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-108401", "label": "benign", "label_confidence": 0.721, "severity": "high", "timestamp": "2026-01-06T20:01:00Z", "trace_id": "8a3f8f93-1a34-dce3-07a4-5ec1aace99ab" }
{ "account_age_days": 1376, "account_id": "ACCT-B9B2DD4E77A4", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.107 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 313, "timestamp": "2026-01-06T10:48:00Z", "transaction_amount_usd": 3.57 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.607, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1599.81, "financial_exposure_usd": 2462.99, "recoverable_pct": 0.635 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105170", "label": "fraudulent", "label_confidence": 0.781, "severity": "high", "timestamp": "2026-01-04T14:10:00Z", "trace_id": "73e9774d-15e0-5191-ea37-369d0403574e" }
{ "account_age_days": 1291, "account_id": "ACCT-1C0E91092DA3", "baseline_risk_score": 0.147, "kyc_tier": "tier_2", "session_entropy": 0.621 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 1019, "timestamp": "2026-01-04T14:10:00Z", "transaction_amount_usd": 2748321.78 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BO...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.632, "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": 3791862.58, "financial_exposure_usd": 4848988.26, "recoverable_pct": 0.841 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108421", "label": "benign", "label_confidence": 0.697, "severity": "low", "timestamp": "2026-01-06T20:21:00Z", "trace_id": "b23098a0-a720-5b10-0842-41731204f418" }
{ "account_age_days": 1815, "account_id": "ACCT-11B132DB008C", "baseline_risk_score": 0.077, "kyc_tier": "tier_1", "session_entropy": 0.4 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 396, "timestamp": "2026-01-06T07:33:00Z", "transaction_amount_usd": 13.42 }, { "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": 0.517, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 2233.81, "financial_exposure_usd": 4293.48, "recoverable_pct": 0.727 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108423", "label": "benign", "label_confidence": 0.494, "severity": "medium", "timestamp": "2026-01-06T20:23:00Z", "trace_id": "14337fed-1102-29e5-14cd-9a7da0ca04f2" }
{ "account_age_days": 266, "account_id": "ACCT-0B623A25FEAA", "baseline_risk_score": 0.118, "kyc_tier": "tier_1", "session_entropy": 0.268 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 324, "timestamp": "2026-01-06T15:10:00Z", "transaction_amount_usd": 11.05 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.748, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 2514.03, "financial_exposure_usd": 3667.89, "recoverable_pct": 0.454 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109427", "label": "benign", "label_confidence": 0.561, "severity": "high", "timestamp": "2026-01-07T13:07:00Z", "trace_id": "83d1dc17-e38b-acda-1450-f6c363e0d923" }
{ "account_age_days": 1410, "account_id": "ACCT-530BB08095C2", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.263 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 915, "timestamp": "2026-01-07T13:07:00Z", "transaction_amount_usd": 1517.11 }, { "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": 0.798, "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": 3771.59, "financial_exposure_usd": 6588.83, "recoverable_pct": 0.728 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105006", "label": "fraudulent", "label_confidence": 0.66, "severity": "medium", "timestamp": "2026-01-04T11:26:00Z", "trace_id": "2428ddf8-cc76-689c-e751-6573695d9fb0" }
{ "account_age_days": 1741, "account_id": "ACCT-4EAC8020C7B6", "baseline_risk_score": 0.359, "kyc_tier": "tier_2", "session_entropy": 0.905 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 263, "timestamp": "2026-01-04T08:28:00Z", "transaction_amount_usd": 5.63 }, { "asset": "USDC", "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": 0.506, "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": 4724156.62, "financial_exposure_usd": 5768095.09, "recoverable_pct": 0.489 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106490", "label": "fraudulent", "label_confidence": 0.673, "severity": "low", "timestamp": "2026-01-05T12:10:00Z", "trace_id": "fd34be7d-e2d8-3639-9dc3-9256593d8ec0" }
{ "account_age_days": 1680, "account_id": "ACCT-DDECDB44FD3D", "baseline_risk_score": 0.182, "kyc_tier": "tier_1", "session_entropy": 0.431 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 216, "timestamp": "2026-01-05T01:42:00Z", "transaction_amount_usd": 9.88 }, { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.571, "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": 4254594.65, "financial_exposure_usd": 5112724.25, "recoverable_pct": 0.929 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107520", "label": "benign", "label_confidence": 0.565, "severity": "low", "timestamp": "2026-01-06T05:20:00Z", "trace_id": "77c0f9e3-daaa-2825-fc12-5b603622fa64" }
{ "account_age_days": 1471, "account_id": "ACCT-BC8951F5FD6A", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.615 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 575, "timestamp": "2026-01-06T05:20:00Z", "transaction_amount_usd": 8935.1 }, { "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": 0.483, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, 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": 61.39, "financial_exposure_usd": 88.95, "recoverable_pct": 0.844 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104208", "label": "fraudulent", "label_confidence": 0.709, "severity": "medium", "timestamp": "2026-01-03T22:08:00Z", "trace_id": "98cce522-66b3-b34f-06eb-2a333d1b34ed" }
{ "account_age_days": 1314, "account_id": "ACCT-46C15E2C54FA", "baseline_risk_score": 0.364, "kyc_tier": "tier_3", "session_entropy": 0.504 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 85, "timestamp": "2026-01-03T19:44:00Z", "transaction_amount_usd": 7.66 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.582, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 4154536.96, "financial_exposure_usd": 5958117.88, "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-106213", "label": "fraudulent", "label_confidence": 0.6, "severity": "critical", "timestamp": "2026-01-05T07:33:00Z", "trace_id": "fb6757b0-653a-9c74-3c05-c4e6edc086db" }
{ "account_age_days": 232, "account_id": "ACCT-066FF6E151B4", "baseline_risk_score": 0.365, "kyc_tier": "tier_2", "session_entropy": 0.157 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 901, "timestamp": "2026-01-05T07:33:00Z", "transaction_amount_usd": 869956.11 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.555, "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": 2125714.04, "financial_exposure_usd": 3856977.73, "recoverable_pct": 0.758 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104255", "label": "fraudulent", "label_confidence": 0.786, "severity": "medium", "timestamp": "2026-01-03T22:55:00Z", "trace_id": "46c90d04-4bd1-3e18-5476-765be03ef51a" }
{ "account_age_days": 1430, "account_id": "ACCT-C4221BF52518", "baseline_risk_score": 0.312, "kyc_tier": "tier_1", "session_entropy": 0.801 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 353, "timestamp": "2026-01-03T12:38:00Z", "transaction_amount_usd": 7.45 }, { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.363, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 3790025.83, "financial_exposure_usd": 5238906.57, "recoverable_pct": 0.531 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106215", "label": "fraudulent", "label_confidence": 0.601, "severity": "medium", "timestamp": "2026-01-05T07:35:00Z", "trace_id": "ea484b7e-2031-bea9-06f8-0a1576ce9657" }
{ "account_age_days": 1658, "account_id": "ACCT-81FEBF510471", "baseline_risk_score": 0.207, "kyc_tier": "tier_3", "session_entropy": 0.176 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 723, "timestamp": "2026-01-05T07:35:00Z", "transaction_amount_usd": 2835500.96 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.715, "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": 1830231.66, "financial_exposure_usd": 2877812.77, "recoverable_pct": 0.489 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106929", "label": "benign", "label_confidence": 0.633, "severity": "medium", "timestamp": "2026-01-05T19:29:00Z", "trace_id": "85ef64ce-1cd3-a7d3-21f0-273e1bf613de" }
{ "account_age_days": 123, "account_id": "ACCT-487641300F0E", "baseline_risk_score": 0.139, "kyc_tier": "tier_2", "session_entropy": 0.203 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 385, "timestamp": "2026-01-05T19:29:00Z", "transaction_amount_usd": 1334.95 }, { "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": 0.532, "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": 1535.89, "financial_exposure_usd": 3324.97, "recoverable_pct": 0.942 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104616", "label": "fraudulent", "label_confidence": 0.691, "severity": "medium", "timestamp": "2026-01-04T04:56:00Z", "trace_id": "1db9cd68-645c-93f5-4003-ea6088620981" }
{ "account_age_days": 1892, "account_id": "ACCT-513E473D4510", "baseline_risk_score": 0.343, "kyc_tier": "tier_2", "session_entropy": 0.3 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 264, "timestamp": "2026-01-04T03:42:00Z", "transaction_amount_usd": 3.72 }, { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.842, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 0, geo diversity 8", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 0, "financial_exposure_usd": 0, "recoverable_pct": 0.769 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106283", "label": "fraudulent", "label_confidence": 0.938, "severity": "medium", "timestamp": "2026-01-05T08:43:00Z", "trace_id": "f053a23d-7495-fe01-3937-e623d0a193ea" }
{ "account_age_days": 1783, "account_id": "ACCT-2821F770A09E", "baseline_risk_score": 0.274, "kyc_tier": "tier_2", "session_entropy": 0.761 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 1075, "timestamp": "2026-01-05T08:43:00Z", "transaction_amount_usd": 1320981.79 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.921, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 1789177.02, "financial_exposure_usd": 3114854.86, "recoverable_pct": 0.532 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102921", "label": "fraudulent", "label_confidence": 0.94, "severity": "high", "timestamp": "2026-01-03T00:41:00Z", "trace_id": "9f9ddd79-b005-c664-549a-285abc2d615a" }
{ "account_age_days": 359, "account_id": "ACCT-7EF1B266BAAB", "baseline_risk_score": 0.448, "kyc_tier": "tier_3", "session_entropy": 0.93 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 632, "timestamp": "2026-01-03T00:41:00Z", "transaction_amount_usd": 77739.45 }, { "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": 0.53, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 637520.47, "financial_exposure_usd": 725767.44, "recoverable_pct": 0.471 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106085", "label": "fraudulent", "label_confidence": 0.797, "severity": "critical", "timestamp": "2026-01-05T05:25:00Z", "trace_id": "2378e54e-bfa1-4e52-c345-67b8fb6e3d6d" }
{ "account_age_days": 585, "account_id": "ACCT-F81CD7D555DD", "baseline_risk_score": 0.292, "kyc_tier": "tier_3", "session_entropy": 0.485 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 171, "timestamp": "2026-01-05T05:25:00Z", "transaction_amount_usd": 2231815.09 }, { "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": 0.888, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2641853.55, "financial_exposure_usd": 4731204.34, "recoverable_pct": 0.717 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100136", "label": "fraudulent", "label_confidence": 0.775, "severity": "low", "timestamp": "2026-01-01T02:16:00Z", "trace_id": "6c4d1774-2bee-2fff-8b5f-93fef75ddff4" }
{ "account_age_days": 746, "account_id": "ACCT-5450C61F10E2", "baseline_risk_score": 0.3, "kyc_tier": "tier_2", "session_entropy": 0.644 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 353, "timestamp": "2025-12-31T13:55:00Z", "transaction_amount_usd": 12.99 }, { "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": 0.438, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 8", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 495248.04, "financial_exposure_usd": 877806.64, "recoverable_pct": 0.083 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109774", "label": "benign", "label_confidence": 0.484, "severity": "medium", "timestamp": "2026-01-07T18:54:00Z", "trace_id": "adec9376-7b3d-a0c2-8a7b-e0e863d827de" }
{ "account_age_days": 1804, "account_id": "ACCT-DC50868098CD", "baseline_risk_score": 0.1, "kyc_tier": "tier_1", "session_entropy": 0.51 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 139, "timestamp": "2026-01-07T18:54:00Z", "transaction_amount_usd": 5020.53 }, { "asset": "JPY", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.473, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 444.35, "financial_exposure_usd": 501.68, "recoverable_pct": 0.499 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107862", "label": "benign", "label_confidence": 0.521, "severity": "low", "timestamp": "2026-01-06T11:02:00Z", "trace_id": "a642f6be-da71-6cb7-55d4-f1282540ae67" }
{ "account_age_days": 577, "account_id": "ACCT-CD196BE98A7C", "baseline_risk_score": 0.055, "kyc_tier": "tier_1", "session_entropy": 0.613 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 671, "timestamp": "2026-01-06T11:02:00Z", "transaction_amount_usd": 10337.74 }, { "asset": "SOL", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.591, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 5065.12, "financial_exposure_usd": 6169.16, "recoverable_pct": 0.549 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108538", "label": "benign", "label_confidence": 0.453, "severity": "high", "timestamp": "2026-01-06T22:18:00Z", "trace_id": "5af197e8-1536-be78-0ec1-f17dc1f8c021" }
{ "account_age_days": 648, "account_id": "ACCT-C01739761D2C", "baseline_risk_score": 0.088, "kyc_tier": "tier_3", "session_entropy": 0.869 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 147, "timestamp": "2026-01-06T16:29:00Z", "transaction_amount_usd": 8.3 }, { "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": 0.629, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 7148.81, "financial_exposure_usd": 7397.72, "recoverable_pct": 0.809 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109153", "label": "benign", "label_confidence": 0.572, "severity": "medium", "timestamp": "2026-01-07T08:33:00Z", "trace_id": "b6ff6d35-a888-1fba-3ba1-b6893457d422" }
{ "account_age_days": 1804, "account_id": "ACCT-BEF8EB0BD0E2", "baseline_risk_score": 0.16, "kyc_tier": "tier_3", "session_entropy": 0.342 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 145, "timestamp": "2026-01-07T08:33:00Z", "transaction_amount_usd": 12782.18 }, { "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": 0.752, "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": 1153, "financial_exposure_usd": 2074.82, "recoverable_pct": 0.468 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101709", "label": "fraudulent", "label_confidence": 0.957, "severity": "low", "timestamp": "2026-01-02T04:29:00Z", "trace_id": "9cd9cfb8-25c1-6121-22d1-40047deff287" }
{ "account_age_days": 1101, "account_id": "ACCT-CF86EAF63C8F", "baseline_risk_score": 0.623, "kyc_tier": "tier_1", "session_entropy": 0.847 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 765, "timestamp": "2026-01-02T04:29:00Z", "transaction_amount_usd": 24665.2 }, { "asset": "GBP", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.754, "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": 413232.54, "financial_exposure_usd": 630157.59, "recoverable_pct": 0.491 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101851", "label": "fraudulent", "label_confidence": 0.795, "severity": "critical", "timestamp": "2026-01-02T06:51:00Z", "trace_id": "6c270a84-ad44-f474-3e49-aa4aedfe5c58" }
{ "account_age_days": 473, "account_id": "ACCT-C9BA3A2236A6", "baseline_risk_score": 0.612, "kyc_tier": "tier_3", "session_entropy": 0.171 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 386, "timestamp": "2026-01-02T05:39:00Z", "transaction_amount_usd": 10.22 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.805, "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": 363757.76, "financial_exposure_usd": 876689.58, "recoverable_pct": 0.089 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100714", "label": "fraudulent", "label_confidence": 0.911, "severity": "high", "timestamp": "2026-01-01T11:54:00Z", "trace_id": "b486ae6d-c5e6-1a9c-f1a4-a98a192fe865" }
{ "account_age_days": 1510, "account_id": "ACCT-45662281D1B6", "baseline_risk_score": 0.542, "kyc_tier": "tier_2", "session_entropy": 0.261 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 417, "timestamp": "2026-01-01T11:54:00Z", "transaction_amount_usd": 3575.96 }, { "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": 0.632, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 891607.92, "financial_exposure_usd": 1117396.94, "recoverable_pct": 0.387 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108155", "label": "benign", "label_confidence": 0.515, "severity": "low", "timestamp": "2026-01-06T15:55:00Z", "trace_id": "16ba7777-8cfd-878d-fed3-15ef0f4f69f5" }
{ "account_age_days": 1710, "account_id": "ACCT-4C06CE57B74F", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.37 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 580, "timestamp": "2026-01-06T15:55:00Z", "transaction_amount_usd": 4893.56 }, { "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": 0.506, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1402.63, "financial_exposure_usd": 2284.97, "recoverable_pct": 0.925 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103814", "label": "fraudulent", "label_confidence": 0.766, "severity": "high", "timestamp": "2026-01-03T15:34:00Z", "trace_id": "b4459339-5ebb-f408-30b9-dd0b99add3c9" }
{ "account_age_days": 307, "account_id": "ACCT-DB0049743977", "baseline_risk_score": 0.434, "kyc_tier": "tier_2", "session_entropy": 0.505 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 141, "timestamp": "2026-01-03T06:21:00Z", "transaction_amount_usd": 8.69 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.496, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 9", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 3203788.72, "financial_exposure_usd": 4031798.66, "recoverable_pct": 0.702 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103176", "label": "fraudulent", "label_confidence": 0.774, "severity": "medium", "timestamp": "2026-01-03T04:56:00Z", "trace_id": "2f962916-5710-e255-371a-748241d0ddc5" }
{ "account_age_days": 131, "account_id": "ACCT-B8B486219724", "baseline_risk_score": 0.253, "kyc_tier": "tier_1", "session_entropy": 0.212 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 139, "timestamp": "2026-01-02T19:48:00Z", "transaction_amount_usd": 20.62 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.757, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 507396.47, "financial_exposure_usd": 864561.98, "recoverable_pct": 0.611 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102490", "label": "fraudulent", "label_confidence": 0.896, "severity": "medium", "timestamp": "2026-01-02T17:30:00Z", "trace_id": "6e9fe90e-c851-be71-1aa0-26c10dacb8f6" }
{ "account_age_days": 1581, "account_id": "ACCT-2243325D1A84", "baseline_risk_score": 0.518, "kyc_tier": "tier_1", "session_entropy": 0.369 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 110, "timestamp": "2026-01-02T13:49:00Z", "transaction_amount_usd": 19.6 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.703, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 1, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 41913.15, "financial_exposure_usd": 51813.99, "recoverable_pct": 0.794 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104596", "label": "fraudulent", "label_confidence": 0.716, "severity": "high", "timestamp": "2026-01-04T04:36:00Z", "trace_id": "2ab4cc79-d3a1-4899-1156-f8a8142985c5" }
{ "account_age_days": 1179, "account_id": "ACCT-6FFFDA9EFD54", "baseline_risk_score": 0.128, "kyc_tier": "tier_1", "session_entropy": 0.389 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 811, "timestamp": "2026-01-04T04:36:00Z", "transaction_amount_usd": 2137012.83 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.492, "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": 2710755.36, "financial_exposure_usd": 3978750.67, "recoverable_pct": 0.93 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105600", "label": "fraudulent", "label_confidence": 0.79, "severity": "medium", "timestamp": "2026-01-04T21:20:00Z", "trace_id": "432e8d16-bd75-8126-df93-589a11683464" }
{ "account_age_days": 1635, "account_id": "ACCT-0290532D4886", "baseline_risk_score": 0.142, "kyc_tier": "tier_3", "session_entropy": 0.473 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 136, "timestamp": "2026-01-04T14:34:00Z", "transaction_amount_usd": 0.24 }, { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED"...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.38, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND p...
{ "customer_funds_at_risk_usd": 3313778.69, "financial_exposure_usd": 3677328.16, "recoverable_pct": 0.879 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103855", "label": "fraudulent", "label_confidence": 0.7, "severity": "high", "timestamp": "2026-01-03T16:15:00Z", "trace_id": "cb3b1423-0329-675b-c17e-4389cd3648f6" }
{ "account_age_days": 1130, "account_id": "ACCT-43236DE7747D", "baseline_risk_score": 0.339, "kyc_tier": "tier_2", "session_entropy": 0.411 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 376, "timestamp": "2026-01-03T10:48:00Z", "transaction_amount_usd": 11.32 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.799, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 845313.33, "financial_exposure_usd": 1083768.47, "recoverable_pct": 0.976 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103078", "label": "fraudulent", "label_confidence": 0.807, "severity": "medium", "timestamp": "2026-01-03T03:18:00Z", "trace_id": "1656bdc3-3f05-c471-6aa1-cc4b114401f1" }
{ "account_age_days": 196, "account_id": "ACCT-1687C9AE9916", "baseline_risk_score": 0.292, "kyc_tier": "tier_1", "session_entropy": 0.261 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 135, "timestamp": "2026-01-03T00:42:00Z", "transaction_amount_usd": 22.31 }, { "asset": "BTC", "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": 0.535, "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": 445545.5, "financial_exposure_usd": 616997.24, "recoverable_pct": 0.819 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100570", "label": "fraudulent", "label_confidence": 0.836, "severity": "critical", "timestamp": "2026-01-01T09:30:00Z", "trace_id": "aaa8e791-ebed-4765-b62d-6b6880b9fc90" }
{ "account_age_days": 1946, "account_id": "ACCT-97ECEC56113F", "baseline_risk_score": 0.454, "kyc_tier": "tier_1", "session_entropy": 0.209 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 1108, "timestamp": "2026-01-01T09:30:00Z", "transaction_amount_usd": 91353.54 }, { "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": 0.892, "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": 513576.38, "financial_exposure_usd": 565987.48, "recoverable_pct": 0.758 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104058", "label": "fraudulent", "label_confidence": 0.781, "severity": "critical", "timestamp": "2026-01-03T19:38:00Z", "trace_id": "6bdb60af-a1ad-2267-bb8a-4fb4ac17ca9e" }
{ "account_age_days": 1430, "account_id": "ACCT-5BAD73E702F6", "baseline_risk_score": 0.128, "kyc_tier": "tier_3", "session_entropy": 0.828 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 153, "timestamp": "2026-01-03T12:35:00Z", "transaction_amount_usd": 7.44 }, { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.401, "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": 1293357.2, "financial_exposure_usd": 2141148.37, "recoverable_pct": 0.91 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102314", "label": "fraudulent", "label_confidence": 0.762, "severity": "critical", "timestamp": "2026-01-02T14:34:00Z", "trace_id": "02324601-067e-a4b4-3188-c40932c6a287" }
{ "account_age_days": 912, "account_id": "ACCT-9E6FFD62BA03", "baseline_risk_score": 0.298, "kyc_tier": "tier_2", "session_entropy": 0.709 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 358, "timestamp": "2026-01-02T12:09:00Z", "transaction_amount_usd": 10.66 }, { "asset": "USDC", "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": 0.472, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 8", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 677059.42, "financial_exposure_usd": 911627.22, "recoverable_pct": 0.049 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109476", "label": "benign", "label_confidence": 0.722, "severity": "medium", "timestamp": "2026-01-07T13:56:00Z", "trace_id": "12512bea-0317-498d-8d56-f91315107d2a" }
{ "account_age_days": 1115, "account_id": "ACCT-8F52FF27443C", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.371 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 726, "timestamp": "2026-01-07T13:56:00Z", "transaction_amount_usd": 7224.6 }, { "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": 0.757, "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": 4718.1, "financial_exposure_usd": 6000.26, "recoverable_pct": 0.777 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107111", "label": "benign", "label_confidence": 0.648, "severity": "high", "timestamp": "2026-01-05T22:31:00Z", "trace_id": "d7de3bb2-d1fe-0d58-fcf3-be088eaf8db1" }
{ "account_age_days": 1793, "account_id": "ACCT-A94316BDE7B1", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.259 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 871, "timestamp": "2026-01-05T22:31:00Z", "transaction_amount_usd": 7141.97 }, { "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": 0.722, "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": 1096.94, "financial_exposure_usd": 2388.39, "recoverable_pct": 0.563 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106151", "label": "fraudulent", "label_confidence": 0.874, "severity": "critical", "timestamp": "2026-01-05T06:31:00Z", "trace_id": "0b7f2c3f-25da-f81d-c5a8-0b97d46be9a7" }
{ "account_age_days": 543, "account_id": "ACCT-79064697BDD0", "baseline_risk_score": 0.072, "kyc_tier": "tier_2", "session_entropy": 0.664 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 95, "timestamp": "2026-01-04T19:42:00Z", "transaction_amount_usd": 20.43 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.52, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND post...
{ "customer_funds_at_risk_usd": 1590602.98, "financial_exposure_usd": 3424087.69, "recoverable_pct": 0.768 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106019", "label": "fraudulent", "label_confidence": 0.671, "severity": "critical", "timestamp": "2026-01-05T04:19:00Z", "trace_id": "3545cb73-e9ec-7664-b28d-afda2b34ab4b" }
{ "account_age_days": 1387, "account_id": "ACCT-3A84D8CE75F4", "baseline_risk_score": 0.281, "kyc_tier": "tier_2", "session_entropy": 0.23 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 849, "timestamp": "2026-01-05T04:19:00Z", "transaction_amount_usd": 1159702.68 }, { "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": 0.842, "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": 3085823.02, "financial_exposure_usd": 3450662.77, "recoverable_pct": 0.982 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102620", "label": "fraudulent", "label_confidence": 0.859, "severity": "medium", "timestamp": "2026-01-02T19:40:00Z", "trace_id": "8dc6c4dc-c974-80a5-1323-5d3b2e41479e" }
{ "account_age_days": 994, "account_id": "ACCT-8C77D61FF8D7", "baseline_risk_score": 0.301, "kyc_tier": "tier_2", "session_entropy": 0.581 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 785, "timestamp": "2026-01-02T19:40:00Z", "transaction_amount_usd": 48151.89 }, { "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": 0.702, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 593300.57, "financial_exposure_usd": 1058146.4, "recoverable_pct": 0.25 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101789", "label": "fraudulent", "label_confidence": 0.796, "severity": "high", "timestamp": "2026-01-02T05:49:00Z", "trace_id": "677f812c-74e5-4851-e086-5d82c222a735" }
{ "account_age_days": 1927, "account_id": "ACCT-DFD61104C945", "baseline_risk_score": 0.325, "kyc_tier": "tier_2", "session_entropy": 0.625 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "DE", "latency_ms": 264, "timestamp": "2026-01-02T05:49:00Z", "transaction_amount_usd": 57572.12 }, { "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": 0.842, "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": 1049348.52, "financial_exposure_usd": 1094753.4, "recoverable_pct": 0.674 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105866", "label": "fraudulent", "label_confidence": 0.927, "severity": "high", "timestamp": "2026-01-05T01:46:00Z", "trace_id": "fa97a5cd-50a2-8afa-c9c2-a5b8428cc6aa" }
{ "account_age_days": 243, "account_id": "ACCT-30683F2CB8AE", "baseline_risk_score": 0.157, "kyc_tier": "tier_3", "session_entropy": 0.319 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 176, "timestamp": "2026-01-05T01:46:00Z", "transaction_amount_usd": 116286.5 }, { "asset": "USD", "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": 0.547, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 1375311.69, "financial_exposure_usd": 1382846.39, "recoverable_pct": 0.495 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105044", "label": "fraudulent", "label_confidence": 0.787, "severity": "high", "timestamp": "2026-01-04T12:04:00Z", "trace_id": "000d725b-b149-54f6-7d23-1f5883b556ae" }
{ "account_age_days": 1230, "account_id": "ACCT-8CCAF7C6A462", "baseline_risk_score": 0.28, "kyc_tier": "tier_2", "session_entropy": 0.676 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 1173, "timestamp": "2026-01-04T12:04:00Z", "transaction_amount_usd": 2880431.91 }, { "asset": "EUR", "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": 0.519, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 6066699.58, "financial_exposure_usd": 9021559.86, "recoverable_pct": 0.474 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105255", "label": "fraudulent", "label_confidence": 0.648, "severity": "medium", "timestamp": "2026-01-04T15:35:00Z", "trace_id": "2c70196e-af3d-936c-addd-e0880578cd66" }
{ "account_age_days": 1902, "account_id": "ACCT-FFD86D6FFBF8", "baseline_risk_score": 0.294, "kyc_tier": "tier_1", "session_entropy": 0.198 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 341, "timestamp": "2026-01-04T06:59:00Z", "transaction_amount_usd": 24.71 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.541, "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": 2573205.71, "financial_exposure_usd": 3853066.97, "recoverable_pct": 0.595 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106899", "label": "benign", "label_confidence": 0.727, "severity": "medium", "timestamp": "2026-01-05T18:59:00Z", "trace_id": "b8328a79-82b6-f796-683e-c406b006ede1" }
{ "account_age_days": 1796, "account_id": "ACCT-F5E644DC2A5C", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.614 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 126, "timestamp": "2026-01-05T11:10:00Z", "transaction_amount_usd": 10.82 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.638, "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": 1203.14, "financial_exposure_usd": 1364.9, "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-109553", "label": "benign", "label_confidence": 0.748, "severity": "low", "timestamp": "2026-01-07T15:13:00Z", "trace_id": "9b2f21f6-1526-1e4f-6082-db6b6d25fcad" }
{ "account_age_days": 592, "account_id": "ACCT-CC583ACAAC36", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.521 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 216, "timestamp": "2026-01-07T15:13:00Z", "transaction_amount_usd": 11500.88 }, { "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": 0.694, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 572.77, "financial_exposure_usd": 1351.49, "recoverable_pct": 0.5 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109381", "label": "benign", "label_confidence": 0.597, "severity": "low", "timestamp": "2026-01-07T12:21:00Z", "trace_id": "2041d705-5617-c18d-090f-b7bf3db3ff4a" }
{ "account_age_days": 1920, "account_id": "ACCT-8CBCB4355471", "baseline_risk_score": 0.073, "kyc_tier": "tier_3", "session_entropy": 0.165 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 904, "timestamp": "2026-01-07T12:21:00Z", "transaction_amount_usd": 4438.98 }, { "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": 0.481, "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": 4346.82, "financial_exposure_usd": 4756.88, "recoverable_pct": 0.655 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101420", "label": "fraudulent", "label_confidence": 0.918, "severity": "critical", "timestamp": "2026-01-01T23:40:00Z", "trace_id": "0f1b91e3-1a10-08b5-0c86-a17eff4ae9cb" }
{ "account_age_days": 1412, "account_id": "ACCT-02C4C2D42C74", "baseline_risk_score": 0.566, "kyc_tier": "tier_3", "session_entropy": 0.364 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 220, "timestamp": "2026-01-01T20:54:00Z", "transaction_amount_usd": 23.79 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.782, "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": 293471.56, "financial_exposure_usd": 558939.7, "recoverable_pct": 0.145 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100651", "label": "fraudulent", "label_confidence": 0.758, "severity": "low", "timestamp": "2026-01-01T10:51:00Z", "trace_id": "56fe5897-4f14-7098-52b5-0d5cdf7d51c2" }
{ "account_age_days": 941, "account_id": "ACCT-2D17C0D1450D", "baseline_risk_score": 0.309, "kyc_tier": "tier_2", "session_entropy": 0.226 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 630, "timestamp": "2026-01-01T10:51:00Z", "transaction_amount_usd": 30209.87 }, { "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": 0.497, "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": 650140.95, "financial_exposure_usd": 758030.12, "recoverable_pct": 0.352 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104019", "label": "fraudulent", "label_confidence": 0.774, "severity": "medium", "timestamp": "2026-01-03T18:59:00Z", "trace_id": "e76e4a97-b525-83e1-f8e5-705dad62a4b8" }
{ "account_age_days": 1046, "account_id": "ACCT-7D5298358174", "baseline_risk_score": 0.424, "kyc_tier": "tier_2", "session_entropy": 0.137 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 123, "timestamp": "2026-01-03T17:04:00Z", "transaction_amount_usd": 20.62 }, { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.889, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 4373052.22, "financial_exposure_usd": 6676017.54, "recoverable_pct": 0.88 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104086", "label": "fraudulent", "label_confidence": 0.761, "severity": "high", "timestamp": "2026-01-03T20:06:00Z", "trace_id": "5e15747a-46a3-3a9b-b310-71a9154b2707" }
{ "account_age_days": 1972, "account_id": "ACCT-30CD0D9969B7", "baseline_risk_score": 0.176, "kyc_tier": "tier_2", "session_entropy": 0.896 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 1149, "timestamp": "2026-01-03T20:06:00Z", "transaction_amount_usd": 1511142.18 }, { "asset": "EUR", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.611, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 4789829.45, "financial_exposure_usd": 5281741.53, "recoverable_pct": 0.411 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103815", "label": "fraudulent", "label_confidence": 0.729, "severity": "high", "timestamp": "2026-01-03T15:35:00Z", "trace_id": "7e1894ef-3a24-067b-22ed-597b148d616c" }
{ "account_age_days": 1387, "account_id": "ACCT-C39258901CA7", "baseline_risk_score": 0.151, "kyc_tier": "tier_3", "session_entropy": 0.635 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 744, "timestamp": "2026-01-03T15:35:00Z", "transaction_amount_usd": 1980674.81 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.565, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, 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": 1260991.67, "financial_exposure_usd": 1335129.77, "recoverable_pct": 0.836 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100313", "label": "fraudulent", "label_confidence": 0.909, "severity": "low", "timestamp": "2026-01-01T05:13:00Z", "trace_id": "b8892faf-c691-a1ad-455f-8af7d21d637a" }
{ "account_age_days": 329, "account_id": "ACCT-198640A145A9", "baseline_risk_score": 0.526, "kyc_tier": "tier_2", "session_entropy": 0.58 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 339, "timestamp": "2026-01-01T04:05:00Z", "transaction_amount_usd": 13.07 }, { "asset": "SOL", "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": 0.949, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 561507.06, "financial_exposure_usd": 621058.35, "recoverable_pct": 0.547 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102584", "label": "fraudulent", "label_confidence": 0.832, "severity": "high", "timestamp": "2026-01-02T19:04:00Z", "trace_id": "42748f77-f9a3-851b-c057-33092c7bf16a" }
{ "account_age_days": 426, "account_id": "ACCT-1E22C7EEB3CF", "baseline_risk_score": 0.359, "kyc_tier": "tier_3", "session_entropy": 0.919 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 108, "timestamp": "2026-01-02T12:07:00Z", "transaction_amount_usd": 10.09 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.478, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 756531.99, "financial_exposure_usd": 1279838.7, "recoverable_pct": 0.637 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107339", "label": "benign", "label_confidence": 0.64, "severity": "medium", "timestamp": "2026-01-06T02:19:00Z", "trace_id": "5cb94d63-dcff-1eea-0ff8-37c46800ce8b" }
{ "account_age_days": 1116, "account_id": "ACCT-2E414D1E177C", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.134 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 493, "timestamp": "2026-01-06T02:19:00Z", "transaction_amount_usd": 11841.81 }, { "asset": "ETH", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.68, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 3756.48, "financial_exposure_usd": 3958.77, "recoverable_pct": 0.739 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109752", "label": "benign", "label_confidence": 0.536, "severity": "medium", "timestamp": "2026-01-07T18:32:00Z", "trace_id": "774c7234-5ea3-f9af-a03a-b8a6f25e086d" }
{ "account_age_days": 1833, "account_id": "ACCT-E55A63811572", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.817 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 414, "timestamp": "2026-01-07T18:32:00Z", "transaction_amount_usd": 10449.62 }, { "asset": "USD", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.789, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 228.33, "financial_exposure_usd": 283.97, "recoverable_pct": 0.978 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108361", "label": "benign", "label_confidence": 0.638, "severity": "medium", "timestamp": "2026-01-06T19:21:00Z", "trace_id": "654499cc-e03f-8d81-4fa3-3a8a2a8c3359" }
{ "account_age_days": 426, "account_id": "ACCT-E0DFF8B1550D", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.241 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 690, "timestamp": "2026-01-06T19:21:00Z", "transaction_amount_usd": 10860.26 }, { "asset": "BTC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.716, "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": 1955.28, "financial_exposure_usd": 4303.77, "recoverable_pct": 0.415 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101807", "label": "fraudulent", "label_confidence": 0.85, "severity": "high", "timestamp": "2026-01-02T06:07:00Z", "trace_id": "e0f55f25-9c37-8178-96b4-5964f4aac7be" }
{ "account_age_days": 817, "account_id": "ACCT-F04FF390C0CB", "baseline_risk_score": 0.426, "kyc_tier": "tier_1", "session_entropy": 0.457 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 798, "timestamp": "2026-01-02T06:07:00Z", "transaction_amount_usd": 16916.61 }, { "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": 0.846, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 320075.63, "financial_exposure_usd": 666690.66, "recoverable_pct": 0.433 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104242", "label": "fraudulent", "label_confidence": 0.728, "severity": "high", "timestamp": "2026-01-03T22:42:00Z", "trace_id": "c5c90305-1e41-3643-a288-40203754c971" }
{ "account_age_days": 194, "account_id": "ACCT-81B65D63633F", "baseline_risk_score": 0.251, "kyc_tier": "tier_3", "session_entropy": 0.697 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 406, "timestamp": "2026-01-03T22:42:00Z", "transaction_amount_usd": 1599449.2 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.64, "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 post...
{ "customer_funds_at_risk_usd": 4239920.31, "financial_exposure_usd": 6137150.15, "recoverable_pct": 0.894 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104452", "label": "fraudulent", "label_confidence": 0.739, "severity": "medium", "timestamp": "2026-01-04T02:12:00Z", "trace_id": "f3d2f486-cd5c-a6e6-6e4c-e8688f1918ba" }
{ "account_age_days": 333, "account_id": "ACCT-7B084B90914D", "baseline_risk_score": 0.307, "kyc_tier": "tier_3", "session_entropy": 0.276 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 333, "timestamp": "2026-01-04T02:12:00Z", "transaction_amount_usd": 2185968.31 }, { "asset": "EUR", "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": 0.398, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 3170662.36, "financial_exposure_usd": 3438310.33, "recoverable_pct": 0.546 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106982", "label": "benign", "label_confidence": 0.544, "severity": "medium", "timestamp": "2026-01-05T20:22:00Z", "trace_id": "219d7629-d475-6afd-a04e-71314f0986e9" }
{ "account_age_days": 810, "account_id": "ACCT-86D17D7A8EE2", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.899 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 132, "timestamp": "2026-01-05T10:30:00Z", "transaction_amount_usd": 11.41 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.597, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 3826.73, "financial_exposure_usd": 5051.1, "recoverable_pct": 0.833 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105026", "label": "fraudulent", "label_confidence": 0.853, "severity": "high", "timestamp": "2026-01-04T11:46:00Z", "trace_id": "d76514c5-85d3-5bc2-9035-acec5bb19b77" }
{ "account_age_days": 1608, "account_id": "ACCT-794373D5985F", "baseline_risk_score": 0.249, "kyc_tier": "tier_2", "session_entropy": 0.729 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 542, "timestamp": "2026-01-04T11:46:00Z", "transaction_amount_usd": 2405443.67 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.502, "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": 2329613.69, "financial_exposure_usd": 4255070.2, "recoverable_pct": 0.641 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109385", "label": "benign", "label_confidence": 0.598, "severity": "medium", "timestamp": "2026-01-07T12:25:00Z", "trace_id": "2c1d4f1e-59fb-0521-ea80-b5f442101523" }
{ "account_age_days": 875, "account_id": "ACCT-2FE1D66F4A12", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.23 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 378, "timestamp": "2026-01-07T12:25:00Z", "transaction_amount_usd": 8037.49 }, { "asset": "SOL", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.675, "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": 509.05, "financial_exposure_usd": 973.94, "recoverable_pct": 0.571 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106791", "label": "benign", "label_confidence": 0.612, "severity": "critical", "timestamp": "2026-01-05T17:11:00Z", "trace_id": "276b07c9-aefd-59fb-97cd-f53b04ecdaa5" }
{ "account_age_days": 1159, "account_id": "ACCT-B08C0867D891", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.366 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 685, "timestamp": "2026-01-05T17:11:00Z", "transaction_amount_usd": 9166.92 }, { "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": 0.706, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 3", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1699.05, "financial_exposure_usd": 4107.74, "recoverable_pct": 0.779 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107077", "label": "benign", "label_confidence": 0.695, "severity": "low", "timestamp": "2026-01-05T21:57:00Z", "trace_id": "e03fc216-59b7-c472-1d4d-907550a0b0d7" }
{ "account_age_days": 1060, "account_id": "ACCT-B0C35828BA98", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.702 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 88, "timestamp": "2026-01-05T20:52:00Z", "transaction_amount_usd": 21.19 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.635, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 3121.72, "financial_exposure_usd": 6303.16, "recoverable_pct": 0.478 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101656", "label": "fraudulent", "label_confidence": 0.922, "severity": "high", "timestamp": "2026-01-02T03:36:00Z", "trace_id": "5b7fad10-79b1-40c1-7614-036fb41d3a64" }
{ "account_age_days": 724, "account_id": "ACCT-EA5C8B8A09E1", "baseline_risk_score": 0.341, "kyc_tier": "tier_2", "session_entropy": 0.384 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "US", "latency_ms": 250, "timestamp": "2026-01-02T03:36:00Z", "transaction_amount_usd": 45185.14 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.426, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 614154.36, "financial_exposure_usd": 698739.3, "recoverable_pct": 0.775 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108642", "label": "benign", "label_confidence": 0.617, "severity": "high", "timestamp": "2026-01-07T00:02:00Z", "trace_id": "6e4773d5-7127-35db-11e0-6e66dc50af56" }
{ "account_age_days": 715, "account_id": "ACCT-1263C1CD17B1", "baseline_risk_score": 0.178, "kyc_tier": "tier_2", "session_entropy": 0.767 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 897, "timestamp": "2026-01-07T00:02:00Z", "transaction_amount_usd": 9230.04 }, { "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": 0.664, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 496.48, "financial_exposure_usd": 634.6, "recoverable_pct": 0.765 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100029", "label": "fraudulent", "label_confidence": 0.972, "severity": "high", "timestamp": "2026-01-01T00:29:00Z", "trace_id": "f1053252-3990-e2c9-4c6a-70f48edec44d" }
{ "account_age_days": 186, "account_id": "ACCT-0F25477DA559", "baseline_risk_score": 0.33, "kyc_tier": "tier_3", "session_entropy": 0.872 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 794, "timestamp": "2026-01-01T00:29:00Z", "transaction_amount_usd": 84735.66 }, { "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": 0.489, "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": 232691.9, "financial_exposure_usd": 245471.69, "recoverable_pct": 0.149 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100037", "label": "fraudulent", "label_confidence": 0.962, "severity": "high", "timestamp": "2026-01-01T00:37:00Z", "trace_id": "cdd7f460-6140-77d3-9ec4-ea48d773f98d" }
{ "account_age_days": 1986, "account_id": "ACCT-8B2C550A6B15", "baseline_risk_score": 0.464, "kyc_tier": "tier_2", "session_entropy": 0.131 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 736, "timestamp": "2026-01-01T00:37:00Z", "transaction_amount_usd": 51958.64 }, { "asset": "JPY", "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": 0.706, "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": 272783.54, "financial_exposure_usd": 585848.05, "recoverable_pct": 0.211 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105557", "label": "fraudulent", "label_confidence": 0.668, "severity": "high", "timestamp": "2026-01-04T20:37:00Z", "trace_id": "8f357dc3-f4d1-5941-3d7e-ef8e3b4032d9" }
{ "account_age_days": 642, "account_id": "ACCT-C4FF2B7C4685", "baseline_risk_score": 0.265, "kyc_tier": "tier_1", "session_entropy": 0.427 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 738, "timestamp": "2026-01-04T20:37:00Z", "transaction_amount_usd": 2624004.55 }, { "asset": "JPY", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.828, "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": 4821549.72, "financial_exposure_usd": 9359933.17, "recoverable_pct": 0.717 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108668", "label": "benign", "label_confidence": 0.574, "severity": "medium", "timestamp": "2026-01-07T00:28:00Z", "trace_id": "4c5a4300-54f7-831c-0d09-7a71a0113935" }
{ "account_age_days": 1954, "account_id": "ACCT-8C087F9B1F40", "baseline_risk_score": 0.132, "kyc_tier": "tier_2", "session_entropy": 0.93 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 364, "timestamp": "2026-01-06T18:42:00Z", "transaction_amount_usd": 16.9 }, { "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": 0.73, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior...
{ "customer_funds_at_risk_usd": 2182.55, "financial_exposure_usd": 5280.87, "recoverable_pct": 0.49 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100149", "label": "fraudulent", "label_confidence": 0.892, "severity": "low", "timestamp": "2026-01-01T02:29:00Z", "trace_id": "a3e53892-2540-647b-784f-cb14f2d31a65" }
{ "account_age_days": 1524, "account_id": "ACCT-D2D12566FC82", "baseline_risk_score": 0.517, "kyc_tier": "tier_3", "session_entropy": 0.898 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 820, "timestamp": "2026-01-01T02:29:00Z", "transaction_amount_usd": 4243.13 }, { "asset": "EUR", "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": 0.359, "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": 765605.2, "financial_exposure_usd": 797263.21, "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-108930", "label": "benign", "label_confidence": 0.578, "severity": "medium", "timestamp": "2026-01-07T04:50:00Z", "trace_id": "7fd19bbf-3156-f066-a8e8-3c319fc6d8ad" }
{ "account_age_days": 645, "account_id": "ACCT-6C9914A019EA", "baseline_risk_score": 0.146, "kyc_tier": "tier_1", "session_entropy": 0.485 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 446, "timestamp": "2026-01-07T04:50:00Z", "transaction_amount_usd": 2564.98 }, { "asset": "USDT", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.771, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 676.92, "financial_exposure_usd": 785.24, "recoverable_pct": 0.54 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109792", "label": "benign", "label_confidence": 0.617, "severity": "low", "timestamp": "2026-01-07T19:12:00Z", "trace_id": "4543faed-0df9-a7e1-2e20-d3209c2704ec" }
{ "account_age_days": 586, "account_id": "ACCT-F6C4793F3886", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.545 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 673, "timestamp": "2026-01-07T19:12:00Z", "transaction_amount_usd": 11332.66 }, { "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": 0.484, "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": 2247.1, "financial_exposure_usd": 3901.59, "recoverable_pct": 0.958 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107759", "label": "benign", "label_confidence": 0.604, "severity": "medium", "timestamp": "2026-01-06T09:19:00Z", "trace_id": "03c4402e-a618-c91c-287b-dc07e2834f70" }
{ "account_age_days": 1791, "account_id": "ACCT-1F5FFE8D9D10", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.801 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 1064, "timestamp": "2026-01-06T09:19:00Z", "transaction_amount_usd": 1394.78 }, { "asset": "USDT", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.456, "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": 5411.76, "financial_exposure_usd": 5941.04, "recoverable_pct": 0.997 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107059", "label": "benign", "label_confidence": 0.576, "severity": "low", "timestamp": "2026-01-05T21:39:00Z", "trace_id": "2538ec4d-07fd-e92b-0a38-24b9e808862e" }
{ "account_age_days": 119, "account_id": "ACCT-4B9271998CB5", "baseline_risk_score": 0.103, "kyc_tier": "tier_1", "session_entropy": 0.579 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 189, "timestamp": "2026-01-05T15:26:00Z", "transaction_amount_usd": 15.42 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.612, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1098.98, "financial_exposure_usd": 1671.08, "recoverable_pct": 0.414 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109504", "label": "benign", "label_confidence": 0.455, "severity": "medium", "timestamp": "2026-01-07T14:24:00Z", "trace_id": "2ff89e61-943f-e955-4091-6b405cca8ee9" }
{ "account_age_days": 1499, "account_id": "ACCT-66126C77BEF4", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.282 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 274, "timestamp": "2026-01-07T04:23:00Z", "transaction_amount_usd": 12.49 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.473, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 4074.52, "financial_exposure_usd": 4821.81, "recoverable_pct": 0.544 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105514", "label": "fraudulent", "label_confidence": 0.852, "severity": "low", "timestamp": "2026-01-04T19:54:00Z", "trace_id": "a5f64d0f-e2f8-3b3d-25d0-fc29e0564d31" }
{ "account_age_days": 331, "account_id": "ACCT-54213E912364", "baseline_risk_score": 0.209, "kyc_tier": "tier_2", "session_entropy": 0.236 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 1199, "timestamp": "2026-01-04T19:54:00Z", "transaction_amount_usd": 980895.32 }, { "asset": "GBP", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.619, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 895353.56, "financial_exposure_usd": 921155.43, "recoverable_pct": 0.777 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109045", "label": "benign", "label_confidence": 0.461, "severity": "medium", "timestamp": "2026-01-07T06:45:00Z", "trace_id": "3ea82edb-4df1-8249-c960-04f0a1e97687" }
{ "account_age_days": 318, "account_id": "ACCT-F7B9A218CCD1", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.861 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 239, "timestamp": "2026-01-06T20:35:00Z", "transaction_amount_usd": 11.43 }, { "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": 0.513, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 437.66, "financial_exposure_usd": 1079.37, "recoverable_pct": 0.435 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101697", "label": "fraudulent", "label_confidence": 0.853, "severity": "high", "timestamp": "2026-01-02T04:17:00Z", "trace_id": "760a8899-15e6-9b2f-3f04-abdc3a976813" }
{ "account_age_days": 1030, "account_id": "ACCT-948460D39D31", "baseline_risk_score": 0.507, "kyc_tier": "tier_3", "session_entropy": 0.618 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 450, "timestamp": "2026-01-02T04:17:00Z", "transaction_amount_usd": 89092.26 }, { "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": 0.6, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 578654.43, "financial_exposure_usd": 778174.49, "recoverable_pct": 0.737 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106518", "label": "fraudulent", "label_confidence": 0.872, "severity": "high", "timestamp": "2026-01-05T12:38:00Z", "trace_id": "b17b029f-f080-a2a2-4390-09c4f73f6327" }
{ "account_age_days": 500, "account_id": "ACCT-2873402C842D", "baseline_risk_score": 0.059, "kyc_tier": "tier_3", "session_entropy": 0.382 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 422, "timestamp": "2026-01-05T12:38:00Z", "transaction_amount_usd": 964721.67 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.427, "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": 5506637.52, "financial_exposure_usd": 5963589.37, "recoverable_pct": 0.48 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104987", "label": "fraudulent", "label_confidence": 0.867, "severity": "medium", "timestamp": "2026-01-04T11:07:00Z", "trace_id": "5556155a-4c7d-7899-8f54-6d301bccf244" }
{ "account_age_days": 1707, "account_id": "ACCT-AA16B1EB979E", "baseline_risk_score": 0.12, "kyc_tier": "tier_2", "session_entropy": 0.902 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 1144, "timestamp": "2026-01-04T11:07:00Z", "transaction_amount_usd": 2064914.14 }, { "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": 0.938, "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": 2233898.3, "financial_exposure_usd": 3408441.21, "recoverable_pct": 0.892 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106933", "label": "benign", "label_confidence": 0.72, "severity": "low", "timestamp": "2026-01-05T19:33:00Z", "trace_id": "bd2bf787-99b5-8797-84e9-652b62c00f99" }
{ "account_age_days": 1019, "account_id": "ACCT-3887BD28C8F1", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.511 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 814, "timestamp": "2026-01-05T19:33:00Z", "transaction_amount_usd": 12041.26 }, { "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": 0.542, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 2539.96, "financial_exposure_usd": 3577.03, "recoverable_pct": 0.468 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106386", "label": "fraudulent", "label_confidence": 0.641, "severity": "critical", "timestamp": "2026-01-05T10:26:00Z", "trace_id": "b4f026f9-0085-ee61-fb16-08ae9aa12082" }
{ "account_age_days": 1964, "account_id": "ACCT-72B6B043E7E7", "baseline_risk_score": 0.35, "kyc_tier": "tier_3", "session_entropy": 0.335 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 1091, "timestamp": "2026-01-05T10:26:00Z", "transaction_amount_usd": 856949.1 }, { "asset": "USDT", "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": 0.667, "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": 5018404.53, "financial_exposure_usd": 6198695.33, "recoverable_pct": 0.8 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107028", "label": "benign", "label_confidence": 0.497, "severity": "low", "timestamp": "2026-01-05T21:08:00Z", "trace_id": "28b1ea13-f2b5-2183-429a-cce9c508418c" }
{ "account_age_days": 545, "account_id": "ACCT-B9D386680374", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.749 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 325, "timestamp": "2026-01-05T10:30:00Z", "transaction_amount_usd": 5.9 }, { "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": 0.74, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 2084.74, "financial_exposure_usd": 4718.67, "recoverable_pct": 0.67 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102625", "label": "fraudulent", "label_confidence": 0.964, "severity": "medium", "timestamp": "2026-01-02T19:45:00Z", "trace_id": "1f0f6516-716e-84c4-fb98-f1b57483adc7" }
{ "account_age_days": 115, "account_id": "ACCT-24461B81A739", "baseline_risk_score": 0.566, "kyc_tier": "tier_2", "session_entropy": 0.171 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 233, "timestamp": "2026-01-02T19:45:00Z", "transaction_amount_usd": 75086.78 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.529, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 81592.28, "financial_exposure_usd": 195509.64, "recoverable_pct": 0.294 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109524", "label": "benign", "label_confidence": 0.616, "severity": "low", "timestamp": "2026-01-07T14:44:00Z", "trace_id": "510fe4cd-f92a-4c55-b400-6aaccfb41dc2" }
{ "account_age_days": 1527, "account_id": "ACCT-274987F47324", "baseline_risk_score": 0.065, "kyc_tier": "tier_2", "session_entropy": 0.5 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 400, "timestamp": "2026-01-07T08:32:00Z", "transaction_amount_usd": 24.06 }, { "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": 0.591, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 3710.47, "financial_exposure_usd": 5941.29, "recoverable_pct": 0.51 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109608", "label": "benign", "label_confidence": 0.73, "severity": "high", "timestamp": "2026-01-07T16:08:00Z", "trace_id": "bedc6def-f876-cf5d-0718-f91a8e753618" }
{ "account_age_days": 1482, "account_id": "ACCT-43A173FDD042", "baseline_risk_score": 0.195, "kyc_tier": "tier_2", "session_entropy": 0.834 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 451, "timestamp": "2026-01-07T16:08:00Z", "transaction_amount_usd": 4491.42 }, { "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": 0.722, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 4212.94, "financial_exposure_usd": 4921.04, "recoverable_pct": 0.789 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108223", "label": "benign", "label_confidence": 0.47, "severity": "medium", "timestamp": "2026-01-06T17:03:00Z", "trace_id": "d8aa00c2-203c-b765-3495-d9d7a5cc1169" }
{ "account_age_days": 1362, "account_id": "ACCT-1B11F1BAB9DE", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.317 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 784, "timestamp": "2026-01-06T17:03:00Z", "transaction_amount_usd": 1932.86 }, { "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": 0.511, "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": 259.04, "financial_exposure_usd": 377.24, "recoverable_pct": 0.899 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100681", "label": "fraudulent", "label_confidence": 0.946, "severity": "high", "timestamp": "2026-01-01T11:21:00Z", "trace_id": "0cd88800-b9d6-dc7a-608d-fe7b66772d17" }
{ "account_age_days": 784, "account_id": "ACCT-F043F1F12191", "baseline_risk_score": 0.563, "kyc_tier": "tier_3", "session_entropy": 0.312 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "DE", "latency_ms": 735, "timestamp": "2026-01-01T11:21:00Z", "transaction_amount_usd": 102665.73 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.915, "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": 450204.09, "financial_exposure_usd": 673910.59, "recoverable_pct": 0.448 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107244", "label": "benign", "label_confidence": 0.527, "severity": "low", "timestamp": "2026-01-06T00:44:00Z", "trace_id": "4779aee7-948e-c44d-510f-734ff7ac996a" }
{ "account_age_days": 1460, "account_id": "ACCT-E460D396DEEC", "baseline_risk_score": 0.194, "kyc_tier": "tier_2", "session_entropy": 0.853 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 694, "timestamp": "2026-01-06T00:44:00Z", "transaction_amount_usd": 2055 }, { "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": 0.591, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 2201.72, "financial_exposure_usd": 2568.19, "recoverable_pct": 0.514 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100393", "label": "fraudulent", "label_confidence": 0.949, "severity": "critical", "timestamp": "2026-01-01T06:33:00Z", "trace_id": "411f6fa2-3807-da06-5f67-ce49f09314cb" }
{ "account_age_days": 628, "account_id": "ACCT-C35E62D80616", "baseline_risk_score": 0.526, "kyc_tier": "tier_2", "session_entropy": 0.715 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CH", "latency_ms": 937, "timestamp": "2026-01-01T06:33:00Z", "transaction_amount_usd": 34042.14 }, { "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": 0.567, "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": 464990.48, "financial_exposure_usd": 613825.78, "recoverable_pct": 0.452 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100883", "label": "fraudulent", "label_confidence": 0.923, "severity": "critical", "timestamp": "2026-01-01T14:43:00Z", "trace_id": "e0124b22-f87d-3214-fe75-7cec345021df" }
{ "account_age_days": 790, "account_id": "ACCT-8E7AD444A656", "baseline_risk_score": 0.415, "kyc_tier": "tier_3", "session_entropy": 0.811 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 653, "timestamp": "2026-01-01T14:43:00Z", "transaction_amount_usd": 93128.87 }, { "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": 0.728, "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": 411790.16, "financial_exposure_usd": 799402.57, "recoverable_pct": 0.466 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108875", "label": "benign", "label_confidence": 0.677, "severity": "medium", "timestamp": "2026-01-07T03:55:00Z", "trace_id": "fc569d7b-ac74-8c19-d916-39ce6de734c1" }
{ "account_age_days": 1852, "account_id": "ACCT-4627C6CFEB11", "baseline_risk_score": 0.175, "kyc_tier": "tier_1", "session_entropy": 0.474 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 690, "timestamp": "2026-01-07T03:55:00Z", "transaction_amount_usd": 8092.68 }, { "asset": "USDT", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.639, "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": 6186.23, "financial_exposure_usd": 6207.56, "recoverable_pct": 0.958 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105353", "label": "fraudulent", "label_confidence": 0.923, "severity": "medium", "timestamp": "2026-01-04T17:13:00Z", "trace_id": "3ca00a73-0fe4-bb69-f84f-4418ab65741a" }
{ "account_age_days": 1638, "account_id": "ACCT-567771EDBF46", "baseline_risk_score": 0.344, "kyc_tier": "tier_2", "session_entropy": 0.603 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 356, "timestamp": "2026-01-04T17:13:00Z", "transaction_amount_usd": 1788700.21 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.733, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 1777181.51, "financial_exposure_usd": 3794179.46, "recoverable_pct": 0.428 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100087", "label": "fraudulent", "label_confidence": 0.783, "severity": "medium", "timestamp": "2026-01-01T01:27:00Z", "trace_id": "cc502a89-8a08-d40e-a239-5ad5af1f798c" }
{ "account_age_days": 848, "account_id": "ACCT-D66DE2A12776", "baseline_risk_score": 0.284, "kyc_tier": "tier_2", "session_entropy": 0.522 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 1009, "timestamp": "2026-01-01T01:27:00Z", "transaction_amount_usd": 6806.53 }, { "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": 0.746, "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": 601093.35, "financial_exposure_usd": 1141647.31, "recoverable_pct": 0.624 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103252", "label": "fraudulent", "label_confidence": 0.974, "severity": "medium", "timestamp": "2026-01-03T06:12:00Z", "trace_id": "21067ed0-417c-c6a4-8166-6b55298d87ec" }
{ "account_age_days": 36, "account_id": "ACCT-39F512EB1F8C", "baseline_risk_score": 0.501, "kyc_tier": "tier_1", "session_entropy": 0.12 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 1183, "timestamp": "2026-01-03T06:12:00Z", "transaction_amount_usd": 115563.66 }, { "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": 0.512, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 1068617.02, "financial_exposure_usd": 1277840, "recoverable_pct": 0.707 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100379", "label": "fraudulent", "label_confidence": 0.785, "severity": "medium", "timestamp": "2026-01-01T06:19:00Z", "trace_id": "4a24e243-6078-e100-54dd-07dc48ecd5e0" }
{ "account_age_days": 321, "account_id": "ACCT-8A05CE061F83", "baseline_risk_score": 0.348, "kyc_tier": "tier_1", "session_entropy": 0.402 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 685, "timestamp": "2026-01-01T06:19:00Z", "transaction_amount_usd": 100625.08 }, { "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": 0.577, "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": 755135.89, "financial_exposure_usd": 957962.49, "recoverable_pct": 0.312 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101050", "label": "fraudulent", "label_confidence": 0.846, "severity": "medium", "timestamp": "2026-01-01T17:30:00Z", "trace_id": "4b2910bb-1b04-c1f3-abb9-a7ad14052ce5" }
{ "account_age_days": 341, "account_id": "ACCT-38BE59822F8E", "baseline_risk_score": 0.535, "kyc_tier": "tier_2", "session_entropy": 0.232 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 467, "timestamp": "2026-01-01T17:30:00Z", "transaction_amount_usd": 20050.82 }, { "asset": "BTC", "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": 0.817, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 164111.78, "financial_exposure_usd": 177598.87, "recoverable_pct": 0.747 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }