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-103417", "label": "fraudulent", "label_confidence": 0.667, "severity": "critical", "timestamp": "2026-01-03T08:57:00Z", "trace_id": "38e11e70-1cc1-3c83-df97-554dc9c72a51" }
{ "account_age_days": 1154, "account_id": "ACCT-2C1C56980FE0", "baseline_risk_score": 0.187, "kyc_tier": "tier_1", "session_entropy": 0.698 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 1101, "timestamp": "2026-01-03T08:57:00Z", "transaction_amount_usd": 2457192 }, { "asset": "USDC", "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": 0.94, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND p...
{ "customer_funds_at_risk_usd": 2217532.92, "financial_exposure_usd": 4851512.32, "recoverable_pct": 0.663 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100633", "label": "fraudulent", "label_confidence": 0.854, "severity": "medium", "timestamp": "2026-01-01T10:33:00Z", "trace_id": "25e45a03-db41-8f9f-4631-0d283f8c18bb" }
{ "account_age_days": 1988, "account_id": "ACCT-ECDC7B52F1D3", "baseline_risk_score": 0.392, "kyc_tier": "tier_2", "session_entropy": 0.147 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 355, "timestamp": "2026-01-01T04:18:00Z", "transaction_amount_usd": 3.07 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.768, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 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": 572754.85, "financial_exposure_usd": 922137.2, "recoverable_pct": 0.24 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100847", "label": "fraudulent", "label_confidence": 0.764, "severity": "medium", "timestamp": "2026-01-01T14:07:00Z", "trace_id": "991e0704-733b-e7cb-fda8-547410a7b21c" }
{ "account_age_days": 1280, "account_id": "ACCT-9341E6270EB0", "baseline_risk_score": 0.456, "kyc_tier": "tier_2", "session_entropy": 0.189 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 163, "timestamp": "2026-01-01T14:07:00Z", "transaction_amount_usd": 104765.44 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.409, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 4", "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": 359484.16, "financial_exposure_usd": 471031.18, "recoverable_pct": 0.705 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105304", "label": "fraudulent", "label_confidence": 0.808, "severity": "medium", "timestamp": "2026-01-04T16:24:00Z", "trace_id": "0e22a16d-2ecf-8239-9755-3cfea2690efb" }
{ "account_age_days": 514, "account_id": "ACCT-393B6AD6D238", "baseline_risk_score": 0.289, "kyc_tier": "tier_2", "session_entropy": 0.806 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 237, "timestamp": "2026-01-04T15:28:00Z", "transaction_amount_usd": 2.87 }, { "asset": "USDC", "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": 0.949, "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": 3430447.57, "financial_exposure_usd": 4573575.16, "recoverable_pct": 0.783 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104392", "label": "fraudulent", "label_confidence": 0.668, "severity": "medium", "timestamp": "2026-01-04T01:12:00Z", "trace_id": "270ab74b-69a8-9fcf-2756-881e3263a954" }
{ "account_age_days": 1316, "account_id": "ACCT-2DE61D5E0E44", "baseline_risk_score": 0.278, "kyc_tier": "tier_1", "session_entropy": 0.488 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 625, "timestamp": "2026-01-04T01:12:00Z", "transaction_amount_usd": 1835513.79 }, { "asset": "GBP", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.506, "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": 2256763.33, "financial_exposure_usd": 4780031.26, "recoverable_pct": 0.838 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104934", "label": "fraudulent", "label_confidence": 0.757, "severity": "medium", "timestamp": "2026-01-04T10:14:00Z", "trace_id": "d94c160c-9a46-35a4-b703-14e74ad3f6ee" }
{ "account_age_days": 1719, "account_id": "ACCT-F65F4B4ECF64", "baseline_risk_score": 0.375, "kyc_tier": "tier_1", "session_entropy": 0.277 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 232, "timestamp": "2026-01-04T10:14:00Z", "transaction_amount_usd": 970637.43 }, { "asset": "SOL", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.896, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, 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": 2290293.64, "financial_exposure_usd": 3582672.4, "recoverable_pct": 0.454 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103348", "label": "fraudulent", "label_confidence": 0.684, "severity": "critical", "timestamp": "2026-01-03T07:48:00Z", "trace_id": "40a09ef7-2174-62a2-ca12-7a1abdce5099" }
{ "account_age_days": 1185, "account_id": "ACCT-4E5E96A98FF7", "baseline_risk_score": 0.217, "kyc_tier": "tier_2", "session_entropy": 0.509 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 867, "timestamp": "2026-01-03T07:48:00Z", "transaction_amount_usd": 2838256.28 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.388, "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": 2838588.37, "financial_exposure_usd": 6553868.28, "recoverable_pct": 0.617 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106564", "label": "fraudulent", "label_confidence": 0.932, "severity": "medium", "timestamp": "2026-01-05T13:24:00Z", "trace_id": "0c3e1835-a042-b47a-6574-6cc37548f3c2" }
{ "account_age_days": 1384, "account_id": "ACCT-8730E56CBC77", "baseline_risk_score": 0.445, "kyc_tier": "tier_3", "session_entropy": 0.166 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 80, "timestamp": "2026-01-05T07:46:00Z", "transaction_amount_usd": 11.27 }, { "asset": "SOL", "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": 0.624, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 1785170.31, "financial_exposure_usd": 2598788.02, "recoverable_pct": 0.664 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107963", "label": "benign", "label_confidence": 0.507, "severity": "low", "timestamp": "2026-01-06T12:43:00Z", "trace_id": "2a7abcfc-eb4e-edfa-b028-2d51aecf5461" }
{ "account_age_days": 1724, "account_id": "ACCT-E9AF53484935", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.31 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 797, "timestamp": "2026-01-06T12:43:00Z", "transaction_amount_usd": 2477.49 }, { "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": 0.534, "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": 4757.72, "financial_exposure_usd": 5534.47, "recoverable_pct": 0.662 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107386", "label": "benign", "label_confidence": 0.641, "severity": "medium", "timestamp": "2026-01-06T03:06:00Z", "trace_id": "563e6ffe-fddf-97e1-8a53-6e88418db845" }
{ "account_age_days": 365, "account_id": "ACCT-8AB7A979E96B", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.489 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 307, "timestamp": "2026-01-06T03:06:00Z", "transaction_amount_usd": 14765.16 }, { "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": 0.5, "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 prior_...
{ "customer_funds_at_risk_usd": 4267.88, "financial_exposure_usd": 4452.56, "recoverable_pct": 0.935 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105208", "label": "fraudulent", "label_confidence": 0.606, "severity": "high", "timestamp": "2026-01-04T14:48:00Z", "trace_id": "868e3db5-cadc-45d7-7ea6-b9aeefb74fe4" }
{ "account_age_days": 1619, "account_id": "ACCT-5DDD51D3AE20", "baseline_risk_score": 0.321, "kyc_tier": "tier_1", "session_entropy": 0.794 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 80, "timestamp": "2026-01-04T14:48:00Z", "transaction_amount_usd": 1509871.29 }, { "asset": "EUR", "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": 0.595, "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": 1510433.35, "financial_exposure_usd": 2368937.54, "recoverable_pct": 0.946 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103205", "label": "fraudulent", "label_confidence": 0.803, "severity": "high", "timestamp": "2026-01-03T05:25:00Z", "trace_id": "272d221f-eb61-a49c-1c28-d1920b58ac56" }
{ "account_age_days": 67, "account_id": "ACCT-92788EFB8FB3", "baseline_risk_score": 0.45, "kyc_tier": "tier_1", "session_entropy": 0.213 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 565, "timestamp": "2026-01-03T05:25:00Z", "transaction_amount_usd": 20919.24 }, { "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": 0.479, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, 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": 294892.46, "financial_exposure_usd": 576416.13, "recoverable_pct": 0.431 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103958", "label": "fraudulent", "label_confidence": 0.642, "severity": "medium", "timestamp": "2026-01-03T17:58:00Z", "trace_id": "35a2981b-bb73-1665-ad61-55158cd1129c" }
{ "account_age_days": 1114, "account_id": "ACCT-5EDBAF35A2C5", "baseline_risk_score": 0.168, "kyc_tier": "tier_3", "session_entropy": 0.948 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 130, "timestamp": "2026-01-03T10:50:00Z", "transaction_amount_usd": 6.72 }, { "asset": "USDT", "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": 0.929, "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": 2233370.79, "financial_exposure_usd": 4931323.49, "recoverable_pct": 0.707 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102167", "label": "fraudulent", "label_confidence": 0.78, "severity": "medium", "timestamp": "2026-01-02T12:07:00Z", "trace_id": "2b50afaa-7610-6ef1-864a-7ab9fea8825b" }
{ "account_age_days": 588, "account_id": "ACCT-888F02CB6433", "baseline_risk_score": 0.318, "kyc_tier": "tier_3", "session_entropy": 0.216 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 954, "timestamp": "2026-01-02T12:07:00Z", "transaction_amount_usd": 103667.11 }, { "asset": "USDC", "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": 0.805, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 637161.95, "financial_exposure_usd": 694907.7, "recoverable_pct": 0.128 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101593", "label": "fraudulent", "label_confidence": 0.933, "severity": "critical", "timestamp": "2026-01-02T02:33:00Z", "trace_id": "92146768-bd5f-1933-49eb-8d30a7a07b48" }
{ "account_age_days": 1114, "account_id": "ACCT-C446CB36D861", "baseline_risk_score": 0.622, "kyc_tier": "tier_1", "session_entropy": 0.651 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 434, "timestamp": "2026-01-02T02:33:00Z", "transaction_amount_usd": 48181.63 }, { "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": 0.398, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, 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": 599029.09, "financial_exposure_usd": 846456.44, "recoverable_pct": 0.469 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102135", "label": "fraudulent", "label_confidence": 0.763, "severity": "high", "timestamp": "2026-01-02T11:35:00Z", "trace_id": "951247dd-6acd-6167-7ccf-530a474246c2" }
{ "account_age_days": 478, "account_id": "ACCT-3FD8B18549FA", "baseline_risk_score": 0.444, "kyc_tier": "tier_2", "session_entropy": 0.608 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 264, "timestamp": "2026-01-02T01:40:00Z", "transaction_amount_usd": 2.72 }, { "asset": "BTC", "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": 0.562, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 316066.04, "financial_exposure_usd": 435960.2, "recoverable_pct": 0.488 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108525", "label": "benign", "label_confidence": 0.666, "severity": "low", "timestamp": "2026-01-06T22:05:00Z", "trace_id": "1a5b8aed-3900-ad31-e1d4-0bc23482957b" }
{ "account_age_days": 630, "account_id": "ACCT-252087709BA0", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.504 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 795, "timestamp": "2026-01-06T22:05:00Z", "transaction_amount_usd": 10974.68 }, { "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": 0.662, "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": 2951.92, "financial_exposure_usd": 6888.97, "recoverable_pct": 0.511 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108551", "label": "benign", "label_confidence": 0.653, "severity": "low", "timestamp": "2026-01-06T22:31:00Z", "trace_id": "f11660e4-3bc3-56bd-a019-8222b5bb1bfc" }
{ "account_age_days": 1034, "account_id": "ACCT-7F8A1462BD62", "baseline_risk_score": 0.196, "kyc_tier": "tier_1", "session_entropy": 0.866 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 1086, "timestamp": "2026-01-06T22:31:00Z", "transaction_amount_usd": 9539.17 }, { "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": 0.781, "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": 711.28, "financial_exposure_usd": 1616.47, "recoverable_pct": 0.565 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103226", "label": "fraudulent", "label_confidence": 0.92, "severity": "critical", "timestamp": "2026-01-03T05:46:00Z", "trace_id": "f97238f0-46b5-7f27-bc2a-07d40ad721c5" }
{ "account_age_days": 1583, "account_id": "ACCT-1A0E8A28E11B", "baseline_risk_score": 0.35, "kyc_tier": "tier_2", "session_entropy": 0.398 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 1178, "timestamp": "2026-01-03T05:46:00Z", "transaction_amount_usd": 28535.55 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.634, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 295330.86, "financial_exposure_usd": 728879.23, "recoverable_pct": 0.24 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105937", "label": "fraudulent", "label_confidence": 0.62, "severity": "low", "timestamp": "2026-01-05T02:57:00Z", "trace_id": "3808960e-cfa0-a98e-404e-148567a6920f" }
{ "account_age_days": 1359, "account_id": "ACCT-91FD43D8B1BC", "baseline_risk_score": 0.246, "kyc_tier": "tier_1", "session_entropy": 0.467 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 1064, "timestamp": "2026-01-05T02:57:00Z", "transaction_amount_usd": 1787229.87 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BO...
{ "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": 0.551, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, 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": 4709656.92, "financial_exposure_usd": 5942630.66, "recoverable_pct": 0.603 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101339", "label": "fraudulent", "label_confidence": 0.972, "severity": "medium", "timestamp": "2026-01-01T22:19:00Z", "trace_id": "0c86aade-5911-389e-cce9-8ef85eb05064" }
{ "account_age_days": 942, "account_id": "ACCT-1FCE5FD2F59D", "baseline_risk_score": 0.567, "kyc_tier": "tier_1", "session_entropy": 0.756 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 266, "timestamp": "2026-01-01T20:57:00Z", "transaction_amount_usd": 3.79 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "session_hijack", "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 2, geo diversity 9", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 100568.58, "financial_exposure_usd": 180937.64, "recoverable_pct": 0.007 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102846", "label": "fraudulent", "label_confidence": 0.799, "severity": "high", "timestamp": "2026-01-02T23:26:00Z", "trace_id": "bc01deb1-682e-514d-f6c9-32a750169afe" }
{ "account_age_days": 1571, "account_id": "ACCT-9C503CCF0A2E", "baseline_risk_score": 0.486, "kyc_tier": "tier_1", "session_entropy": 0.879 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CA", "latency_ms": 581, "timestamp": "2026-01-02T23:26:00Z", "transaction_amount_usd": 34957.55 }, { "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": 0.763, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 1, 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": 461725.27, "financial_exposure_usd": 490982.19, "recoverable_pct": 0.742 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105186", "label": "fraudulent", "label_confidence": 0.795, "severity": "high", "timestamp": "2026-01-04T14:26:00Z", "trace_id": "1e27fce0-1493-69cd-cd28-1b59222a17a3" }
{ "account_age_days": 658, "account_id": "ACCT-D2843034FAEB", "baseline_risk_score": 0.089, "kyc_tier": "tier_2", "session_entropy": 0.764 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 267, "timestamp": "2026-01-04T05:55:00Z", "transaction_amount_usd": 21.69 }, { "asset": "SOL", "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": 0.906, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 2278729.04, "financial_exposure_usd": 4014845.26, "recoverable_pct": 0.85 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104611", "label": "fraudulent", "label_confidence": 0.629, "severity": "high", "timestamp": "2026-01-04T04:51:00Z", "trace_id": "01130a80-bd11-9d17-1103-4be5ed5814e7" }
{ "account_age_days": 1460, "account_id": "ACCT-26BE5C139F44", "baseline_risk_score": 0.224, "kyc_tier": "tier_3", "session_entropy": 0.635 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 269, "timestamp": "2026-01-04T04:51:00Z", "transaction_amount_usd": 1761556.15 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.499, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 1631414.08, "financial_exposure_usd": 3524900.93, "recoverable_pct": 0.957 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101730", "label": "fraudulent", "label_confidence": 0.882, "severity": "medium", "timestamp": "2026-01-02T04:50:00Z", "trace_id": "7f398adf-ba10-8970-e2f2-db03567d3874" }
{ "account_age_days": 712, "account_id": "ACCT-89E316C98340", "baseline_risk_score": 0.624, "kyc_tier": "tier_2", "session_entropy": 0.337 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 1197, "timestamp": "2026-01-02T04:50:00Z", "transaction_amount_usd": 32567.36 }, { "asset": "JPY", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.798, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 4", "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": 479628.57, "financial_exposure_usd": 1046609.71, "recoverable_pct": 0.612 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104970", "label": "fraudulent", "label_confidence": 0.796, "severity": "critical", "timestamp": "2026-01-04T10:50:00Z", "trace_id": "2f14c8df-4804-f403-882e-468c0c2a4696" }
{ "account_age_days": 730, "account_id": "ACCT-98B78FEFC3F9", "baseline_risk_score": 0.347, "kyc_tier": "tier_3", "session_entropy": 0.405 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 122, "timestamp": "2026-01-04T09:40:00Z", "transaction_amount_usd": 22.7 }, { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED"...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.824, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 2795904.72, "financial_exposure_usd": 3757472.05, "recoverable_pct": 0.404 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105606", "label": "fraudulent", "label_confidence": 0.907, "severity": "high", "timestamp": "2026-01-04T21:26:00Z", "trace_id": "2d94d970-27eb-5220-a0b5-49a8cf74377c" }
{ "account_age_days": 1884, "account_id": "ACCT-BEFE4393E6FC", "baseline_risk_score": 0.433, "kyc_tier": "tier_1", "session_entropy": 0.231 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 895, "timestamp": "2026-01-04T21:26:00Z", "transaction_amount_usd": 1034186.75 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.441, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 3177969.04, "financial_exposure_usd": 3862234.24, "recoverable_pct": 0.796 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100614", "label": "fraudulent", "label_confidence": 0.928, "severity": "critical", "timestamp": "2026-01-01T10:14:00Z", "trace_id": "984dcca2-4119-2e85-0b66-c0de8ec5bffe" }
{ "account_age_days": 1851, "account_id": "ACCT-01B2634A56DA", "baseline_risk_score": 0.501, "kyc_tier": "tier_3", "session_entropy": 0.413 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 473, "timestamp": "2026-01-01T10:14:00Z", "transaction_amount_usd": 51714.3 }, { "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": 0.733, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 603402.83, "financial_exposure_usd": 765410.79, "recoverable_pct": 0.447 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109395", "label": "benign", "label_confidence": 0.653, "severity": "low", "timestamp": "2026-01-07T12:35:00Z", "trace_id": "dfa6dded-ff50-df8c-6fe3-7e694d6c6c76" }
{ "account_age_days": 1160, "account_id": "ACCT-39D10CB30E48", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.63 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 884, "timestamp": "2026-01-07T12:35:00Z", "transaction_amount_usd": 11397.59 }, { "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": 0.52, "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 prior...
{ "customer_funds_at_risk_usd": 994.22, "financial_exposure_usd": 1755.22, "recoverable_pct": 0.979 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102824", "label": "fraudulent", "label_confidence": 0.832, "severity": "high", "timestamp": "2026-01-02T23:04:00Z", "trace_id": "e7af21b3-e9eb-bcc0-79e7-a083a31a2eb8" }
{ "account_age_days": 250, "account_id": "ACCT-693360B91D49", "baseline_risk_score": 0.566, "kyc_tier": "tier_3", "session_entropy": 0.214 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 398, "timestamp": "2026-01-02T23:04:00Z", "transaction_amount_usd": 95539.67 }, { "asset": "EUR", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.681, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 821631.29, "financial_exposure_usd": 1334329.38, "recoverable_pct": 0.122 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109120", "label": "benign", "label_confidence": 0.696, "severity": "medium", "timestamp": "2026-01-07T08:00:00Z", "trace_id": "fea1e57a-dbd8-8435-54e8-d5ea390d53f8" }
{ "account_age_days": 1253, "account_id": "ACCT-E8C9F3EA43DD", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.206 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 138, "timestamp": "2026-01-07T08:00:00Z", "transaction_amount_usd": 7306.96 }, { "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": 0.705, "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": 1814.22, "financial_exposure_usd": 2138.55, "recoverable_pct": 0.873 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108766", "label": "benign", "label_confidence": 0.718, "severity": "high", "timestamp": "2026-01-07T02:06:00Z", "trace_id": "7e62e357-5f35-3deb-ef24-9538f6e84012" }
{ "account_age_days": 659, "account_id": "ACCT-D6976BE3E201", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.892 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 666, "timestamp": "2026-01-07T02:06:00Z", "transaction_amount_usd": 9579.92 }, { "asset": "ETH", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.738, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 3", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 446.19, "financial_exposure_usd": 446.78, "recoverable_pct": 0.539 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107792", "label": "benign", "label_confidence": 0.463, "severity": "critical", "timestamp": "2026-01-06T09:52:00Z", "trace_id": "5d0a84ca-c4f3-f3bd-0051-771d9cfaa5b1" }
{ "account_age_days": 1222, "account_id": "ACCT-EEDBD0734633", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.341 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 681, "timestamp": "2026-01-06T09:52:00Z", "transaction_amount_usd": 5322.54 }, { "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": 0.521, "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_...
{ "customer_funds_at_risk_usd": 3949.02, "financial_exposure_usd": 5580.76, "recoverable_pct": 0.658 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107076", "label": "benign", "label_confidence": 0.618, "severity": "high", "timestamp": "2026-01-05T21:56:00Z", "trace_id": "dd5edfd2-5e0b-2f3d-ea25-8f0c9e473798" }
{ "account_age_days": 1385, "account_id": "ACCT-5DBCC756723B", "baseline_risk_score": 0.098, "kyc_tier": "tier_3", "session_entropy": 0.146 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 297, "timestamp": "2026-01-05T13:28:00Z", "transaction_amount_usd": 18.14 }, { "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": 0.776, "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": 1923.78, "financial_exposure_usd": 3602.42, "recoverable_pct": 0.957 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102418", "label": "fraudulent", "label_confidence": 0.894, "severity": "medium", "timestamp": "2026-01-02T16:18:00Z", "trace_id": "cc6fb001-f4c3-0807-132b-1badbcd4c652" }
{ "account_age_days": 1458, "account_id": "ACCT-DE63BF239EA8", "baseline_risk_score": 0.485, "kyc_tier": "tier_2", "session_entropy": 0.817 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "FR", "latency_ms": 498, "timestamp": "2026-01-02T16:18:00Z", "transaction_amount_usd": 83770.19 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.796, "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": 860335.09, "financial_exposure_usd": 1196502.67, "recoverable_pct": 0.49 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101885", "label": "fraudulent", "label_confidence": 0.815, "severity": "low", "timestamp": "2026-01-02T07:25:00Z", "trace_id": "21a9fff2-1209-b08f-d39c-338907e1dabd" }
{ "account_age_days": 1454, "account_id": "ACCT-B6F327303E48", "baseline_risk_score": 0.295, "kyc_tier": "tier_3", "session_entropy": 0.476 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 485, "timestamp": "2026-01-02T07:25:00Z", "transaction_amount_usd": 37220.15 }, { "asset": "EUR", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.719, "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": 745854.92, "financial_exposure_usd": 1318278.89, "recoverable_pct": 0.196 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106653", "label": "fraudulent", "label_confidence": 0.707, "severity": "critical", "timestamp": "2026-01-05T14:53:00Z", "trace_id": "b2132b17-9e92-6c54-6f99-ee111d19c6c7" }
{ "account_age_days": 1399, "account_id": "ACCT-E036D0CF5F3A", "baseline_risk_score": 0.448, "kyc_tier": "tier_3", "session_entropy": 0.686 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 1066, "timestamp": "2026-01-05T14:53:00Z", "transaction_amount_usd": 732396.93 }, { "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": 0.778, "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": 3823035.76, "financial_exposure_usd": 5031592.24, "recoverable_pct": 0.871 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104010", "label": "fraudulent", "label_confidence": 0.779, "severity": "high", "timestamp": "2026-01-03T18:50:00Z", "trace_id": "ff252fea-aa02-3687-d684-6c26381ba27c" }
{ "account_age_days": 739, "account_id": "ACCT-01DC6C0CEA8B", "baseline_risk_score": 0.296, "kyc_tier": "tier_3", "session_entropy": 0.42 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 235, "timestamp": "2026-01-03T09:59:00Z", "transaction_amount_usd": 8.26 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "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": 0.693, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 2825023.67, "financial_exposure_usd": 4191063.94, "recoverable_pct": 0.693 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103907", "label": "fraudulent", "label_confidence": 0.645, "severity": "low", "timestamp": "2026-01-03T17:07:00Z", "trace_id": "f5c67363-2e0d-e03f-16bd-b5c3df051616" }
{ "account_age_days": 44, "account_id": "ACCT-90D956917A49", "baseline_risk_score": 0.105, "kyc_tier": "tier_2", "session_entropy": 0.465 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 325, "timestamp": "2026-01-03T17:07:00Z", "transaction_amount_usd": 2215020.19 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.635, "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": 3825564.01, "financial_exposure_usd": 8068199.36, "recoverable_pct": 0.722 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106659", "label": "fraudulent", "label_confidence": 0.901, "severity": "medium", "timestamp": "2026-01-05T14:59:00Z", "trace_id": "9d827e15-3ec7-456b-06a0-f136540a9d68" }
{ "account_age_days": 730, "account_id": "ACCT-1FB3016EB582", "baseline_risk_score": 0.137, "kyc_tier": "tier_2", "session_entropy": 0.273 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 127, "timestamp": "2026-01-05T03:12:00Z", "transaction_amount_usd": 16.94 }, { "asset": "SOL", "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": 0.451, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 2950768.35, "financial_exposure_usd": 3519973.75, "recoverable_pct": 0.851 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100370", "label": "fraudulent", "label_confidence": 0.908, "severity": "high", "timestamp": "2026-01-01T06:10:00Z", "trace_id": "75c32e98-1bdf-df34-990c-8fb930f6151f" }
{ "account_age_days": 1156, "account_id": "ACCT-480CE69D19B3", "baseline_risk_score": 0.332, "kyc_tier": "tier_3", "session_entropy": 0.139 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 889, "timestamp": "2026-01-01T06:10:00Z", "transaction_amount_usd": 70416.98 }, { "asset": "JPY", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.403, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 976521.22, "financial_exposure_usd": 1003610.63, "recoverable_pct": 0.735 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106434", "label": "fraudulent", "label_confidence": 0.868, "severity": "high", "timestamp": "2026-01-05T11:14:00Z", "trace_id": "2d9142ed-226d-838a-5237-a49e1d86ff7f" }
{ "account_age_days": 1437, "account_id": "ACCT-259545010AD6", "baseline_risk_score": 0.381, "kyc_tier": "tier_2", "session_entropy": 0.413 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 1114, "timestamp": "2026-01-05T11:14:00Z", "transaction_amount_usd": 2815994.33 }, { "asset": "EUR", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.48, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AN...
{ "customer_funds_at_risk_usd": 3347730.82, "financial_exposure_usd": 3581249.31, "recoverable_pct": 0.589 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108399", "label": "benign", "label_confidence": 0.662, "severity": "high", "timestamp": "2026-01-06T19:59:00Z", "trace_id": "d68c93eb-e853-7f9d-d40c-d767102cc270" }
{ "account_age_days": 706, "account_id": "ACCT-E67CDC4C8668", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.216 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 265, "timestamp": "2026-01-06T16:36:00Z", "transaction_amount_usd": 18.08 }, { "asset": "EUR", "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": 0.577, "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": 1310.87, "financial_exposure_usd": 2697.05, "recoverable_pct": 0.722 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100739", "label": "fraudulent", "label_confidence": 0.972, "severity": "high", "timestamp": "2026-01-01T12:19:00Z", "trace_id": "14a3304c-3bfe-bc95-5a88-84096e2f5154" }
{ "account_age_days": 555, "account_id": "ACCT-7E6976E57728", "baseline_risk_score": 0.396, "kyc_tier": "tier_2", "session_entropy": 0.385 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NL", "latency_ms": 175, "timestamp": "2026-01-01T12:19:00Z", "transaction_amount_usd": 25809.68 }, { "asset": "GBP", "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": 0.831, "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": 512821.31, "financial_exposure_usd": 647672, "recoverable_pct": 0.535 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107100", "label": "benign", "label_confidence": 0.581, "severity": "low", "timestamp": "2026-01-05T22:20:00Z", "trace_id": "baf3e22b-f08e-334f-91cb-4629c08e5fb4" }
{ "account_age_days": 1534, "account_id": "ACCT-45CCA370A795", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.423 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 593, "timestamp": "2026-01-05T22:20:00Z", "transaction_amount_usd": 2207.37 }, { "asset": "ETH", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.796, "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": 467.26, "financial_exposure_usd": 507.54, "recoverable_pct": 0.501 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108988", "label": "benign", "label_confidence": 0.68, "severity": "medium", "timestamp": "2026-01-07T05:48:00Z", "trace_id": "6937722c-6a50-ec6a-fb14-df704a0dc510" }
{ "account_age_days": 845, "account_id": "ACCT-3FFD0E2B4A4D", "baseline_risk_score": 0.194, "kyc_tier": "tier_1", "session_entropy": 0.909 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 493, "timestamp": "2026-01-07T05:48:00Z", "transaction_amount_usd": 3452.04 }, { "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": 0.618, "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": 339.66, "financial_exposure_usd": 788.88, "recoverable_pct": 0.481 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108758", "label": "benign", "label_confidence": 0.666, "severity": "medium", "timestamp": "2026-01-07T01:58:00Z", "trace_id": "541db7ab-5a76-4d08-877e-7ee9f6901161" }
{ "account_age_days": 180, "account_id": "ACCT-C5B4E3404521", "baseline_risk_score": 0.07, "kyc_tier": "tier_1", "session_entropy": 0.327 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 852, "timestamp": "2026-01-07T01:58:00Z", "transaction_amount_usd": 14049.84 }, { "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": 0.575, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 879.71, "financial_exposure_usd": 1436.54, "recoverable_pct": 0.475 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104231", "label": "fraudulent", "label_confidence": 0.777, "severity": "high", "timestamp": "2026-01-03T22:31:00Z", "trace_id": "496d3fbd-305b-e554-d8ac-6f11546e7273" }
{ "account_age_days": 641, "account_id": "ACCT-EAB64DA0DFB3", "baseline_risk_score": 0.166, "kyc_tier": "tier_1", "session_entropy": 0.348 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 154, "timestamp": "2026-01-03T14:15:00Z", "transaction_amount_usd": 1.12 }, { "asset": "SOL", "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": 0.5, "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 AND...
{ "customer_funds_at_risk_usd": 5503110.49, "financial_exposure_usd": 6216890.95, "recoverable_pct": 0.577 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107399", "label": "benign", "label_confidence": 0.67, "severity": "low", "timestamp": "2026-01-06T03:19:00Z", "trace_id": "aafbd38d-5db8-8ae9-56e4-085f6734d14c" }
{ "account_age_days": 1197, "account_id": "ACCT-F83E0FDE2FD5", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.486 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 773, "timestamp": "2026-01-06T03:19:00Z", "transaction_amount_usd": 3664.01 }, { "asset": "GBP", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.784, "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": 846.2, "financial_exposure_usd": 1191.33, "recoverable_pct": 0.888 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105933", "label": "fraudulent", "label_confidence": 0.782, "severity": "medium", "timestamp": "2026-01-05T02:53:00Z", "trace_id": "5b3b8723-3465-80bb-edeb-5de0faa4f8ff" }
{ "account_age_days": 1195, "account_id": "ACCT-1A15D732CF7B", "baseline_risk_score": 0.302, "kyc_tier": "tier_2", "session_entropy": 0.444 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 594, "timestamp": "2026-01-05T02:53:00Z", "transaction_amount_usd": 1831798.07 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.573, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 1370288.61, "financial_exposure_usd": 3418317.38, "recoverable_pct": 0.414 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103548", "label": "fraudulent", "label_confidence": 0.782, "severity": "medium", "timestamp": "2026-01-03T11:08:00Z", "trace_id": "dbe5169a-cb57-63ad-d7ac-f42612ee497a" }
{ "account_age_days": 528, "account_id": "ACCT-FA2E62308B5A", "baseline_risk_score": 0.097, "kyc_tier": "tier_1", "session_entropy": 0.743 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 193, "timestamp": "2026-01-03T10:12:00Z", "transaction_amount_usd": 1.95 }, { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED"...
{ "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": 0.502, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 1496456.27, "financial_exposure_usd": 2304801.3, "recoverable_pct": 0.659 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100976", "label": "fraudulent", "label_confidence": 0.961, "severity": "medium", "timestamp": "2026-01-01T16:16:00Z", "trace_id": "1abb918c-bbd8-6378-725a-91405f0221e7" }
{ "account_age_days": 811, "account_id": "ACCT-69E61237E751", "baseline_risk_score": 0.53, "kyc_tier": "tier_2", "session_entropy": 0.171 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 729, "timestamp": "2026-01-01T16:16:00Z", "transaction_amount_usd": 96852.91 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.441, "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": 387498.12, "financial_exposure_usd": 525002.56, "recoverable_pct": 0.75 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102394", "label": "fraudulent", "label_confidence": 0.976, "severity": "critical", "timestamp": "2026-01-02T15:54:00Z", "trace_id": "34e0947c-9611-0236-a1a1-26297e149866" }
{ "account_age_days": 274, "account_id": "ACCT-A5873527857B", "baseline_risk_score": 0.428, "kyc_tier": "tier_3", "session_entropy": 0.531 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 722, "timestamp": "2026-01-02T15:54:00Z", "transaction_amount_usd": 28023.76 }, { "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": 0.358, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 1, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 347109.31, "financial_exposure_usd": 348435.75, "recoverable_pct": 0.634 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106851", "label": "benign", "label_confidence": 0.744, "severity": "low", "timestamp": "2026-01-05T18:11:00Z", "trace_id": "6984e23f-ed8f-b662-b022-6d0c1ff6faeb" }
{ "account_age_days": 1279, "account_id": "ACCT-7B838A281BA6", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.136 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 621, "timestamp": "2026-01-05T18:11:00Z", "transaction_amount_usd": 9696.21 }, { "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": 0.578, "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": 1260.31, "financial_exposure_usd": 2906.48, "recoverable_pct": 0.674 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100622", "label": "fraudulent", "label_confidence": 0.944, "severity": "medium", "timestamp": "2026-01-01T10:22:00Z", "trace_id": "17295279-db69-f162-38be-7cd288420c39" }
{ "account_age_days": 261, "account_id": "ACCT-FE277243E501", "baseline_risk_score": 0.342, "kyc_tier": "tier_3", "session_entropy": 0.85 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 580, "timestamp": "2026-01-01T10:22:00Z", "transaction_amount_usd": 75960.13 }, { "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": 0.828, "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": 716245.41, "financial_exposure_usd": 752090.67, "recoverable_pct": 0.222 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106158", "label": "fraudulent", "label_confidence": 0.855, "severity": "low", "timestamp": "2026-01-05T06:38:00Z", "trace_id": "da63379c-f991-ed03-c772-a81b6abec056" }
{ "account_age_days": 615, "account_id": "ACCT-CD160E688802", "baseline_risk_score": 0.179, "kyc_tier": "tier_2", "session_entropy": 0.707 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 984, "timestamp": "2026-01-05T06:38:00Z", "transaction_amount_usd": 1880174.88 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.795, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 1080693.64, "financial_exposure_usd": 1605693.12, "recoverable_pct": 0.462 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101644", "label": "fraudulent", "label_confidence": 0.868, "severity": "medium", "timestamp": "2026-01-02T03:24:00Z", "trace_id": "515e6ba5-94e2-43e6-ba74-b0c41f65ef7f" }
{ "account_age_days": 630, "account_id": "ACCT-BB9BE83E610D", "baseline_risk_score": 0.419, "kyc_tier": "tier_2", "session_entropy": 0.549 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 617, "timestamp": "2026-01-02T03:24:00Z", "transaction_amount_usd": 27414.42 }, { "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": 0.658, "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": 276777.07, "financial_exposure_usd": 585410.25, "recoverable_pct": 0.837 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109383", "label": "benign", "label_confidence": 0.473, "severity": "low", "timestamp": "2026-01-07T12:23:00Z", "trace_id": "b913bb9a-c925-8e3d-17d2-c32e47a996c4" }
{ "account_age_days": 1516, "account_id": "ACCT-99FB5885FB18", "baseline_risk_score": 0.064, "kyc_tier": "tier_3", "session_entropy": 0.494 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 454, "timestamp": "2026-01-07T12:23:00Z", "transaction_amount_usd": 2770.73 }, { "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": 0.507, "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": 574.28, "financial_exposure_usd": 1293.8, "recoverable_pct": 0.776 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102301", "label": "fraudulent", "label_confidence": 0.952, "severity": "medium", "timestamp": "2026-01-02T14:21:00Z", "trace_id": "39e261c5-3d52-c5b9-31db-1b899ee443ca" }
{ "account_age_days": 330, "account_id": "ACCT-837EFC36217D", "baseline_risk_score": 0.433, "kyc_tier": "tier_2", "session_entropy": 0.188 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 185, "timestamp": "2026-01-02T14:02:00Z", "transaction_amount_usd": 19.28 }, { "asset": "USDC", "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": 0.352, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 393675.5, "financial_exposure_usd": 472312.36, "recoverable_pct": 0.525 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107535", "label": "benign", "label_confidence": 0.517, "severity": "low", "timestamp": "2026-01-06T05:35:00Z", "trace_id": "6a1400fc-f482-266a-d56a-6cfff754c8eb" }
{ "account_age_days": 1702, "account_id": "ACCT-948236F70343", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.483 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 283, "timestamp": "2026-01-05T20:50:00Z", "transaction_amount_usd": 17.4 }, { "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": 0.587, "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": 4543.42, "financial_exposure_usd": 5419.93, "recoverable_pct": 0.808 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108218", "label": "benign", "label_confidence": 0.621, "severity": "critical", "timestamp": "2026-01-06T16:58:00Z", "trace_id": "1b5fcdd4-9656-1d67-f0ee-51b67f67e9c6" }
{ "account_age_days": 1614, "account_id": "ACCT-A6BE943063CB", "baseline_risk_score": 0.137, "kyc_tier": "tier_2", "session_entropy": 0.465 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 164, "timestamp": "2026-01-06T07:27:00Z", "transaction_amount_usd": 17.22 }, { "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": 0.505, "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": 2360.94, "financial_exposure_usd": 4457.13, "recoverable_pct": 0.429 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101651", "label": "fraudulent", "label_confidence": 0.848, "severity": "low", "timestamp": "2026-01-02T03:31:00Z", "trace_id": "f3cabff3-1ac3-a16b-6ce5-58677508fdd3" }
{ "account_age_days": 597, "account_id": "ACCT-E801B4FE15CB", "baseline_risk_score": 0.528, "kyc_tier": "tier_2", "session_entropy": 0.716 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 250, "timestamp": "2026-01-01T17:57:00Z", "transaction_amount_usd": 21.55 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.449, "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": 509209.15, "financial_exposure_usd": 625930.6, "recoverable_pct": 0.103 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107620", "label": "benign", "label_confidence": 0.613, "severity": "high", "timestamp": "2026-01-06T07:00:00Z", "trace_id": "6aceb042-4ff7-77d0-e325-8d8947273c64" }
{ "account_age_days": 575, "account_id": "ACCT-4C481D1AD21D", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.666 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 342, "timestamp": "2026-01-06T07:00:00Z", "transaction_amount_usd": 8309.92 }, { "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": 0.713, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 650.91, "financial_exposure_usd": 1346.15, "recoverable_pct": 0.761 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100252", "label": "fraudulent", "label_confidence": 0.961, "severity": "medium", "timestamp": "2026-01-01T04:12:00Z", "trace_id": "863e3610-ae7a-e52a-5179-15b7883a5ef5" }
{ "account_age_days": 1912, "account_id": "ACCT-567FD2E9C2F1", "baseline_risk_score": 0.524, "kyc_tier": "tier_2", "session_entropy": 0.714 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "JP", "latency_ms": 631, "timestamp": "2026-01-01T04:12:00Z", "transaction_amount_usd": 22755.34 }, { "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": 0.898, "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": 775875.11, "financial_exposure_usd": 1224848.22, "recoverable_pct": 0.823 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101878", "label": "fraudulent", "label_confidence": 0.979, "severity": "critical", "timestamp": "2026-01-02T07:18:00Z", "trace_id": "7a1bc3e3-9609-5d42-6bc7-9f546c47976e" }
{ "account_age_days": 216, "account_id": "ACCT-1A8AEBA006DA", "baseline_risk_score": 0.296, "kyc_tier": "tier_3", "session_entropy": 0.529 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 168, "timestamp": "2026-01-02T07:18:00Z", "transaction_amount_usd": 87615.11 }, { "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": 0.821, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 232005.38, "financial_exposure_usd": 299752.15, "recoverable_pct": 0.045 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103792", "label": "fraudulent", "label_confidence": 0.948, "severity": "medium", "timestamp": "2026-01-03T15:12:00Z", "trace_id": "07e62098-139b-31bc-4a81-3be08850695c" }
{ "account_age_days": 558, "account_id": "ACCT-4F575D207FAD", "baseline_risk_score": 0.086, "kyc_tier": "tier_1", "session_entropy": 0.895 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 143, "timestamp": "2026-01-03T12:50:00Z", "transaction_amount_usd": 6.72 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "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": 0.81, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND p...
{ "customer_funds_at_risk_usd": 6695374.52, "financial_exposure_usd": 7006110.28, "recoverable_pct": 0.83 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102653", "label": "fraudulent", "label_confidence": 0.966, "severity": "high", "timestamp": "2026-01-02T20:13:00Z", "trace_id": "859d8669-abde-5e43-193f-bac19dea32ee" }
{ "account_age_days": 1006, "account_id": "ACCT-E973A123B19D", "baseline_risk_score": 0.495, "kyc_tier": "tier_2", "session_entropy": 0.555 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 304, "timestamp": "2026-01-02T20:13:00Z", "transaction_amount_usd": 83663.17 }, { "asset": "EUR", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.639, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 169151.57, "financial_exposure_usd": 193415.5, "recoverable_pct": 0.72 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102841", "label": "fraudulent", "label_confidence": 0.971, "severity": "low", "timestamp": "2026-01-02T23:21:00Z", "trace_id": "5a4be229-1316-e306-5a59-f13afa445688" }
{ "account_age_days": 1008, "account_id": "ACCT-1A9B632673DA", "baseline_risk_score": 0.402, "kyc_tier": "tier_3", "session_entropy": 0.32 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 203, "timestamp": "2026-01-02T23:21:00Z", "transaction_amount_usd": 36535.69 }, { "asset": "ETH", "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": 0.926, "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": 1117550.33, "financial_exposure_usd": 1129452.78, "recoverable_pct": 0.087 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104312", "label": "fraudulent", "label_confidence": 0.945, "severity": "medium", "timestamp": "2026-01-03T23:52:00Z", "trace_id": "99d44031-97d6-a8df-4b9d-664d69492366" }
{ "account_age_days": 899, "account_id": "ACCT-12126C5504B3", "baseline_risk_score": 0.252, "kyc_tier": "tier_1", "session_entropy": 0.903 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 138, "timestamp": "2026-01-03T23:52:00Z", "transaction_amount_usd": 948818.98 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.669, "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": 3164618.59, "financial_exposure_usd": 5678637.17, "recoverable_pct": 0.804 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103185", "label": "fraudulent", "label_confidence": 0.867, "severity": "critical", "timestamp": "2026-01-03T05:05:00Z", "trace_id": "94784bbe-64cf-5201-16ec-e769fa248571" }
{ "account_age_days": 1809, "account_id": "ACCT-CB3C52CB6847", "baseline_risk_score": 0.289, "kyc_tier": "tier_3", "session_entropy": 0.777 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 125, "timestamp": "2026-01-03T00:54:00Z", "transaction_amount_usd": 13.5 }, { "asset": "ETH", "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": 0.462, "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": 976484.91, "financial_exposure_usd": 1066128.91, "recoverable_pct": 0.429 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107154", "label": "benign", "label_confidence": 0.75, "severity": "low", "timestamp": "2026-01-05T23:14:00Z", "trace_id": "5fa08521-0430-badb-fefd-39c4a7a059b9" }
{ "account_age_days": 711, "account_id": "ACCT-9480F7B46184", "baseline_risk_score": 0.116, "kyc_tier": "tier_1", "session_entropy": 0.57 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 252, "timestamp": "2026-01-05T23:14:00Z", "transaction_amount_usd": 4256.71 }, { "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": 0.738, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 1811.24, "financial_exposure_usd": 2014.53, "recoverable_pct": 0.426 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108165", "label": "benign", "label_confidence": 0.542, "severity": "medium", "timestamp": "2026-01-06T16:05:00Z", "trace_id": "a4705a3b-988a-ec53-a496-063f4edbd924" }
{ "account_age_days": 1988, "account_id": "ACCT-DB65EA99436C", "baseline_risk_score": 0.064, "kyc_tier": "tier_1", "session_entropy": 0.589 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 141, "timestamp": "2026-01-06T16:05:00Z", "transaction_amount_usd": 6279.6 }, { "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": 0.758, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 1101.14, "financial_exposure_usd": 2170.31, "recoverable_pct": 0.452 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104291", "label": "fraudulent", "label_confidence": 0.767, "severity": "medium", "timestamp": "2026-01-03T23:31:00Z", "trace_id": "37126f36-7077-fbe8-e284-9076f7beeac7" }
{ "account_age_days": 697, "account_id": "ACCT-827A1DB054B1", "baseline_risk_score": 0.094, "kyc_tier": "tier_1", "session_entropy": 0.599 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 531, "timestamp": "2026-01-03T23:31:00Z", "transaction_amount_usd": 1041742.73 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.567, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, 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": 3179224.95, "financial_exposure_usd": 5221107.6, "recoverable_pct": 0.908 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105757", "label": "fraudulent", "label_confidence": 0.631, "severity": "medium", "timestamp": "2026-01-04T23:57:00Z", "trace_id": "176e56f7-a58c-693f-1b22-79f9fb1e0086" }
{ "account_age_days": 1799, "account_id": "ACCT-907242079D3A", "baseline_risk_score": 0.338, "kyc_tier": "tier_1", "session_entropy": 0.248 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 384, "timestamp": "2026-01-04T22:53:00Z", "transaction_amount_usd": 12.94 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "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": 0.682, "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": 3288154.42, "financial_exposure_usd": 4282519.34, "recoverable_pct": 0.761 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100721", "label": "fraudulent", "label_confidence": 0.84, "severity": "critical", "timestamp": "2026-01-01T12:01:00Z", "trace_id": "c3e0b5ac-b5f6-2122-83ff-578b0fe6c2a2" }
{ "account_age_days": 554, "account_id": "ACCT-FF57DBD7379F", "baseline_risk_score": 0.511, "kyc_tier": "tier_1", "session_entropy": 0.431 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 224, "timestamp": "2026-01-01T12:01:00Z", "transaction_amount_usd": 109487.32 }, { "asset": "ETH", "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": 0.633, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 368627.69, "financial_exposure_usd": 369716.3, "recoverable_pct": 0.65 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100533", "label": "fraudulent", "label_confidence": 0.806, "severity": "critical", "timestamp": "2026-01-01T08:53:00Z", "trace_id": "c18f8d47-c4df-0d2f-058b-c7ea46f8aa1d" }
{ "account_age_days": 1088, "account_id": "ACCT-A8CEE611604F", "baseline_risk_score": 0.262, "kyc_tier": "tier_3", "session_entropy": 0.46 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 684, "timestamp": "2026-01-01T08:53:00Z", "transaction_amount_usd": 91297.82 }, { "asset": "USDT", "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": 0.875, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 830399.65, "financial_exposure_usd": 1092011.05, "recoverable_pct": 0.689 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100797", "label": "fraudulent", "label_confidence": 0.78, "severity": "medium", "timestamp": "2026-01-01T13:17:00Z", "trace_id": "2bba4145-7213-ccdf-3101-fa67c9e9835e" }
{ "account_age_days": 15, "account_id": "ACCT-4FAFD0963CA5", "baseline_risk_score": 0.398, "kyc_tier": "tier_1", "session_entropy": 0.565 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 365, "timestamp": "2026-01-01T09:38:00Z", "transaction_amount_usd": 1.9 }, { "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": 0.857, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 2", "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": 287090.27, "financial_exposure_usd": 357742.59, "recoverable_pct": 0.041 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106130", "label": "fraudulent", "label_confidence": 0.878, "severity": "critical", "timestamp": "2026-01-05T06:10:00Z", "trace_id": "c1a766d8-409e-07eb-5970-b8a79c436735" }
{ "account_age_days": 534, "account_id": "ACCT-0053B7D3C497", "baseline_risk_score": 0.327, "kyc_tier": "tier_3", "session_entropy": 0.883 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 577, "timestamp": "2026-01-05T06:10:00Z", "transaction_amount_usd": 1425790.73 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BO...
{ "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": 0.642, "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": 2413129.99, "financial_exposure_usd": 3768834.49, "recoverable_pct": 0.658 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104428", "label": "fraudulent", "label_confidence": 0.85, "severity": "low", "timestamp": "2026-01-04T01:48:00Z", "trace_id": "91c6c7a3-584d-af04-6e73-7dc3952b9774" }
{ "account_age_days": 1145, "account_id": "ACCT-F38E559EEA45", "baseline_risk_score": 0.396, "kyc_tier": "tier_2", "session_entropy": 0.881 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 163, "timestamp": "2026-01-03T21:20:00Z", "transaction_amount_usd": 9.29 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "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": 0.37, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND post...
{ "customer_funds_at_risk_usd": 1633449.15, "financial_exposure_usd": 1908342.04, "recoverable_pct": 0.469 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100057", "label": "fraudulent", "label_confidence": 0.856, "severity": "high", "timestamp": "2026-01-01T00:57:00Z", "trace_id": "9c81fc46-5bcd-236c-c777-4fae613758c3" }
{ "account_age_days": 918, "account_id": "ACCT-1688782F72B6", "baseline_risk_score": 0.344, "kyc_tier": "tier_2", "session_entropy": 0.828 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "FR", "latency_ms": 1079, "timestamp": "2026-01-01T00:57:00Z", "transaction_amount_usd": 105654.05 }, { "asset": "SOL", "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": 0.938, "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": 285031.8, "financial_exposure_usd": 617505.31, "recoverable_pct": 0.35 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104201", "label": "fraudulent", "label_confidence": 0.759, "severity": "low", "timestamp": "2026-01-03T22:01:00Z", "trace_id": "93d84d70-913e-7bdf-a74d-4c30adfdbced" }
{ "account_age_days": 541, "account_id": "ACCT-6211769D7011", "baseline_risk_score": 0.434, "kyc_tier": "tier_2", "session_entropy": 0.876 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 229, "timestamp": "2026-01-03T22:01:00Z", "transaction_amount_usd": 747340.76 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.894, "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": 1238411.27, "financial_exposure_usd": 2482589.23, "recoverable_pct": 0.581 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105695", "label": "fraudulent", "label_confidence": 0.902, "severity": "low", "timestamp": "2026-01-04T22:55:00Z", "trace_id": "d0917a08-0850-a49b-31f4-e3817898d34c" }
{ "account_age_days": 300, "account_id": "ACCT-2EEBAD1EA746", "baseline_risk_score": 0.354, "kyc_tier": "tier_1", "session_entropy": 0.807 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 290, "timestamp": "2026-01-04T14:39:00Z", "transaction_amount_usd": 2.34 }, { "asset": "GBP", "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": 0.489, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 1039379.52, "financial_exposure_usd": 2528923.24, "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-109771", "label": "benign", "label_confidence": 0.523, "severity": "high", "timestamp": "2026-01-07T18:51:00Z", "trace_id": "38ed8f77-674b-6298-acde-e253ed7dd7ff" }
{ "account_age_days": 1993, "account_id": "ACCT-C4F0B1139CCB", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.704 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 168, "timestamp": "2026-01-07T10:50:00Z", "transaction_amount_usd": 6.55 }, { "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": 0.727, "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": 2010.92, "financial_exposure_usd": 4452.04, "recoverable_pct": 0.615 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108946", "label": "benign", "label_confidence": 0.7, "severity": "high", "timestamp": "2026-01-07T05:06:00Z", "trace_id": "b60cb11d-a846-80d4-b8ca-89b83c85c20e" }
{ "account_age_days": 1978, "account_id": "ACCT-B7745DBBF6E1", "baseline_risk_score": 0.095, "kyc_tier": "tier_2", "session_entropy": 0.778 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 406, "timestamp": "2026-01-07T05:06:00Z", "transaction_amount_usd": 12410.47 }, { "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": 0.47, "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": 1816.05, "financial_exposure_usd": 2209.47, "recoverable_pct": 0.663 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101132", "label": "fraudulent", "label_confidence": 0.919, "severity": "critical", "timestamp": "2026-01-01T18:52:00Z", "trace_id": "1d49b708-e968-21b4-294c-98295d0e1713" }
{ "account_age_days": 1851, "account_id": "ACCT-4279C4C7E479", "baseline_risk_score": 0.527, "kyc_tier": "tier_1", "session_entropy": 0.644 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 136, "timestamp": "2026-01-01T11:44:00Z", "transaction_amount_usd": 24.28 }, { "asset": "USD", "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": 0.5, "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 HAVI...
{ "customer_funds_at_risk_usd": 653541.99, "financial_exposure_usd": 881912.42, "recoverable_pct": 0.606 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100186", "label": "fraudulent", "label_confidence": 0.87, "severity": "high", "timestamp": "2026-01-01T03:06:00Z", "trace_id": "754f595f-12f6-38e6-b197-603ca45c7178" }
{ "account_age_days": 1786, "account_id": "ACCT-7C39115FED13", "baseline_risk_score": 0.45, "kyc_tier": "tier_3", "session_entropy": 0.651 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 1002, "timestamp": "2026-01-01T03:06:00Z", "transaction_amount_usd": 90959.18 }, { "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": 0.455, "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": 165066.26, "financial_exposure_usd": 404039.85, "recoverable_pct": 0.805 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103256", "label": "fraudulent", "label_confidence": 0.831, "severity": "critical", "timestamp": "2026-01-03T06:16:00Z", "trace_id": "5f267737-1f61-c374-0e96-db117480b47a" }
{ "account_age_days": 1909, "account_id": "ACCT-3F1D840513D4", "baseline_risk_score": 0.506, "kyc_tier": "tier_2", "session_entropy": 0.773 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 374, "timestamp": "2026-01-02T23:56:00Z", "transaction_amount_usd": 24.88 }, { "asset": "USDC", "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": 0.489, "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": 557526.41, "financial_exposure_usd": 569594.12, "recoverable_pct": 0.09 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102966", "label": "fraudulent", "label_confidence": 0.967, "severity": "low", "timestamp": "2026-01-03T01:26:00Z", "trace_id": "955738c1-4078-1d4c-e3ee-d62e7fd92c6b" }
{ "account_age_days": 1999, "account_id": "ACCT-CFA3017027B3", "baseline_risk_score": 0.416, "kyc_tier": "tier_2", "session_entropy": 0.315 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 430, "timestamp": "2026-01-03T01:26:00Z", "transaction_amount_usd": 112699.62 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.718, "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": 360568.11, "financial_exposure_usd": 674523.48, "recoverable_pct": 0.769 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103999", "label": "fraudulent", "label_confidence": 0.629, "severity": "high", "timestamp": "2026-01-03T18:39:00Z", "trace_id": "f42c2c4c-841c-ff16-aaa9-c1c5c49ffbe0" }
{ "account_age_days": 380, "account_id": "ACCT-8940E6CE239C", "baseline_risk_score": 0.103, "kyc_tier": "tier_3", "session_entropy": 0.9 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 383, "timestamp": "2026-01-03T18:39:00Z", "transaction_amount_usd": 833502.67 }, { "asset": "EUR", "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": 0.862, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 3938324.14, "financial_exposure_usd": 9144209.93, "recoverable_pct": 0.626 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108113", "label": "benign", "label_confidence": 0.557, "severity": "low", "timestamp": "2026-01-06T15:13:00Z", "trace_id": "afd94fc4-404b-1cb8-718c-c64df348eb59" }
{ "account_age_days": 400, "account_id": "ACCT-E879E8AAB01D", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.836 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 106, "timestamp": "2026-01-06T05:08:00Z", "transaction_amount_usd": 2.43 }, { "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": 0.796, "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": 1818.96, "financial_exposure_usd": 2296.07, "recoverable_pct": 0.873 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103484", "label": "fraudulent", "label_confidence": 0.705, "severity": "high", "timestamp": "2026-01-03T10:04:00Z", "trace_id": "b11b23cd-cbf9-d785-fcc8-6394910aaca9" }
{ "account_age_days": 817, "account_id": "ACCT-2063868576A1", "baseline_risk_score": 0.308, "kyc_tier": "tier_2", "session_entropy": 0.3 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 143, "timestamp": "2026-01-03T10:04:00Z", "transaction_amount_usd": 2808150.12 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.692, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 3367894.82, "financial_exposure_usd": 4359236.87, "recoverable_pct": 0.529 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108562", "label": "benign", "label_confidence": 0.689, "severity": "low", "timestamp": "2026-01-06T22:42:00Z", "trace_id": "72d1a886-24f7-4624-bdec-7d7be269b071" }
{ "account_age_days": 756, "account_id": "ACCT-7E447C9C1B65", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.454 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 676, "timestamp": "2026-01-06T22:42:00Z", "transaction_amount_usd": 10019.3 }, { "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": 0.544, "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": 1897.3, "financial_exposure_usd": 2274.74, "recoverable_pct": 0.745 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108969", "label": "benign", "label_confidence": 0.621, "severity": "low", "timestamp": "2026-01-07T05:29:00Z", "trace_id": "c2212ec2-4871-8473-09a5-f3f920ad3ff5" }
{ "account_age_days": 1102, "account_id": "ACCT-31389EA1A063", "baseline_risk_score": 0.079, "kyc_tier": "tier_1", "session_entropy": 0.142 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 254, "timestamp": "2026-01-07T05:29:00Z", "transaction_amount_usd": 8044.39 }, { "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": 0.459, "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": 5424.2, "financial_exposure_usd": 5636.67, "recoverable_pct": 0.803 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102279", "label": "fraudulent", "label_confidence": 0.932, "severity": "medium", "timestamp": "2026-01-02T13:59:00Z", "trace_id": "b803b89b-998c-522e-fbd5-1ab07043ee49" }
{ "account_age_days": 774, "account_id": "ACCT-EE26AD7CCEE2", "baseline_risk_score": 0.467, "kyc_tier": "tier_2", "session_entropy": 0.77 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 426, "timestamp": "2026-01-02T13:59:00Z", "transaction_amount_usd": 31123.99 }, { "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": 0.513, "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": 860213.63, "financial_exposure_usd": 1105086.94, "recoverable_pct": 0.693 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103338", "label": "fraudulent", "label_confidence": 0.779, "severity": "high", "timestamp": "2026-01-03T07:38:00Z", "trace_id": "bb089346-2951-0b9b-7740-f39ae268b30e" }
{ "account_age_days": 228, "account_id": "ACCT-3116F4A73470", "baseline_risk_score": 0.282, "kyc_tier": "tier_2", "session_entropy": 0.255 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 265, "timestamp": "2026-01-03T03:39:00Z", "transaction_amount_usd": 5.72 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "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": 0.91, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 9", "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": 1958619, "financial_exposure_usd": 2995291.08, "recoverable_pct": 0.747 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109491", "label": "benign", "label_confidence": 0.683, "severity": "medium", "timestamp": "2026-01-07T14:11:00Z", "trace_id": "5bf98839-210c-e2a9-d8a4-9b186d3dbba4" }
{ "account_age_days": 903, "account_id": "ACCT-B502E5A7CE8A", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.593 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 227, "timestamp": "2026-01-07T10:06:00Z", "transaction_amount_usd": 12.56 }, { "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": 0.65, "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 pr...
{ "customer_funds_at_risk_usd": 174.33, "financial_exposure_usd": 184.43, "recoverable_pct": 0.438 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109787", "label": "benign", "label_confidence": 0.469, "severity": "medium", "timestamp": "2026-01-07T19:07:00Z", "trace_id": "95feb544-c0b2-bc1b-9d9a-9a7f68d3758d" }
{ "account_age_days": 1851, "account_id": "ACCT-FA9DE37F0A98", "baseline_risk_score": 0.068, "kyc_tier": "tier_1", "session_entropy": 0.26 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 166, "timestamp": "2026-01-07T19:07:00Z", "transaction_amount_usd": 459.7 }, { "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": 0.542, "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": 2998.78, "financial_exposure_usd": 3092.59, "recoverable_pct": 0.419 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106432", "label": "fraudulent", "label_confidence": 0.704, "severity": "medium", "timestamp": "2026-01-05T11:12:00Z", "trace_id": "532eeb17-58c9-faeb-75d2-df0b77353c55" }
{ "account_age_days": 1609, "account_id": "ACCT-8DFBEC7312A0", "baseline_risk_score": 0.161, "kyc_tier": "tier_1", "session_entropy": 0.227 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 956, "timestamp": "2026-01-05T11:12:00Z", "transaction_amount_usd": 2048224.16 }, { "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": 0.689, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 3039152.13, "financial_exposure_usd": 6040037.4, "recoverable_pct": 0.883 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102650", "label": "fraudulent", "label_confidence": 0.941, "severity": "critical", "timestamp": "2026-01-02T20:10:00Z", "trace_id": "a992e2ec-2b81-7084-4df6-3747f6b17986" }
{ "account_age_days": 1854, "account_id": "ACCT-90164AD3F065", "baseline_risk_score": 0.288, "kyc_tier": "tier_2", "session_entropy": 0.237 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 198, "timestamp": "2026-01-02T20:10:00Z", "transaction_amount_usd": 81874.94 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.387, "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": 546930.74, "financial_exposure_usd": 739579.23, "recoverable_pct": 0.302 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102798", "label": "fraudulent", "label_confidence": 0.948, "severity": "high", "timestamp": "2026-01-02T22:38:00Z", "trace_id": "d4d42607-08ec-a946-0292-baa248df6080" }
{ "account_age_days": 997, "account_id": "ACCT-3A7902C8907C", "baseline_risk_score": 0.53, "kyc_tier": "tier_1", "session_entropy": 0.102 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 159, "timestamp": "2026-01-02T22:38:00Z", "transaction_amount_usd": 81151.95 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.907, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 668278.72, "financial_exposure_usd": 1327928.86, "recoverable_pct": 0.11 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }