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-109615", "label": "benign", "label_confidence": 0.707, "severity": "critical", "timestamp": "2026-01-07T16:15:00Z", "trace_id": "6dc34943-d211-553c-eed2-550f64ccef20" }
{ "account_age_days": 882, "account_id": "ACCT-31E601DFDC09", "baseline_risk_score": 0.165, "kyc_tier": "tier_3", "session_entropy": 0.693 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 197, "timestamp": "2026-01-07T13:33:00Z", "transaction_amount_usd": 15.88 }, { "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": 0.458, "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": 2674.62, "financial_exposure_usd": 3664.14, "recoverable_pct": 0.491 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106569", "label": "fraudulent", "label_confidence": 0.826, "severity": "high", "timestamp": "2026-01-05T13:29:00Z", "trace_id": "3b4c51a5-6762-70ad-6fb6-60b9cadd3d11" }
{ "account_age_days": 1274, "account_id": "ACCT-7EEC0EDC00BE", "baseline_risk_score": 0.335, "kyc_tier": "tier_1", "session_entropy": 0.519 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 1032, "timestamp": "2026-01-05T13:29:00Z", "transaction_amount_usd": 84187.11 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.565, "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": 5523953.57, "financial_exposure_usd": 5999469.9, "recoverable_pct": 0.47 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105432", "label": "fraudulent", "label_confidence": 0.932, "severity": "critical", "timestamp": "2026-01-04T18:32:00Z", "trace_id": "31d31fdb-d9e4-6eae-5508-4084a5b7d10b" }
{ "account_age_days": 1561, "account_id": "ACCT-2847362CF5F3", "baseline_risk_score": 0.179, "kyc_tier": "tier_1", "session_entropy": 0.159 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 352, "timestamp": "2026-01-04T14:25:00Z", "transaction_amount_usd": 8.8 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "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": 0.648, "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": 1463380.16, "financial_exposure_usd": 2403437.75, "recoverable_pct": 0.565 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103772", "label": "fraudulent", "label_confidence": 0.934, "severity": "high", "timestamp": "2026-01-03T14:52:00Z", "trace_id": "bdf9055f-f8b5-aaec-9953-208ca5ca24c9" }
{ "account_age_days": 479, "account_id": "ACCT-6B2E11AD39F1", "baseline_risk_score": 0.085, "kyc_tier": "tier_1", "session_entropy": 0.907 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 290, "timestamp": "2026-01-03T14:52:00Z", "transaction_amount_usd": 1096862.45 }, { "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": 0.404, "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": 5789135.89, "financial_exposure_usd": 8170850.1, "recoverable_pct": 0.478 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102612", "label": "fraudulent", "label_confidence": 0.965, "severity": "critical", "timestamp": "2026-01-02T19:32:00Z", "trace_id": "e022d85c-94b5-24ed-b958-c8c694944a5a" }
{ "account_age_days": 286, "account_id": "ACCT-C6B174D7C632", "baseline_risk_score": 0.623, "kyc_tier": "tier_1", "session_entropy": 0.448 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 102, "timestamp": "2026-01-02T08:07:00Z", "transaction_amount_usd": 18.34 }, { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.527, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 868874.06, "financial_exposure_usd": 935904.98, "recoverable_pct": 0.008 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105643", "label": "fraudulent", "label_confidence": 0.66, "severity": "high", "timestamp": "2026-01-04T22:03:00Z", "trace_id": "8bba8040-f92f-c7ca-8c7a-b0a4d950393a" }
{ "account_age_days": 283, "account_id": "ACCT-DEB25409468A", "baseline_risk_score": 0.181, "kyc_tier": "tier_3", "session_entropy": 0.944 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 412, "timestamp": "2026-01-04T22:03:00Z", "transaction_amount_usd": 1415830.17 }, { "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": 0.603, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 5084543.81, "financial_exposure_usd": 7394572.32, "recoverable_pct": 0.886 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104744", "label": "fraudulent", "label_confidence": 0.839, "severity": "medium", "timestamp": "2026-01-04T07:04:00Z", "trace_id": "168a5cac-c3f6-c75e-3606-b6c87f11fa05" }
{ "account_age_days": 1638, "account_id": "ACCT-FE7A90CAB0AD", "baseline_risk_score": 0.226, "kyc_tier": "tier_3", "session_entropy": 0.662 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 763, "timestamp": "2026-01-04T07:04:00Z", "transaction_amount_usd": 1679791.37 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.386, "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": 1858205.85, "financial_exposure_usd": 4642913.76, "recoverable_pct": 0.407 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103644", "label": "fraudulent", "label_confidence": 0.742, "severity": "low", "timestamp": "2026-01-03T12:44:00Z", "trace_id": "2019adc8-7581-65a2-0f1e-a5ec64177bbd" }
{ "account_age_days": 1691, "account_id": "ACCT-FF5931B53BC3", "baseline_risk_score": 0.096, "kyc_tier": "tier_2", "session_entropy": 0.583 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 845, "timestamp": "2026-01-03T12:44:00Z", "transaction_amount_usd": 160275.03 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.52, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND p...
{ "customer_funds_at_risk_usd": 3016491.23, "financial_exposure_usd": 6427055.61, "recoverable_pct": 0.843 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101701", "label": "fraudulent", "label_confidence": 0.963, "severity": "medium", "timestamp": "2026-01-02T04:21:00Z", "trace_id": "d0e9bea2-941a-ac53-1f25-c55aa2ab6e3d" }
{ "account_age_days": 1536, "account_id": "ACCT-CBF1B13D654B", "baseline_risk_score": 0.635, "kyc_tier": "tier_2", "session_entropy": 0.931 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 119, "timestamp": "2026-01-02T00:50:00Z", "transaction_amount_usd": 8.14 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.915, "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": 164810.27, "financial_exposure_usd": 296087.04, "recoverable_pct": 0.79 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101970", "label": "fraudulent", "label_confidence": 0.951, "severity": "critical", "timestamp": "2026-01-02T08:50:00Z", "trace_id": "9c0fa04f-c6f5-4341-585d-3eddf57784da" }
{ "account_age_days": 1894, "account_id": "ACCT-B77909D9B4FE", "baseline_risk_score": 0.425, "kyc_tier": "tier_3", "session_entropy": 0.629 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "LU", "latency_ms": 1166, "timestamp": "2026-01-02T08:50:00Z", "transaction_amount_usd": 59353.34 }, { "asset": "JPY", "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": 0.449, "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": 536287.47, "financial_exposure_usd": 723100.68, "recoverable_pct": 0.225 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103196", "label": "fraudulent", "label_confidence": 0.966, "severity": "high", "timestamp": "2026-01-03T05:16:00Z", "trace_id": "027c4576-f015-e45f-c593-75bd65659fa7" }
{ "account_age_days": 1395, "account_id": "ACCT-41BC70E0F431", "baseline_risk_score": 0.531, "kyc_tier": "tier_1", "session_entropy": 0.696 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 166, "timestamp": "2026-01-02T23:01:00Z", "transaction_amount_usd": 17.63 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.508, "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": 251890.39, "financial_exposure_usd": 449668, "recoverable_pct": 0.644 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108938", "label": "benign", "label_confidence": 0.622, "severity": "low", "timestamp": "2026-01-07T04:58:00Z", "trace_id": "ec52734c-4bc9-2f57-5eee-17cbbb76014e" }
{ "account_age_days": 594, "account_id": "ACCT-E467AEB4E925", "baseline_risk_score": 0.166, "kyc_tier": "tier_1", "session_entropy": 0.482 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 173, "timestamp": "2026-01-06T23:51:00Z", "transaction_amount_usd": 17.95 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.626, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, 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": 401.08, "financial_exposure_usd": 929.94, "recoverable_pct": 0.519 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108839", "label": "benign", "label_confidence": 0.516, "severity": "medium", "timestamp": "2026-01-07T03:19:00Z", "trace_id": "0e370e35-6ed2-e8c6-7732-35790203771e" }
{ "account_age_days": 1852, "account_id": "ACCT-CCD6DEE23A3F", "baseline_risk_score": 0.183, "kyc_tier": "tier_3", "session_entropy": 0.877 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 81, "timestamp": "2026-01-07T03:19:00Z", "transaction_amount_usd": 6818.04 }, { "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": 0.498, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 2244.92, "financial_exposure_usd": 2279.87, "recoverable_pct": 0.679 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102790", "label": "fraudulent", "label_confidence": 0.969, "severity": "critical", "timestamp": "2026-01-02T22:30:00Z", "trace_id": "8365e908-724b-ada4-011e-5e6cbac9960d" }
{ "account_age_days": 22, "account_id": "ACCT-DE55FC9AFE88", "baseline_risk_score": 0.416, "kyc_tier": "tier_1", "session_entropy": 0.72 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 296, "timestamp": "2026-01-02T22:30:00Z", "transaction_amount_usd": 14858.03 }, { "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": 0.851, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 687368.94, "financial_exposure_usd": 885127.83, "recoverable_pct": 0.243 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103339", "label": "fraudulent", "label_confidence": 0.703, "severity": "low", "timestamp": "2026-01-03T07:39:00Z", "trace_id": "5cf7b86e-09b7-daae-4db5-7d4313649a27" }
{ "account_age_days": 1916, "account_id": "ACCT-C4F970E8E9E9", "baseline_risk_score": 0.319, "kyc_tier": "tier_2", "session_entropy": 0.395 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 378, "timestamp": "2026-01-03T07:39:00Z", "transaction_amount_usd": 930576.1 }, { "asset": "JPY", "burst_indicator": false, "event_name": "ORDER_BOOK_I...
{ "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": 0.718, "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": 2831979.82, "financial_exposure_usd": 3094136.73, "recoverable_pct": 0.853 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108821", "label": "benign", "label_confidence": 0.492, "severity": "low", "timestamp": "2026-01-07T03:01:00Z", "trace_id": "8eb77e7d-4ee2-e014-e310-2c39a8e5f465" }
{ "account_age_days": 1086, "account_id": "ACCT-49774D9EF67D", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.356 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 560, "timestamp": "2026-01-07T03:01:00Z", "transaction_amount_usd": 2187.19 }, { "asset": "BTC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.651, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, 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": 403.15, "financial_exposure_usd": 796.47, "recoverable_pct": 0.549 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102736", "label": "fraudulent", "label_confidence": 0.757, "severity": "high", "timestamp": "2026-01-02T21:36:00Z", "trace_id": "3fd56694-3f9a-dc15-a41d-d60b70f485c5" }
{ "account_age_days": 1617, "account_id": "ACCT-C029863E462E", "baseline_risk_score": 0.253, "kyc_tier": "tier_3", "session_entropy": 0.27 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 236, "timestamp": "2026-01-02T19:13:00Z", "transaction_amount_usd": 16.5 }, { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.718, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 644038.47, "financial_exposure_usd": 1041571.47, "recoverable_pct": 0.439 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100603", "label": "fraudulent", "label_confidence": 0.899, "severity": "medium", "timestamp": "2026-01-01T10:03:00Z", "trace_id": "29c6b5b0-e307-d8c5-a0ec-7f33ec02876a" }
{ "account_age_days": 1544, "account_id": "ACCT-5A6AE3C69726", "baseline_risk_score": 0.53, "kyc_tier": "tier_1", "session_entropy": 0.777 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 205, "timestamp": "2026-01-01T10:03:00Z", "transaction_amount_usd": 90041.24 }, { "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": 0.611, "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": 407018.13, "financial_exposure_usd": 676561.7, "recoverable_pct": 0.51 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106872", "label": "benign", "label_confidence": 0.526, "severity": "low", "timestamp": "2026-01-05T18:32:00Z", "trace_id": "399f112d-40d4-fd42-2aa6-31eb77a6887c" }
{ "account_age_days": 902, "account_id": "ACCT-73E285A3F371", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.86 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 191, "timestamp": "2026-01-05T17:02:00Z", "transaction_amount_usd": 6.6 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.632, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, 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": 447.27, "financial_exposure_usd": 1067.72, "recoverable_pct": 0.855 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107835", "label": "benign", "label_confidence": 0.592, "severity": "high", "timestamp": "2026-01-06T10:35:00Z", "trace_id": "fd9032b4-4d5d-854d-cda5-3d9def4da2e2" }
{ "account_age_days": 1731, "account_id": "ACCT-C3DCBEF1C757", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.863 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 306, "timestamp": "2026-01-06T10:35:00Z", "transaction_amount_usd": 841.56 }, { "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": 0.721, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 3", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 465.65, "financial_exposure_usd": 471.51, "recoverable_pct": 0.774 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105177", "label": "fraudulent", "label_confidence": 0.772, "severity": "high", "timestamp": "2026-01-04T14:17:00Z", "trace_id": "25c652e4-d88b-f06c-45c9-d4c09f1617d2" }
{ "account_age_days": 1011, "account_id": "ACCT-454E4137C785", "baseline_risk_score": 0.387, "kyc_tier": "tier_2", "session_entropy": 0.556 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 426, "timestamp": "2026-01-04T14:17:00Z", "transaction_amount_usd": 759084.55 }, { "asset": "JPY", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.744, "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": 5126111.5, "financial_exposure_usd": 6767811.48, "recoverable_pct": 0.954 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106399", "label": "fraudulent", "label_confidence": 0.783, "severity": "critical", "timestamp": "2026-01-05T10:39:00Z", "trace_id": "80614162-64e7-fccf-1227-e977f81e791a" }
{ "account_age_days": 887, "account_id": "ACCT-38F291F2FC7C", "baseline_risk_score": 0.204, "kyc_tier": "tier_3", "session_entropy": 0.267 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 334, "timestamp": "2026-01-04T22:30:00Z", "transaction_amount_usd": 3.1 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED",...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.944, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, 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": 1360591.08, "financial_exposure_usd": 2985811.61, "recoverable_pct": 0.596 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102323", "label": "fraudulent", "label_confidence": 0.979, "severity": "medium", "timestamp": "2026-01-02T14:43:00Z", "trace_id": "0238b547-6995-654e-dac8-0c0c8b20c9f0" }
{ "account_age_days": 554, "account_id": "ACCT-D955997286AC", "baseline_risk_score": 0.575, "kyc_tier": "tier_3", "session_entropy": 0.153 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 803, "timestamp": "2026-01-02T14:43:00Z", "transaction_amount_usd": 20385.64 }, { "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": 0.655, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 437105.7, "financial_exposure_usd": 668861.11, "recoverable_pct": 0.118 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108320", "label": "benign", "label_confidence": 0.72, "severity": "medium", "timestamp": "2026-01-06T18:40:00Z", "trace_id": "3493282f-e04d-7917-2b3f-59eda6a960e4" }
{ "account_age_days": 53, "account_id": "ACCT-58238863EA14", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.693 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 120, "timestamp": "2026-01-06T18:40:00Z", "transaction_amount_usd": 2106.69 }, { "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": 0.574, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 2831.79, "financial_exposure_usd": 3204.19, "recoverable_pct": 0.96 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101356", "label": "fraudulent", "label_confidence": 0.89, "severity": "high", "timestamp": "2026-01-01T22:36:00Z", "trace_id": "290ac04f-0a39-e3a7-ce62-1c9b2dc9b66d" }
{ "account_age_days": 1884, "account_id": "ACCT-942E24E85DCF", "baseline_risk_score": 0.304, "kyc_tier": "tier_1", "session_entropy": 0.404 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 331, "timestamp": "2026-01-01T16:58:00Z", "transaction_amount_usd": 1.36 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.898, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 8", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 526912.49, "financial_exposure_usd": 592506.94, "recoverable_pct": 0.517 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101901", "label": "fraudulent", "label_confidence": 0.759, "severity": "critical", "timestamp": "2026-01-02T07:41:00Z", "trace_id": "9294bc65-aee7-c2b0-faa2-a108e85500cc" }
{ "account_age_days": 1028, "account_id": "ACCT-82CE4C8B5450", "baseline_risk_score": 0.55, "kyc_tier": "tier_1", "session_entropy": 0.7 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 1197, "timestamp": "2026-01-02T07:41:00Z", "transaction_amount_usd": 7207.65 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.915, "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": 735996.87, "financial_exposure_usd": 1129835.17, "recoverable_pct": 0.341 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106985", "label": "benign", "label_confidence": 0.65, "severity": "high", "timestamp": "2026-01-05T20:25:00Z", "trace_id": "20cc2da9-7460-7803-37d9-301f6758c2c5" }
{ "account_age_days": 616, "account_id": "ACCT-8669AC0F2C11", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.649 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 1147, "timestamp": "2026-01-05T20:25:00Z", "transaction_amount_usd": 2864.69 }, { "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": 0.543, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 339.83, "financial_exposure_usd": 789.86, "recoverable_pct": 0.8 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100193", "label": "fraudulent", "label_confidence": 0.772, "severity": "medium", "timestamp": "2026-01-01T03:13:00Z", "trace_id": "bdf18708-26c0-df52-f71d-e9c584c2f2c4" }
{ "account_age_days": 466, "account_id": "ACCT-9D719800E30D", "baseline_risk_score": 0.283, "kyc_tier": "tier_2", "session_entropy": 0.189 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 286, "timestamp": "2025-12-31T15:29:00Z", "transaction_amount_usd": 12.44 }, { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.788, "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": 1015062.53, "financial_exposure_usd": 1699772.69, "recoverable_pct": 0.828 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103345", "label": "fraudulent", "label_confidence": 0.746, "severity": "high", "timestamp": "2026-01-03T07:45:00Z", "trace_id": "9e1f3a71-50f9-4f7b-026c-17f56ac9bf78" }
{ "account_age_days": 839, "account_id": "ACCT-DACAC0F89A63", "baseline_risk_score": 0.333, "kyc_tier": "tier_2", "session_entropy": 0.338 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 743, "timestamp": "2026-01-03T07:45:00Z", "transaction_amount_usd": 1375329.14 }, { "asset": "EUR", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.417, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 5233711.84, "financial_exposure_usd": 5336979.81, "recoverable_pct": 0.725 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100169", "label": "fraudulent", "label_confidence": 0.887, "severity": "low", "timestamp": "2026-01-01T02:49:00Z", "trace_id": "fbb61ff7-8149-6136-6bc8-22f46893a38a" }
{ "account_age_days": 901, "account_id": "ACCT-741A5B09A63F", "baseline_risk_score": 0.608, "kyc_tier": "tier_1", "session_entropy": 0.422 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NL", "latency_ms": 111, "timestamp": "2026-01-01T02:49:00Z", "transaction_amount_usd": 76099.26 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.784, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, 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": 720555.29, "financial_exposure_usd": 745252.31, "recoverable_pct": 0.082 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104209", "label": "fraudulent", "label_confidence": 0.672, "severity": "medium", "timestamp": "2026-01-03T22:09:00Z", "trace_id": "979bc4f5-616a-9086-1a61-e5940e6b7da5" }
{ "account_age_days": 1895, "account_id": "ACCT-FF9DCB196CBC", "baseline_risk_score": 0.278, "kyc_tier": "tier_3", "session_entropy": 0.891 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 290, "timestamp": "2026-01-03T18:55:00Z", "transaction_amount_usd": 7.87 }, { "asset": "USDC", "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": 0.855, "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": 4103236.09, "financial_exposure_usd": 5692772.92, "recoverable_pct": 0.618 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109736", "label": "benign", "label_confidence": 0.738, "severity": "low", "timestamp": "2026-01-07T18:16:00Z", "trace_id": "68f3f202-c45b-e6d6-98b9-100b204d8218" }
{ "account_age_days": 745, "account_id": "ACCT-B0E805E2EC63", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.468 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 445, "timestamp": "2026-01-07T18:16:00Z", "transaction_amount_usd": 8518.96 }, { "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 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_tr...
{ "customer_funds_at_risk_usd": 722.82, "financial_exposure_usd": 1686.53, "recoverable_pct": 0.781 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105784", "label": "fraudulent", "label_confidence": 0.827, "severity": "medium", "timestamp": "2026-01-05T00:24:00Z", "trace_id": "bbeb0359-da6b-cc56-850f-88f13d98cbeb" }
{ "account_age_days": 237, "account_id": "ACCT-A19B35DD110B", "baseline_risk_score": 0.131, "kyc_tier": "tier_1", "session_entropy": 0.457 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 882, "timestamp": "2026-01-05T00:24:00Z", "transaction_amount_usd": 185558.7 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK_I...
{ "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": 0.578, "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": 1940318.4, "financial_exposure_usd": 3181504.82, "recoverable_pct": 0.989 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103671", "label": "fraudulent", "label_confidence": 0.704, "severity": "low", "timestamp": "2026-01-03T13:11:00Z", "trace_id": "60d6f6c6-38d1-eaf7-7c22-ed471e9421cb" }
{ "account_age_days": 76, "account_id": "ACCT-B77848DC1661", "baseline_risk_score": 0.298, "kyc_tier": "tier_3", "session_entropy": 0.42 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 366, "timestamp": "2026-01-03T13:11:00Z", "transaction_amount_usd": 1632435.17 }, { "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": 0.487, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2015249.06, "financial_exposure_usd": 2369237.83, "recoverable_pct": 0.476 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104322", "label": "fraudulent", "label_confidence": 0.837, "severity": "high", "timestamp": "2026-01-04T00:02:00Z", "trace_id": "61a6cba8-dbbf-e9cd-d605-dc6f6f5c6a9a" }
{ "account_age_days": 1456, "account_id": "ACCT-257BE55D5457", "baseline_risk_score": 0.079, "kyc_tier": "tier_3", "session_entropy": 0.634 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 346, "timestamp": "2026-01-04T00:02:00Z", "transaction_amount_usd": 553448.8 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK_I...
{ "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": 0.529, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 2969482.39, "financial_exposure_usd": 4629580.53, "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-101273", "label": "fraudulent", "label_confidence": 0.855, "severity": "medium", "timestamp": "2026-01-01T21:13:00Z", "trace_id": "4130cae2-7ec1-eaef-8e53-87f1234c3025" }
{ "account_age_days": 467, "account_id": "ACCT-D6EC53373187", "baseline_risk_score": 0.481, "kyc_tier": "tier_3", "session_entropy": 0.154 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NL", "latency_ms": 461, "timestamp": "2026-01-01T21:13:00Z", "transaction_amount_usd": 96215.85 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.575, "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": 1045521.56, "financial_exposure_usd": 1076682.57, "recoverable_pct": 0.246 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104441", "label": "fraudulent", "label_confidence": 0.891, "severity": "medium", "timestamp": "2026-01-04T02:01:00Z", "trace_id": "16b12394-3604-0232-4009-fc1f21191d61" }
{ "account_age_days": 1640, "account_id": "ACCT-69B24DF4538D", "baseline_risk_score": 0.27, "kyc_tier": "tier_3", "session_entropy": 0.725 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 377, "timestamp": "2026-01-04T02:01:00Z", "transaction_amount_usd": 1955095.11 }, { "asset": "USD", "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": 0.771, "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": 2714232.13, "financial_exposure_usd": 3380092.31, "recoverable_pct": 0.489 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103981", "label": "fraudulent", "label_confidence": 0.747, "severity": "medium", "timestamp": "2026-01-03T18:21:00Z", "trace_id": "d430d41f-1a4d-bf99-cbe0-50f769a5058c" }
{ "account_age_days": 1946, "account_id": "ACCT-982292BCBB8E", "baseline_risk_score": 0.074, "kyc_tier": "tier_3", "session_entropy": 0.266 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 1022, "timestamp": "2026-01-03T18:21:00Z", "transaction_amount_usd": 1907165.34 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "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": 0.641, "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": 3283977.91, "financial_exposure_usd": 5101730.42, "recoverable_pct": 0.496 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103469", "label": "fraudulent", "label_confidence": 0.773, "severity": "high", "timestamp": "2026-01-03T09:49:00Z", "trace_id": "e0cbc598-853c-927e-6b07-891120defeb2" }
{ "account_age_days": 477, "account_id": "ACCT-549277BE96EE", "baseline_risk_score": 0.07, "kyc_tier": "tier_1", "session_entropy": 0.573 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 1174, "timestamp": "2026-01-03T09:49:00Z", "transaction_amount_usd": 1087787.53 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "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": 0.439, "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": 3994645.64, "financial_exposure_usd": 5324000.46, "recoverable_pct": 0.7 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101463", "label": "fraudulent", "label_confidence": 0.832, "severity": "high", "timestamp": "2026-01-02T00:23:00Z", "trace_id": "8f182927-fe4c-319e-4131-b3aa18314eba" }
{ "account_age_days": 1763, "account_id": "ACCT-7076D1D4DD3B", "baseline_risk_score": 0.638, "kyc_tier": "tier_2", "session_entropy": 0.263 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 92, "timestamp": "2026-01-01T16:18:00Z", "transaction_amount_usd": 5.87 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "ge...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.824, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 708263.94, "financial_exposure_usd": 899105.58, "recoverable_pct": 0.04 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102021", "label": "fraudulent", "label_confidence": 0.935, "severity": "high", "timestamp": "2026-01-02T09:41:00Z", "trace_id": "77cd8bba-c945-98f5-3ab9-d0cdcb7f7b6d" }
{ "account_age_days": 507, "account_id": "ACCT-18439CDBD987", "baseline_risk_score": 0.394, "kyc_tier": "tier_1", "session_entropy": 0.711 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 205, "timestamp": "2026-01-02T07:16:00Z", "transaction_amount_usd": 20.53 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.78, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVING...
{ "customer_funds_at_risk_usd": 529644.66, "financial_exposure_usd": 678586.5, "recoverable_pct": 0.734 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104855", "label": "fraudulent", "label_confidence": 0.947, "severity": "critical", "timestamp": "2026-01-04T08:55:00Z", "trace_id": "7cc38ec9-4c51-8bb5-ebfd-a229bee3c77d" }
{ "account_age_days": 754, "account_id": "ACCT-9C66CACF66D9", "baseline_risk_score": 0.162, "kyc_tier": "tier_1", "session_entropy": 0.737 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 182, "timestamp": "2026-01-04T05:39:00Z", "transaction_amount_usd": 23.72 }, { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.476, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 1895314.92, "financial_exposure_usd": 3171797.53, "recoverable_pct": 0.512 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108797", "label": "benign", "label_confidence": 0.57, "severity": "low", "timestamp": "2026-01-07T02:37:00Z", "trace_id": "f47a926b-ea57-9b72-23e1-9c976f2fb564" }
{ "account_age_days": 1815, "account_id": "ACCT-79CD81161C6E", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.505 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 733, "timestamp": "2026-01-07T02:37:00Z", "transaction_amount_usd": 13177.65 }, { "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": 0.669, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 958.18, "financial_exposure_usd": 2366.49, "recoverable_pct": 0.83 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108386", "label": "benign", "label_confidence": 0.685, "severity": "high", "timestamp": "2026-01-06T19:46:00Z", "trace_id": "ea3bea13-8f88-ae06-a02b-5cc869aff813" }
{ "account_age_days": 1740, "account_id": "ACCT-0C1D80C39D10", "baseline_risk_score": 0.057, "kyc_tier": "tier_1", "session_entropy": 0.831 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 235, "timestamp": "2026-01-06T13:55:00Z", "transaction_amount_usd": 23.99 }, { "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": 0.648, "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": 1783.83, "financial_exposure_usd": 3097.05, "recoverable_pct": 0.82 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107596", "label": "benign", "label_confidence": 0.684, "severity": "medium", "timestamp": "2026-01-06T06:36:00Z", "trace_id": "60f1e811-d02b-9822-c7d6-967735e2f108" }
{ "account_age_days": 1788, "account_id": "ACCT-DB50DFC1C434", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.631 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 170, "timestamp": "2026-01-05T21:53:00Z", "transaction_amount_usd": 0.34 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.47, "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_t...
{ "customer_funds_at_risk_usd": 3285.67, "financial_exposure_usd": 3372.11, "recoverable_pct": 0.571 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105725", "label": "fraudulent", "label_confidence": 0.794, "severity": "critical", "timestamp": "2026-01-04T23:25:00Z", "trace_id": "88ce29bd-2f45-295b-5d21-4bee7ba2f21c" }
{ "account_age_days": 801, "account_id": "ACCT-1067F3146389", "baseline_risk_score": 0.156, "kyc_tier": "tier_3", "session_entropy": 0.469 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 694, "timestamp": "2026-01-04T23:25:00Z", "transaction_amount_usd": 2155960.26 }, { "asset": "JPY", "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": 0.681, "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": 2924392.2, "financial_exposure_usd": 5418793.53, "recoverable_pct": 0.891 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103002", "label": "fraudulent", "label_confidence": 0.887, "severity": "low", "timestamp": "2026-01-03T02:02:00Z", "trace_id": "817c4c60-0632-b008-4f1e-5688cf5eacc1" }
{ "account_age_days": 648, "account_id": "ACCT-BE92D3A1BAAE", "baseline_risk_score": 0.412, "kyc_tier": "tier_2", "session_entropy": 0.461 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 360, "timestamp": "2026-01-03T02:02:00Z", "transaction_amount_usd": 54559.03 }, { "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": 0.371, "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": 415883.13, "financial_exposure_usd": 550060.15, "recoverable_pct": 0.127 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100802", "label": "fraudulent", "label_confidence": 0.774, "severity": "medium", "timestamp": "2026-01-01T13:22:00Z", "trace_id": "6b83998f-6139-0456-ca2d-48424959ecf9" }
{ "account_age_days": 1268, "account_id": "ACCT-5264979D4444", "baseline_risk_score": 0.613, "kyc_tier": "tier_2", "session_entropy": 0.206 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 390, "timestamp": "2026-01-01T13:22:00Z", "transaction_amount_usd": 52190.12 }, { "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": 0.676, "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": 503366.47, "financial_exposure_usd": 722972.9, "recoverable_pct": 0.425 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100309", "label": "fraudulent", "label_confidence": 0.873, "severity": "medium", "timestamp": "2026-01-01T05:09:00Z", "trace_id": "9534ee94-7533-c4df-b964-fbed9d755e6c" }
{ "account_age_days": 1009, "account_id": "ACCT-3EEA3CF093FF", "baseline_risk_score": 0.424, "kyc_tier": "tier_3", "session_entropy": 0.618 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 793, "timestamp": "2026-01-01T05:09:00Z", "transaction_amount_usd": 67544.28 }, { "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": 0.515, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, 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": 272337.07, "financial_exposure_usd": 365130.33, "recoverable_pct": 0.754 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104301", "label": "fraudulent", "label_confidence": 0.795, "severity": "medium", "timestamp": "2026-01-03T23:41:00Z", "trace_id": "3a60c841-13e8-ab6d-7414-adbe221b4f08" }
{ "account_age_days": 1720, "account_id": "ACCT-C4CB0EBD9D89", "baseline_risk_score": 0.393, "kyc_tier": "tier_2", "session_entropy": 0.204 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 285, "timestamp": "2026-01-03T23:41:00Z", "transaction_amount_usd": 213210.59 }, { "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": 0.936, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 4018383.34, "financial_exposure_usd": 6422008.26, "recoverable_pct": 0.668 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101945", "label": "fraudulent", "label_confidence": 0.88, "severity": "high", "timestamp": "2026-01-02T08:25:00Z", "trace_id": "9c928890-3de9-1dbb-c0d5-785190f3c57d" }
{ "account_age_days": 1492, "account_id": "ACCT-A2B24143E74D", "baseline_risk_score": 0.543, "kyc_tier": "tier_3", "session_entropy": 0.476 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 108, "timestamp": "2026-01-02T05:23:00Z", "transaction_amount_usd": 0.28 }, { "asset": "USDC", "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": 0.743, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 806523.01, "financial_exposure_usd": 1196373.56, "recoverable_pct": 0.758 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100815", "label": "fraudulent", "label_confidence": 0.905, "severity": "medium", "timestamp": "2026-01-01T13:35:00Z", "trace_id": "82dc58f0-d6ad-785f-4c4e-0560b27eabff" }
{ "account_age_days": 1230, "account_id": "ACCT-F9500564A416", "baseline_risk_score": 0.526, "kyc_tier": "tier_3", "session_entropy": 0.126 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 559, "timestamp": "2026-01-01T13:35:00Z", "transaction_amount_usd": 106372.18 }, { "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": 0.426, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, 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": 239899.56, "financial_exposure_usd": 278621.25, "recoverable_pct": 0.781 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100569", "label": "fraudulent", "label_confidence": 0.862, "severity": "high", "timestamp": "2026-01-01T09:29:00Z", "trace_id": "2b7cede7-5ed2-9e43-f7f1-e4dd1292a80d" }
{ "account_age_days": 792, "account_id": "ACCT-AF6B521CCD48", "baseline_risk_score": 0.255, "kyc_tier": "tier_2", "session_entropy": 0.734 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "MY", "latency_ms": 1182, "timestamp": "2026-01-01T09:29:00Z", "transaction_amount_usd": 117406.04 }, { "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": 0.639, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 392905.13, "financial_exposure_usd": 567226.69, "recoverable_pct": 0.245 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106483", "label": "fraudulent", "label_confidence": 0.711, "severity": "medium", "timestamp": "2026-01-05T12:03:00Z", "trace_id": "81e44324-34bf-5585-ae12-0ac21cfd9dbc" }
{ "account_age_days": 1952, "account_id": "ACCT-7EC25C5B4451", "baseline_risk_score": 0.422, "kyc_tier": "tier_3", "session_entropy": 0.479 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 142, "timestamp": "2026-01-05T12:03:00Z", "transaction_amount_usd": 2388359.5 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.56, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 450676.17, "financial_exposure_usd": 712126.86, "recoverable_pct": 0.972 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103777", "label": "fraudulent", "label_confidence": 0.753, "severity": "low", "timestamp": "2026-01-03T14:57:00Z", "trace_id": "1bc903d7-6a2c-66ff-1cfe-411be6b47fa8" }
{ "account_age_days": 971, "account_id": "ACCT-7353EA95831E", "baseline_risk_score": 0.245, "kyc_tier": "tier_1", "session_entropy": 0.507 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 160, "timestamp": "2026-01-03T10:27:00Z", "transaction_amount_usd": 7.72 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "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": 0.775, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 5410929.82, "financial_exposure_usd": 8055409.39, "recoverable_pct": 0.587 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104536", "label": "fraudulent", "label_confidence": 0.831, "severity": "medium", "timestamp": "2026-01-04T03:36:00Z", "trace_id": "4ac1312c-fb3b-10bd-0f44-a404463bbbea" }
{ "account_age_days": 1561, "account_id": "ACCT-749C894217EB", "baseline_risk_score": 0.296, "kyc_tier": "tier_1", "session_entropy": 0.609 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 332, "timestamp": "2026-01-04T03:36:00Z", "transaction_amount_usd": 2959595.12 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.599, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 2736629.08, "financial_exposure_usd": 6762520.3, "recoverable_pct": 0.728 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108469", "label": "benign", "label_confidence": 0.593, "severity": "medium", "timestamp": "2026-01-06T21:09:00Z", "trace_id": "afe90abf-529c-1fcb-2c13-aab53391c194" }
{ "account_age_days": 29, "account_id": "ACCT-C18057D4D011", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.259 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 531, "timestamp": "2026-01-06T21:09:00Z", "transaction_amount_usd": 3646.46 }, { "asset": "BTC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.748, "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": 2786.76, "financial_exposure_usd": 5434.87, "recoverable_pct": 0.737 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105254", "label": "fraudulent", "label_confidence": 0.948, "severity": "critical", "timestamp": "2026-01-04T15:34:00Z", "trace_id": "ab257684-06d3-4d83-0598-7c8dca603649" }
{ "account_age_days": 1610, "account_id": "ACCT-17A151B52CD1", "baseline_risk_score": 0.261, "kyc_tier": "tier_2", "session_entropy": 0.839 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 268, "timestamp": "2026-01-04T03:01:00Z", "transaction_amount_usd": 8.39 }, { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.648, "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": 2656059.87, "financial_exposure_usd": 6147327.92, "recoverable_pct": 0.454 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109812", "label": "benign", "label_confidence": 0.588, "severity": "low", "timestamp": "2026-01-07T19:32:00Z", "trace_id": "81b8bd65-6bd3-ca9d-4f21-91399672720a" }
{ "account_age_days": 1083, "account_id": "ACCT-4C6DD87D45E2", "baseline_risk_score": 0.106, "kyc_tier": "tier_1", "session_entropy": 0.597 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 1003, "timestamp": "2026-01-07T19:32:00Z", "transaction_amount_usd": 3050.68 }, { "asset": "USD", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.656, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 3", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 341.87, "financial_exposure_usd": 795.51, "recoverable_pct": 0.441 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101203", "label": "fraudulent", "label_confidence": 0.829, "severity": "critical", "timestamp": "2026-01-01T20:03:00Z", "trace_id": "c4578b7c-1498-3aed-8926-e294071f0086" }
{ "account_age_days": 614, "account_id": "ACCT-7DA38F7CF157", "baseline_risk_score": 0.322, "kyc_tier": "tier_3", "session_entropy": 0.121 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 336, "timestamp": "2026-01-01T20:03:00Z", "transaction_amount_usd": 85384.99 }, { "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": 0.558, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 432807.57, "financial_exposure_usd": 820873.68, "recoverable_pct": 0.1 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104990", "label": "fraudulent", "label_confidence": 0.777, "severity": "medium", "timestamp": "2026-01-04T11:10:00Z", "trace_id": "4e9cdf17-e554-08b9-4a7b-fdc16be67b65" }
{ "account_age_days": 1114, "account_id": "ACCT-E8DFFD3382CE", "baseline_risk_score": 0.158, "kyc_tier": "tier_3", "session_entropy": 0.423 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 535, "timestamp": "2026-01-04T11:10:00Z", "transaction_amount_usd": 1346837.18 }, { "asset": "EUR", "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": 0.533, "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": 3442176.31, "financial_exposure_usd": 4297070.68, "recoverable_pct": 0.497 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100803", "label": "fraudulent", "label_confidence": 0.892, "severity": "low", "timestamp": "2026-01-01T13:23:00Z", "trace_id": "add28dc7-1415-596f-f5c3-1837d4611d95" }
{ "account_age_days": 1486, "account_id": "ACCT-FA6C82879B66", "baseline_risk_score": 0.495, "kyc_tier": "tier_2", "session_entropy": 0.167 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 691, "timestamp": "2026-01-01T13:23:00Z", "transaction_amount_usd": 91505.91 }, { "asset": "BTC", "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": 0.639, "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": 480744.93, "financial_exposure_usd": 689471.32, "recoverable_pct": 0.484 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104902", "label": "fraudulent", "label_confidence": 0.861, "severity": "high", "timestamp": "2026-01-04T09:42:00Z", "trace_id": "b6f7326b-c998-a19f-2f52-cf07e6158de5" }
{ "account_age_days": 1755, "account_id": "ACCT-E58CB49A754B", "baseline_risk_score": 0.211, "kyc_tier": "tier_2", "session_entropy": 0.46 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 203, "timestamp": "2026-01-04T09:42:00Z", "transaction_amount_usd": 1385720.46 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "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": 0.411, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 1513422.22, "financial_exposure_usd": 2914217.86, "recoverable_pct": 0.478 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100090", "label": "fraudulent", "label_confidence": 0.9, "severity": "low", "timestamp": "2026-01-01T01:30:00Z", "trace_id": "1735f36b-a5a6-ab3a-f575-7b77ff3c6d4e" }
{ "account_age_days": 1439, "account_id": "ACCT-9E4DA214EB03", "baseline_risk_score": 0.307, "kyc_tier": "tier_3", "session_entropy": 0.139 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 673, "timestamp": "2026-01-01T01:30:00Z", "transaction_amount_usd": 115330.6 }, { "asset": "SOL", "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": 0.359, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 1010342.25, "financial_exposure_usd": 1071643, "recoverable_pct": 0.698 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104282", "label": "fraudulent", "label_confidence": 0.858, "severity": "medium", "timestamp": "2026-01-03T23:22:00Z", "trace_id": "4a936ea4-9bf3-47d2-019d-55e6323fce44" }
{ "account_age_days": 1751, "account_id": "ACCT-304BD6DEF1F3", "baseline_risk_score": 0.31, "kyc_tier": "tier_2", "session_entropy": 0.11 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 218, "timestamp": "2026-01-03T11:14:00Z", "transaction_amount_usd": 13.2 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "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": 0.563, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 5231993.1, "financial_exposure_usd": 5791449.3, "recoverable_pct": 0.517 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107787", "label": "benign", "label_confidence": 0.741, "severity": "high", "timestamp": "2026-01-06T09:47:00Z", "trace_id": "05bb22e3-c3c6-3173-4ab9-2648c3917104" }
{ "account_age_days": 1923, "account_id": "ACCT-EB34E058701D", "baseline_risk_score": 0.128, "kyc_tier": "tier_3", "session_entropy": 0.47 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 178, "timestamp": "2026-01-06T09:47:00Z", "transaction_amount_usd": 6058.04 }, { "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": 0.522, "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": 2824.65, "financial_exposure_usd": 6322.53, "recoverable_pct": 0.557 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101528", "label": "fraudulent", "label_confidence": 0.966, "severity": "critical", "timestamp": "2026-01-02T01:28:00Z", "trace_id": "25d7809c-4519-a6a6-7ca0-b11a4a162356" }
{ "account_age_days": 1344, "account_id": "ACCT-5ACD5E7FEBA0", "baseline_risk_score": 0.492, "kyc_tier": "tier_2", "session_entropy": 0.654 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 344, "timestamp": "2026-01-01T15:26:00Z", "transaction_amount_usd": 13.12 }, { "asset": "JPY", "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": 0.722, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 764078.64, "financial_exposure_usd": 777963.07, "recoverable_pct": 0.776 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108964", "label": "benign", "label_confidence": 0.557, "severity": "medium", "timestamp": "2026-01-07T05:24:00Z", "trace_id": "1c47a86b-c7c7-3bf3-cb3a-30ebc5e3e012" }
{ "account_age_days": 423, "account_id": "ACCT-B9FB65E5A81A", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.398 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 786, "timestamp": "2026-01-07T05:24:00Z", "transaction_amount_usd": 9287.87 }, { "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": 0.482, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 905.6, "financial_exposure_usd": 1779.43, "recoverable_pct": 0.673 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107342", "label": "benign", "label_confidence": 0.602, "severity": "low", "timestamp": "2026-01-06T02:22:00Z", "trace_id": "e43267d4-a244-484e-d6a2-261c4dd9affa" }
{ "account_age_days": 1952, "account_id": "ACCT-1C994F15B7AB", "baseline_risk_score": 0.06, "kyc_tier": "tier_2", "session_entropy": 0.608 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 1083, "timestamp": "2026-01-06T02:22:00Z", "transaction_amount_usd": 8381.54 }, { "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": 0.737, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1509.69, "financial_exposure_usd": 2936.84, "recoverable_pct": 0.871 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100475", "label": "fraudulent", "label_confidence": 0.795, "severity": "medium", "timestamp": "2026-01-01T07:55:00Z", "trace_id": "8fc43937-f6d7-7d91-647e-7d755228b1af" }
{ "account_age_days": 193, "account_id": "ACCT-80FAE7B2A47A", "baseline_risk_score": 0.26, "kyc_tier": "tier_3", "session_entropy": 0.719 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 330, "timestamp": "2026-01-01T03:28:00Z", "transaction_amount_usd": 22.03 }, { "asset": "EUR", "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": 0.539, "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": 562499.38, "financial_exposure_usd": 570525.39, "recoverable_pct": 0.825 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103943", "label": "fraudulent", "label_confidence": 0.748, "severity": "critical", "timestamp": "2026-01-03T17:43:00Z", "trace_id": "ba7b461a-e290-dc7b-585f-0b128dbf08ca" }
{ "account_age_days": 922, "account_id": "ACCT-D2F6A84F8C3D", "baseline_risk_score": 0.338, "kyc_tier": "tier_3", "session_entropy": 0.424 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 1154, "timestamp": "2026-01-03T17:43:00Z", "transaction_amount_usd": 2119973.9 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BO...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.423, "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": 2901414.78, "financial_exposure_usd": 4692716.53, "recoverable_pct": 0.563 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102571", "label": "fraudulent", "label_confidence": 0.902, "severity": "medium", "timestamp": "2026-01-02T18:51:00Z", "trace_id": "5ac85620-2a07-136b-040b-827065404ece" }
{ "account_age_days": 1688, "account_id": "ACCT-55267FE3B7D5", "baseline_risk_score": 0.617, "kyc_tier": "tier_1", "session_entropy": 0.529 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CH", "latency_ms": 176, "timestamp": "2026-01-02T18:51:00Z", "transaction_amount_usd": 112940.52 }, { "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": 0.535, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 690131.34, "financial_exposure_usd": 769004.98, "recoverable_pct": 0.153 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103531", "label": "fraudulent", "label_confidence": 0.847, "severity": "medium", "timestamp": "2026-01-03T10:51:00Z", "trace_id": "31383cca-9c91-9023-53c6-3a48701b2870" }
{ "account_age_days": 358, "account_id": "ACCT-570D5F07805C", "baseline_risk_score": 0.311, "kyc_tier": "tier_2", "session_entropy": 0.625 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 1167, "timestamp": "2026-01-03T10:51:00Z", "transaction_amount_usd": 322404.88 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BO...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.457, "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": 3061320.97, "financial_exposure_usd": 3944968.2, "recoverable_pct": 0.596 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102861", "label": "fraudulent", "label_confidence": 0.762, "severity": "high", "timestamp": "2026-01-02T23:41:00Z", "trace_id": "a72b62db-4e57-853b-0e8a-dcdc91005714" }
{ "account_age_days": 1123, "account_id": "ACCT-5C5C64179699", "baseline_risk_score": 0.345, "kyc_tier": "tier_3", "session_entropy": 0.164 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 215, "timestamp": "2026-01-02T23:41:00Z", "transaction_amount_usd": 66016.97 }, { "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": 0.769, "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": 729775.13, "financial_exposure_usd": 916996.1, "recoverable_pct": 0.598 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107824", "label": "benign", "label_confidence": 0.521, "severity": "low", "timestamp": "2026-01-06T10:24:00Z", "trace_id": "76c63aea-892b-67a6-c0d9-e927a94b1613" }
{ "account_age_days": 1951, "account_id": "ACCT-014E70FB00ED", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.146 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 972, "timestamp": "2026-01-06T10:24:00Z", "transaction_amount_usd": 8689.26 }, { "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": 0.617, "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": 1517.23, "financial_exposure_usd": 1522.45, "recoverable_pct": 0.565 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108295", "label": "benign", "label_confidence": 0.518, "severity": "low", "timestamp": "2026-01-06T18:15:00Z", "trace_id": "fd9eefaf-362e-c394-8817-3a080daeed44" }
{ "account_age_days": 714, "account_id": "ACCT-86D0304FA2C7", "baseline_risk_score": 0.138, "kyc_tier": "tier_3", "session_entropy": 0.398 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 127, "timestamp": "2026-01-06T16:24:00Z", "transaction_amount_usd": 13.77 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.495, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1198.94, "financial_exposure_usd": 2505.69, "recoverable_pct": 0.795 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106034", "label": "fraudulent", "label_confidence": 0.812, "severity": "high", "timestamp": "2026-01-05T04:34:00Z", "trace_id": "dcb48c7c-601a-166a-a67b-291e1407d096" }
{ "account_age_days": 772, "account_id": "ACCT-56897A8786D7", "baseline_risk_score": 0.292, "kyc_tier": "tier_3", "session_entropy": 0.35 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 213, "timestamp": "2026-01-04T20:41:00Z", "transaction_amount_usd": 1.02 }, { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED"...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.415, "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": 1074333.05, "financial_exposure_usd": 1260831.75, "recoverable_pct": 0.619 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100625", "label": "fraudulent", "label_confidence": 0.793, "severity": "high", "timestamp": "2026-01-01T10:25:00Z", "trace_id": "cfffdd05-0905-13a7-44f7-f400dca143cf" }
{ "account_age_days": 1006, "account_id": "ACCT-7DED034CA68A", "baseline_risk_score": 0.533, "kyc_tier": "tier_2", "session_entropy": 0.298 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 1079, "timestamp": "2026-01-01T10:25:00Z", "transaction_amount_usd": 110708.95 }, { "asset": "JPY", "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": 0.895, "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": 705431.98, "financial_exposure_usd": 875507.73, "recoverable_pct": 0.263 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109461", "label": "benign", "label_confidence": 0.625, "severity": "high", "timestamp": "2026-01-07T13:41:00Z", "trace_id": "340321be-14da-d6dd-3e07-77696f830bbc" }
{ "account_age_days": 396, "account_id": "ACCT-EDAA20D064E6", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.264 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 751, "timestamp": "2026-01-07T13:41:00Z", "transaction_amount_usd": 7280.49 }, { "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": 0.526, "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": 1251.49, "financial_exposure_usd": 1382.65, "recoverable_pct": 0.523 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106916", "label": "benign", "label_confidence": 0.725, "severity": "low", "timestamp": "2026-01-05T19:16:00Z", "trace_id": "0e1b4cf8-12ae-d399-5e55-a305f24277a5" }
{ "account_age_days": 431, "account_id": "ACCT-93BC0CF1E3F4", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.345 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 742, "timestamp": "2026-01-05T19:16:00Z", "transaction_amount_usd": 9326.76 }, { "asset": "ETH", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.46, "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 prior...
{ "customer_funds_at_risk_usd": 715.74, "financial_exposure_usd": 1108.12, "recoverable_pct": 0.998 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105644", "label": "fraudulent", "label_confidence": 0.729, "severity": "high", "timestamp": "2026-01-04T22:04:00Z", "trace_id": "a666d7fc-2282-52aa-fc2d-a98067214050" }
{ "account_age_days": 910, "account_id": "ACCT-A572D92789D2", "baseline_risk_score": 0.27, "kyc_tier": "tier_1", "session_entropy": 0.862 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 1010, "timestamp": "2026-01-04T22:04:00Z", "transaction_amount_usd": 1609613.39 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.366, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 4857468.44, "financial_exposure_usd": 6161403.16, "recoverable_pct": 0.858 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104367", "label": "fraudulent", "label_confidence": 0.778, "severity": "critical", "timestamp": "2026-01-04T00:47:00Z", "trace_id": "71eda30a-88c9-7fd3-a748-76208933ca1f" }
{ "account_age_days": 1761, "account_id": "ACCT-93EDC2431DF9", "baseline_risk_score": 0.279, "kyc_tier": "tier_2", "session_entropy": 0.267 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 191, "timestamp": "2026-01-03T21:05:00Z", "transaction_amount_usd": 24.69 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "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": 0.469, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 8", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 4465999.13, "financial_exposure_usd": 5502220.08, "recoverable_pct": 0.575 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105043", "label": "fraudulent", "label_confidence": 0.82, "severity": "medium", "timestamp": "2026-01-04T12:03:00Z", "trace_id": "e876101b-00e6-78a2-c1a0-da89bd242148" }
{ "account_age_days": 780, "account_id": "ACCT-279BF2557191", "baseline_risk_score": 0.275, "kyc_tier": "tier_1", "session_entropy": 0.552 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 371, "timestamp": "2026-01-04T12:03:00Z", "transaction_amount_usd": 1622621.93 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "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": 0.471, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, 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": 2711533.06, "financial_exposure_usd": 4572640.33, "recoverable_pct": 0.947 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101143", "label": "fraudulent", "label_confidence": 0.834, "severity": "low", "timestamp": "2026-01-01T19:03:00Z", "trace_id": "d3bd36a5-9781-c643-bea4-8b30a942b580" }
{ "account_age_days": 839, "account_id": "ACCT-F785CE14C264", "baseline_risk_score": 0.371, "kyc_tier": "tier_1", "session_entropy": 0.309 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 558, "timestamp": "2026-01-01T19:03:00Z", "transaction_amount_usd": 57868.34 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.742, "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": 341494.3, "financial_exposure_usd": 468316.91, "recoverable_pct": 0.256 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101603", "label": "fraudulent", "label_confidence": 0.952, "severity": "high", "timestamp": "2026-01-02T02:43:00Z", "trace_id": "e2d4daf4-db2f-828c-1ec1-5006cf7dcd6e" }
{ "account_age_days": 1334, "account_id": "ACCT-C15497845D97", "baseline_risk_score": 0.31, "kyc_tier": "tier_3", "session_entropy": 0.102 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 431, "timestamp": "2026-01-02T02:43:00Z", "transaction_amount_usd": 13569.06 }, { "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": 0.556, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 296818.2, "financial_exposure_usd": 540937.32, "recoverable_pct": 0.229 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102558", "label": "fraudulent", "label_confidence": 0.841, "severity": "low", "timestamp": "2026-01-02T18:38:00Z", "trace_id": "651acebc-b340-0f3b-4cbc-6d6bfcd1a3a7" }
{ "account_age_days": 1273, "account_id": "ACCT-0EAD76800D15", "baseline_risk_score": 0.354, "kyc_tier": "tier_2", "session_entropy": 0.332 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 184, "timestamp": "2026-01-02T07:12:00Z", "transaction_amount_usd": 21.62 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.587, "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": 463604.4, "financial_exposure_usd": 899803.03, "recoverable_pct": 0.386 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101696", "label": "fraudulent", "label_confidence": 0.784, "severity": "critical", "timestamp": "2026-01-02T04:16:00Z", "trace_id": "dfa97cd6-78be-b9ad-17ed-5f7f20d56328" }
{ "account_age_days": 802, "account_id": "ACCT-3A63C6FF3A1D", "baseline_risk_score": 0.293, "kyc_tier": "tier_2", "session_entropy": 0.757 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 1031, "timestamp": "2026-01-02T04:16:00Z", "transaction_amount_usd": 10854.28 }, { "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": 0.395, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 638079.29, "financial_exposure_usd": 1209649.74, "recoverable_pct": 0.542 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102602", "label": "fraudulent", "label_confidence": 0.796, "severity": "high", "timestamp": "2026-01-02T19:22:00Z", "trace_id": "5041a062-2487-626f-1ca2-eaad5188ee71" }
{ "account_age_days": 1158, "account_id": "ACCT-C12E4EED637C", "baseline_risk_score": 0.261, "kyc_tier": "tier_3", "session_entropy": 0.704 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 229, "timestamp": "2026-01-02T19:22:00Z", "transaction_amount_usd": 40592.28 }, { "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": 0.461, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 361337.73, "financial_exposure_usd": 469378.2, "recoverable_pct": 0.353 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100867", "label": "fraudulent", "label_confidence": 0.791, "severity": "critical", "timestamp": "2026-01-01T14:27:00Z", "trace_id": "46c45d07-07fe-95c2-2db3-701f6b67998a" }
{ "account_age_days": 1410, "account_id": "ACCT-5F51249ED4D6", "baseline_risk_score": 0.62, "kyc_tier": "tier_2", "session_entropy": 0.234 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CA", "latency_ms": 1191, "timestamp": "2026-01-01T14:27:00Z", "transaction_amount_usd": 67634.39 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.642, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 168541.49, "financial_exposure_usd": 309346.98, "recoverable_pct": 0.735 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107025", "label": "benign", "label_confidence": 0.641, "severity": "high", "timestamp": "2026-01-05T21:05:00Z", "trace_id": "149f9d2d-6124-d20b-f388-078c2643728d" }
{ "account_age_days": 1737, "account_id": "ACCT-605225362768", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.224 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 192, "timestamp": "2026-01-05T19:02:00Z", "transaction_amount_usd": 3.68 }, { "asset": "GBP", "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 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 166.8, "financial_exposure_usd": 361.06, "recoverable_pct": 0.862 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105162", "label": "fraudulent", "label_confidence": 0.657, "severity": "low", "timestamp": "2026-01-04T14:02:00Z", "trace_id": "417da7ee-773c-1277-1bd9-7565b0c31364" }
{ "account_age_days": 751, "account_id": "ACCT-196BC5476786", "baseline_risk_score": 0.316, "kyc_tier": "tier_2", "session_entropy": 0.823 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 1068, "timestamp": "2026-01-04T14:02:00Z", "transaction_amount_usd": 1740531.73 }, { "asset": "SOL", "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": 0.904, "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": 7717411.09, "financial_exposure_usd": 7765607.25, "recoverable_pct": 0.513 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107897", "label": "benign", "label_confidence": 0.633, "severity": "medium", "timestamp": "2026-01-06T11:37:00Z", "trace_id": "d522cf1f-d966-c095-519d-0d585600e109" }
{ "account_age_days": 578, "account_id": "ACCT-A7604EAF168E", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.551 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 674, "timestamp": "2026-01-06T11:37:00Z", "transaction_amount_usd": 5718.72 }, { "asset": "USDC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.57, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 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": 240.54, "financial_exposure_usd": 584.04, "recoverable_pct": 0.746 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109404", "label": "benign", "label_confidence": 0.587, "severity": "low", "timestamp": "2026-01-07T12:44:00Z", "trace_id": "31cb2bf9-4307-1917-12c4-0ccbfd086b89" }
{ "account_age_days": 1887, "account_id": "ACCT-E8B75C4FD508", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.381 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 612, "timestamp": "2026-01-07T12:44:00Z", "transaction_amount_usd": 6218.23 }, { "asset": "BTC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.715, "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": 2042.09, "financial_exposure_usd": 2402.15, "recoverable_pct": 0.661 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100996", "label": "fraudulent", "label_confidence": 0.908, "severity": "high", "timestamp": "2026-01-01T16:36:00Z", "trace_id": "39d2797b-3284-4849-2a16-75a1f97cbde7" }
{ "account_age_days": 552, "account_id": "ACCT-F0D56702C524", "baseline_risk_score": 0.473, "kyc_tier": "tier_1", "session_entropy": 0.705 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 1085, "timestamp": "2026-01-01T16:36:00Z", "transaction_amount_usd": 2928.01 }, { "asset": "GBP", "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": 0.61, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVING...
{ "customer_funds_at_risk_usd": 808566.66, "financial_exposure_usd": 1009585.08, "recoverable_pct": 0.754 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106358", "label": "fraudulent", "label_confidence": 0.918, "severity": "medium", "timestamp": "2026-01-05T09:58:00Z", "trace_id": "ab69b841-9a76-4e48-03a6-e77b59a0583a" }
{ "account_age_days": 1729, "account_id": "ACCT-7F84E7E57C22", "baseline_risk_score": 0.385, "kyc_tier": "tier_1", "session_entropy": 0.852 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 275, "timestamp": "2026-01-05T06:26:00Z", "transaction_amount_usd": 21.39 }, { "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": 0.832, "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": 3198594.64, "financial_exposure_usd": 5642517.23, "recoverable_pct": 0.88 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109376", "label": "benign", "label_confidence": 0.537, "severity": "medium", "timestamp": "2026-01-07T12:16:00Z", "trace_id": "abbcaf5b-38d7-0fcf-cfb7-c14bc69f7f01" }
{ "account_age_days": 700, "account_id": "ACCT-079C237D57D4", "baseline_risk_score": 0.086, "kyc_tier": "tier_2", "session_entropy": 0.272 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 399, "timestamp": "2026-01-07T12:16:00Z", "transaction_amount_usd": 5846.74 }, { "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": 0.672, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 3", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 2085.38, "financial_exposure_usd": 2522.35, "recoverable_pct": 0.907 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108592", "label": "benign", "label_confidence": 0.497, "severity": "medium", "timestamp": "2026-01-06T23:12:00Z", "trace_id": "32398fe0-0d7b-f816-c548-04f52432c097" }
{ "account_age_days": 1259, "account_id": "ACCT-602E66727972", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.758 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 885, "timestamp": "2026-01-06T23:12:00Z", "transaction_amount_usd": 5461.68 }, { "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": 0.677, "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": 1440.16, "financial_exposure_usd": 2528.3, "recoverable_pct": 0.66 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103442", "label": "fraudulent", "label_confidence": 0.637, "severity": "high", "timestamp": "2026-01-03T09:22:00Z", "trace_id": "9a401025-f9be-c0da-103e-cd33a45be83a" }
{ "account_age_days": 1753, "account_id": "ACCT-1D0E55A45E22", "baseline_risk_score": 0.375, "kyc_tier": "tier_2", "session_entropy": 0.452 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 305, "timestamp": "2026-01-02T22:49:00Z", "transaction_amount_usd": 12.56 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.464, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 1888338.26, "financial_exposure_usd": 2075390.59, "recoverable_pct": 0.409 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108409", "label": "benign", "label_confidence": 0.615, "severity": "low", "timestamp": "2026-01-06T20:09:00Z", "trace_id": "a0bc8ddd-541a-7a77-279c-0bc57799e5fc" }
{ "account_age_days": 1634, "account_id": "ACCT-70DF893B601C", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.204 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 630, "timestamp": "2026-01-06T20:09:00Z", "transaction_amount_usd": 13614.04 }, { "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": 0.661, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 1407.43, "financial_exposure_usd": 1693.13, "recoverable_pct": 0.819 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108039", "label": "benign", "label_confidence": 0.535, "severity": "low", "timestamp": "2026-01-06T13:59:00Z", "trace_id": "0a50c8b1-4695-4f47-502e-5ce6d67834e5" }
{ "account_age_days": 354, "account_id": "ACCT-8918B8F3FE52", "baseline_risk_score": 0.146, "kyc_tier": "tier_1", "session_entropy": 0.215 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 137, "timestamp": "2026-01-06T13:59:00Z", "transaction_amount_usd": 8279.12 }, { "asset": "BTC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.781, "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": 973.43, "financial_exposure_usd": 2313.05, "recoverable_pct": 0.8 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }