T06:18:00Z", "trace_id": "61e839c5-67f7-7e75-e65c-61892d146d39" }
{ "account_age_days": 482, "account_id": "ACCT-379A1AFEFA37", "baseline_risk_score": 0.364, "kyc_tier": "tier_1", "session_entropy": 0.216 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 96, "timestamp": "2025-12-31T19:15:00Z", "transaction_amount_usd": 3.16 }, { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.741, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, 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": 297299.31, "financial_exposure_usd": 437665.76, "recoverable_pct": 0.665 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107698", "label": "benign", "label_confidence": 0.495, "severity": "low", "timestamp": "2026-01-06T08:18:00Z", "trace_id": "498f1751-d54e-feb2-8bad-a6dcc14eaeac" }
{ "account_age_days": 1964, "account_id": "ACCT-BDA540256230", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.265 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 441, "timestamp": "2026-01-06T08:18:00Z", "transaction_amount_usd": 11444.11 }, { "asset": "JPY", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.651, "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": 1963.14, "financial_exposure_usd": 3303.05, "recoverable_pct": 0.658 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109208", "label": "benign", "label_confidence": 0.558, "severity": "medium", "timestamp": "2026-01-07T09:28:00Z", "trace_id": "8b7ce1bf-80e7-0d49-3960-3dc512b7aaf8" }
{ "account_age_days": 292, "account_id": "ACCT-C7D158FCD164", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.374 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 138, "timestamp": "2026-01-07T05:40:00Z", "transaction_amount_usd": 10.96 }, { "asset": "USD", "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": 0.569, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 7", "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": 883.82, "financial_exposure_usd": 2073.77, "recoverable_pct": 0.57 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109345", "label": "benign", "label_confidence": 0.465, "severity": "high", "timestamp": "2026-01-07T11:45:00Z", "trace_id": "aaf3c86b-8afd-bef2-3983-00c5da3ddac1" }
{ "account_age_days": 1931, "account_id": "ACCT-8D248D8DCAB5", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.323 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 390, "timestamp": "2026-01-07T11:45:00Z", "transaction_amount_usd": 555.66 }, { "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": 0.59, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_tr...
{ "customer_funds_at_risk_usd": 3012.07, "financial_exposure_usd": 4208.78, "recoverable_pct": 0.526 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106764", "label": "benign", "label_confidence": 0.606, "severity": "high", "timestamp": "2026-01-05T16:44:00Z", "trace_id": "69d44a8e-e8a9-80ce-fb88-bacb45c08da0" }
{ "account_age_days": 1236, "account_id": "ACCT-ECC1EFD12958", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.536 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 276, "timestamp": "2026-01-05T06:43:00Z", "transaction_amount_usd": 6.7 }, { "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": 0.565, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 8", "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": 4534.87, "financial_exposure_usd": 6039.73, "recoverable_pct": 0.685 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104937", "label": "fraudulent", "label_confidence": 0.7, "severity": "critical", "timestamp": "2026-01-04T10:17:00Z", "trace_id": "73ef1735-6ad9-c81c-bfcb-d19691a78494" }
{ "account_age_days": 554, "account_id": "ACCT-1C8AEFF6B6D9", "baseline_risk_score": 0.087, "kyc_tier": "tier_2", "session_entropy": 0.835 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 257, "timestamp": "2026-01-04T08:52:00Z", "transaction_amount_usd": 3.12 }, { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED"...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.721, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 7042526.5, "financial_exposure_usd": 7629357.59, "recoverable_pct": 0.941 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107145", "label": "benign", "label_confidence": 0.579, "severity": "high", "timestamp": "2026-01-05T23:05:00Z", "trace_id": "e4be4c76-888b-5503-2c2d-5aec00576a06" }
{ "account_age_days": 1827, "account_id": "ACCT-78980F245C4D", "baseline_risk_score": 0.154, "kyc_tier": "tier_2", "session_entropy": 0.116 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 383, "timestamp": "2026-01-05T23:05:00Z", "transaction_amount_usd": 12750.41 }, { "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": 0.572, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 2543.36, "financial_exposure_usd": 2553.44, "recoverable_pct": 0.449 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100898", "label": "fraudulent", "label_confidence": 0.805, "severity": "high", "timestamp": "2026-01-01T14:58:00Z", "trace_id": "ac977f70-d11a-68ed-f421-40267ef57e55" }
{ "account_age_days": 416, "account_id": "ACCT-DD1BE14276D4", "baseline_risk_score": 0.51, "kyc_tier": "tier_1", "session_entropy": 0.888 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 457, "timestamp": "2026-01-01T14:58:00Z", "transaction_amount_usd": 83671.07 }, { "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": 0.939, "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": 1070496.08, "financial_exposure_usd": 1202361.6, "recoverable_pct": 0.795 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106315", "label": "fraudulent", "label_confidence": 0.87, "severity": "high", "timestamp": "2026-01-05T09:15:00Z", "trace_id": "2e491019-3b23-459a-791b-6c524052d1c7" }
{ "account_age_days": 1877, "account_id": "ACCT-71C3360AE7C2", "baseline_risk_score": 0.121, "kyc_tier": "tier_3", "session_entropy": 0.923 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 309, "timestamp": "2026-01-05T06:51:00Z", "transaction_amount_usd": 2.02 }, { "asset": "USDC", "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": 0.433, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, 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": 1834296.36, "financial_exposure_usd": 2843858.6, "recoverable_pct": 0.6 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100415", "label": "fraudulent", "label_confidence": 0.843, "severity": "medium", "timestamp": "2026-01-01T06:55:00Z", "trace_id": "fff3f7ef-9ddc-0c0b-0c25-db04e4c9bdec" }
{ "account_age_days": 314, "account_id": "ACCT-80E29C59D300", "baseline_risk_score": 0.546, "kyc_tier": "tier_3", "session_entropy": 0.886 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "BR", "latency_ms": 913, "timestamp": "2026-01-01T06:55:00Z", "transaction_amount_usd": 66109.03 }, { "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": 0.73, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id ...
{ "customer_funds_at_risk_usd": 760710.48, "financial_exposure_usd": 1239944.23, "recoverable_pct": 0.542 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102676", "label": "fraudulent", "label_confidence": 0.86, "severity": "high", "timestamp": "2026-01-02T20:36:00Z", "trace_id": "609b736b-b5e9-92ec-c4e5-4c77f53d391d" }
{ "account_age_days": 815, "account_id": "ACCT-111E10EA416B", "baseline_risk_score": 0.263, "kyc_tier": "tier_2", "session_entropy": 0.731 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "SG", "latency_ms": 1078, "timestamp": "2026-01-02T20:36:00Z", "transaction_amount_usd": 53320.84 }, { "asset": "EUR", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.639, "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": 349921.12, "financial_exposure_usd": 856544.9, "recoverable_pct": 0.053 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107234", "label": "benign", "label_confidence": 0.558, "severity": "medium", "timestamp": "2026-01-06T00:34:00Z", "trace_id": "5fc6f68f-2418-51cf-c253-9cfe6df104b0" }
{ "account_age_days": 727, "account_id": "ACCT-4C3700FAE6BE", "baseline_risk_score": 0.196, "kyc_tier": "tier_2", "session_entropy": 0.126 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 835, "timestamp": "2026-01-06T00:34:00Z", "transaction_amount_usd": 7288 }, { "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": 0.596, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 3", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 2770.98, "financial_exposure_usd": 2874.91, "recoverable_pct": 0.527 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106880", "label": "benign", "label_confidence": 0.716, "severity": "high", "timestamp": "2026-01-05T18:40:00Z", "trace_id": "871ca086-dc7b-c112-b9d8-dfef587895ce" }
{ "account_age_days": 470, "account_id": "ACCT-9638D3B51F30", "baseline_risk_score": 0.099, "kyc_tier": "tier_2", "session_entropy": 0.114 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 409, "timestamp": "2026-01-05T18:40:00Z", "transaction_amount_usd": 6093.34 }, { "asset": "JPY", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.457, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, 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": 2109.9, "financial_exposure_usd": 2716.27, "recoverable_pct": 0.936 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103453", "label": "fraudulent", "label_confidence": 0.933, "severity": "medium", "timestamp": "2026-01-03T09:33:00Z", "trace_id": "2f52ca4a-c1d6-b9db-dfcf-e9c7a16791ac" }
{ "account_age_days": 1760, "account_id": "ACCT-525E3D0B8A05", "baseline_risk_score": 0.374, "kyc_tier": "tier_3", "session_entropy": 0.475 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 740, "timestamp": "2026-01-03T09:33:00Z", "transaction_amount_usd": 2265687.72 }, { "asset": "USD", "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": 0.49, "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 p...
{ "customer_funds_at_risk_usd": 2079257.85, "financial_exposure_usd": 4884600.51, "recoverable_pct": 0.622 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109150", "label": "benign", "label_confidence": 0.482, "severity": "high", "timestamp": "2026-01-07T08:30:00Z", "trace_id": "97a2eb9d-5b93-655f-d0cf-acc033a872f0" }
{ "account_age_days": 321, "account_id": "ACCT-401DE605F24A", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.303 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 396, "timestamp": "2026-01-07T07:01:00Z", "transaction_amount_usd": 9.08 }, { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.591, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 7", "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": 4004.31, "financial_exposure_usd": 4540.11, "recoverable_pct": 0.987 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108261", "label": "benign", "label_confidence": 0.672, "severity": "low", "timestamp": "2026-01-06T17:41:00Z", "trace_id": "e71a04bf-e607-1e5f-63ae-360e390fedf6" }
{ "account_age_days": 1301, "account_id": "ACCT-6CCB5C526B89", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.593 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 166, "timestamp": "2026-01-06T17:41:00Z", "transaction_amount_usd": 7521.74 }, { "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": 0.583, "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": 2682.19, "financial_exposure_usd": 4600.96, "recoverable_pct": 0.583 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105320", "label": "fraudulent", "label_confidence": 0.798, "severity": "medium", "timestamp": "2026-01-04T16:40:00Z", "trace_id": "53ac55a1-eeaf-34c3-96d8-840c4726be84" }
{ "account_age_days": 267, "account_id": "ACCT-298E1F75B0AC", "baseline_risk_score": 0.338, "kyc_tier": "tier_1", "session_entropy": 0.612 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 112, "timestamp": "2026-01-04T13:51:00Z", "transaction_amount_usd": 10.76 }, { "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": 0.914, "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": 5829131.51, "financial_exposure_usd": 6342255.55, "recoverable_pct": 0.495 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103003", "label": "fraudulent", "label_confidence": 0.828, "severity": "medium", "timestamp": "2026-01-03T02:03:00Z", "trace_id": "9dae42a7-1c8f-392d-e3ce-d691d503ea60" }
{ "account_age_days": 404, "account_id": "ACCT-41E4F08C790D", "baseline_risk_score": 0.334, "kyc_tier": "tier_3", "session_entropy": 0.641 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 106, "timestamp": "2026-01-02T17:51:00Z", "transaction_amount_usd": 4.25 }, { "asset": "GBP", "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": 0.421, "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": 653144.53, "financial_exposure_usd": 1038000.82, "recoverable_pct": 0.592 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107236", "label": "benign", "label_confidence": 0.527, "severity": "medium", "timestamp": "2026-01-06T00:36:00Z", "trace_id": "433ebd19-161e-9a9c-8cf5-03a7d04deeb2" }
{ "account_age_days": 1424, "account_id": "ACCT-D85203401CBF", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.739 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 928, "timestamp": "2026-01-06T00:36:00Z", "transaction_amount_usd": 8284.2 }, { "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": 0.735, "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": 2580.28, "financial_exposure_usd": 4859.69, "recoverable_pct": 0.744 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103031", "label": "fraudulent", "label_confidence": 0.965, "severity": "critical", "timestamp": "2026-01-03T02:31:00Z", "trace_id": "7a10eb58-6d49-123a-1e33-7310e92b8368" }
{ "account_age_days": 759, "account_id": "ACCT-21ACC25188EC", "baseline_risk_score": 0.604, "kyc_tier": "tier_3", "session_entropy": 0.597 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 203, "timestamp": "2026-01-03T01:49:00Z", "transaction_amount_usd": 15.79 }, { "asset": "BTC", "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": 0.689, "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": 329448.36, "financial_exposure_usd": 426314.66, "recoverable_pct": 0.033 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102306", "label": "fraudulent", "label_confidence": 0.905, "severity": "high", "timestamp": "2026-01-02T14:26:00Z", "trace_id": "94775528-8d0d-d87f-ae2c-8d9a4b666ff7" }
{ "account_age_days": 1411, "account_id": "ACCT-3F61597B5BAD", "baseline_risk_score": 0.349, "kyc_tier": "tier_1", "session_entropy": 0.464 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "US", "latency_ms": 1016, "timestamp": "2026-01-02T14:26:00Z", "transaction_amount_usd": 96325.99 }, { "asset": "BTC", "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": 0.484, "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": 404107.92, "financial_exposure_usd": 557840.01, "recoverable_pct": 0.85 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }