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-108613", "label": "benign", "label_confidence": 0.536, "severity": "low", "timestamp": "2026-01-06T23:33:00Z", "trace_id": "db94d9b9-4bf5-e7ef-cfad-ed667f9609b3" }
{ "account_age_days": 1244, "account_id": "ACCT-D1504E71E5C6", "baseline_risk_score": 0.108, "kyc_tier": "tier_1", "session_entropy": 0.505 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 582, "timestamp": "2026-01-06T23:33:00Z", "transaction_amount_usd": 10304.3 }, { "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": 0.572, "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": 5717.91, "financial_exposure_usd": 6047.2, "recoverable_pct": 0.594 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100866", "label": "fraudulent", "label_confidence": 0.942, "severity": "high", "timestamp": "2026-01-01T14:26:00Z", "trace_id": "ad27874d-acac-b625-3817-ab0422b350c3" }
{ "account_age_days": 1071, "account_id": "ACCT-9726DADE9F37", "baseline_risk_score": 0.303, "kyc_tier": "tier_1", "session_entropy": 0.222 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 1172, "timestamp": "2026-01-01T14:26:00Z", "transaction_amount_usd": 1660.02 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.856, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 552657.95, "financial_exposure_usd": 1049884.85, "recoverable_pct": 0.491 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104581", "label": "fraudulent", "label_confidence": 0.658, "severity": "high", "timestamp": "2026-01-04T04:21:00Z", "trace_id": "b2619ec4-962f-d441-cf39-991eab34f0ff" }
{ "account_age_days": 1964, "account_id": "ACCT-830F8ADA4707", "baseline_risk_score": 0.448, "kyc_tier": "tier_2", "session_entropy": 0.537 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 646, "timestamp": "2026-01-04T04:21:00Z", "transaction_amount_usd": 97103.91 }, { "asset": "EUR", "burst_indicator": false, "event_name": "ORDER_BOOK_I...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.55, "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 p...
{ "customer_funds_at_risk_usd": 1539935.61, "financial_exposure_usd": 1569442.59, "recoverable_pct": 0.527 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101239", "label": "fraudulent", "label_confidence": 0.842, "severity": "critical", "timestamp": "2026-01-01T20:39:00Z", "trace_id": "11206312-ff26-888f-cfe9-350c2351b354" }
{ "account_age_days": 1250, "account_id": "ACCT-4BFA28E0515C", "baseline_risk_score": 0.605, "kyc_tier": "tier_1", "session_entropy": 0.947 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 885, "timestamp": "2026-01-01T20:39:00Z", "transaction_amount_usd": 105635.15 }, { "asset": "GBP", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.869, "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": 290301.27, "financial_exposure_usd": 319160.26, "recoverable_pct": 0.225 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100422", "label": "fraudulent", "label_confidence": 0.979, "severity": "high", "timestamp": "2026-01-01T07:02:00Z", "trace_id": "c7df6600-9aa0-bf74-4e8b-afc4cb208d25" }
{ "account_age_days": 1320, "account_id": "ACCT-1F8178D21C1B", "baseline_risk_score": 0.437, "kyc_tier": "tier_2", "session_entropy": 0.907 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 444, "timestamp": "2026-01-01T07:02:00Z", "transaction_amount_usd": 80826.03 }, { "asset": "SOL", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.623, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 721891.71, "financial_exposure_usd": 839506.73, "recoverable_pct": 0.522 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100490", "label": "fraudulent", "label_confidence": 0.886, "severity": "high", "timestamp": "2026-01-01T08:10:00Z", "trace_id": "1f643c0d-4d7d-9c5e-d41b-b559c9af2794" }
{ "account_age_days": 169, "account_id": "ACCT-696AB0C0938E", "baseline_risk_score": 0.546, "kyc_tier": "tier_3", "session_entropy": 0.552 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 931, "timestamp": "2026-01-01T08:10:00Z", "transaction_amount_usd": 26982.5 }, { "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": 0.827, "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": 249694.79, "financial_exposure_usd": 559751.2, "recoverable_pct": 0.007 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105410", "label": "fraudulent", "label_confidence": 0.602, "severity": "high", "timestamp": "2026-01-04T18:10:00Z", "trace_id": "a5ae145e-aaf0-342f-faa0-67c9c6e0acc1" }
{ "account_age_days": 1505, "account_id": "ACCT-661491DDF870", "baseline_risk_score": 0.086, "kyc_tier": "tier_3", "session_entropy": 0.799 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 745, "timestamp": "2026-01-04T18:10:00Z", "transaction_amount_usd": 2033739.68 }, { "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": 0.799, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, 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": 1564381.26, "financial_exposure_usd": 1964048.24, "recoverable_pct": 0.543 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106672", "label": "benign", "label_confidence": 0.67, "severity": "low", "timestamp": "2026-01-05T15:12:00Z", "trace_id": "03df41e1-b4fd-9054-bc22-0db71aa8bd09" }
{ "account_age_days": 1646, "account_id": "ACCT-EAC68AD46442", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.421 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 655, "timestamp": "2026-01-05T15:12:00Z", "transaction_amount_usd": 6595.37 }, { "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": 0.617, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 2403.6, "financial_exposure_usd": 3409.03, "recoverable_pct": 0.466 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106292", "label": "fraudulent", "label_confidence": 0.789, "severity": "medium", "timestamp": "2026-01-05T08:52:00Z", "trace_id": "7b9ae75a-5730-70ad-222b-199ad7cedc20" }
{ "account_age_days": 395, "account_id": "ACCT-48A2FBE52102", "baseline_risk_score": 0.234, "kyc_tier": "tier_1", "session_entropy": 0.184 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 1031, "timestamp": "2026-01-05T08:52:00Z", "transaction_amount_usd": 1559573.89 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.395, "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": 4153139.78, "financial_exposure_usd": 4895102.34, "recoverable_pct": 0.786 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107719", "label": "benign", "label_confidence": 0.723, "severity": "high", "timestamp": "2026-01-06T08:39:00Z", "trace_id": "fad5031d-6617-9a9e-7312-274b416f5097" }
{ "account_age_days": 819, "account_id": "ACCT-EFE0D721087F", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.826 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 210, "timestamp": "2026-01-05T22:25:00Z", "transaction_amount_usd": 10.47 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.713, "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": 1977.51, "financial_exposure_usd": 2807.45, "recoverable_pct": 0.94 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105966", "label": "fraudulent", "label_confidence": 0.82, "severity": "low", "timestamp": "2026-01-05T03:26:00Z", "trace_id": "e378ed7a-1bc3-e3ae-eabc-ec94a3948b16" }
{ "account_age_days": 1334, "account_id": "ACCT-6BB90F6E8918", "baseline_risk_score": 0.09, "kyc_tier": "tier_3", "session_entropy": 0.293 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 752, "timestamp": "2026-01-05T03:26:00Z", "transaction_amount_usd": 225825.34 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.535, "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": 3494493.97, "financial_exposure_usd": 8373235.27, "recoverable_pct": 0.696 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107002", "label": "benign", "label_confidence": 0.596, "severity": "critical", "timestamp": "2026-01-05T20:42:00Z", "trace_id": "409b1012-4619-f9ee-d03d-9c2113a3b121" }
{ "account_age_days": 1075, "account_id": "ACCT-2078F83A79E8", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.177 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 1138, "timestamp": "2026-01-05T20:42:00Z", "transaction_amount_usd": 1349.48 }, { "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": 0.566, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1263.26, "financial_exposure_usd": 2957.07, "recoverable_pct": 0.793 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108269", "label": "benign", "label_confidence": 0.747, "severity": "medium", "timestamp": "2026-01-06T17:49:00Z", "trace_id": "688b04ad-db58-e422-539d-ea2710599917" }
{ "account_age_days": 687, "account_id": "ACCT-EF8D30626CF2", "baseline_risk_score": 0.101, "kyc_tier": "tier_2", "session_entropy": 0.874 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 707, "timestamp": "2026-01-06T17:49:00Z", "transaction_amount_usd": 13277.64 }, { "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": 0.751, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1478.76, "financial_exposure_usd": 1527.29, "recoverable_pct": 0.903 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101922", "label": "fraudulent", "label_confidence": 0.829, "severity": "critical", "timestamp": "2026-01-02T08:02:00Z", "trace_id": "0cd46c71-9fc0-a7ad-c29c-d2df943b8a5f" }
{ "account_age_days": 1036, "account_id": "ACCT-E2D75BB36F88", "baseline_risk_score": 0.458, "kyc_tier": "tier_1", "session_entropy": 0.692 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 263, "timestamp": "2026-01-02T08:02:00Z", "transaction_amount_usd": 20484.94 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.636, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 565643.96, "financial_exposure_usd": 718156.39, "recoverable_pct": 0.103 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103115", "label": "fraudulent", "label_confidence": 0.844, "severity": "critical", "timestamp": "2026-01-03T03:55:00Z", "trace_id": "15ecc620-4321-ac28-6734-6ec9357f9e76" }
{ "account_age_days": 749, "account_id": "ACCT-A4A8228C246B", "baseline_risk_score": 0.264, "kyc_tier": "tier_1", "session_entropy": 0.118 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "SG", "latency_ms": 134, "timestamp": "2026-01-03T03:55:00Z", "transaction_amount_usd": 9960.35 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.785, "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": 316012.45, "financial_exposure_usd": 529822.86, "recoverable_pct": 0.693 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108823", "label": "benign", "label_confidence": 0.748, "severity": "high", "timestamp": "2026-01-07T03:03:00Z", "trace_id": "904062ba-a572-aab4-300d-04e7c171d7c9" }
{ "account_age_days": 953, "account_id": "ACCT-1D8135C797FB", "baseline_risk_score": 0.07, "kyc_tier": "tier_3", "session_entropy": 0.645 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 1113, "timestamp": "2026-01-07T03:03:00Z", "transaction_amount_usd": 14429.57 }, { "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": 0.641, "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": 7416.4, "financial_exposure_usd": 7537.8, "recoverable_pct": 0.621 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104013", "label": "fraudulent", "label_confidence": 0.929, "severity": "medium", "timestamp": "2026-01-03T18:53:00Z", "trace_id": "956f4b4b-21ea-37e6-7b6f-440f452aad2f" }
{ "account_age_days": 586, "account_id": "ACCT-670ED99BFECF", "baseline_risk_score": 0.394, "kyc_tier": "tier_2", "session_entropy": 0.888 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 463, "timestamp": "2026-01-03T18:53:00Z", "transaction_amount_usd": 340252.47 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.595, "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": 2563948.53, "financial_exposure_usd": 5331424.03, "recoverable_pct": 0.582 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101670", "label": "fraudulent", "label_confidence": 0.948, "severity": "medium", "timestamp": "2026-01-02T03:50:00Z", "trace_id": "e9c5ad26-5666-4ac6-c4c5-7a2b4f33d0c2" }
{ "account_age_days": 302, "account_id": "ACCT-A436791FE96F", "baseline_risk_score": 0.273, "kyc_tier": "tier_1", "session_entropy": 0.27 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 659, "timestamp": "2026-01-02T03:50:00Z", "transaction_amount_usd": 94603.05 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.705, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 747339.49, "financial_exposure_usd": 956205.05, "recoverable_pct": 0.561 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101097", "label": "fraudulent", "label_confidence": 0.801, "severity": "medium", "timestamp": "2026-01-01T18:17:00Z", "trace_id": "e11c8093-6ca5-c007-eb0d-14b3d8038a91" }
{ "account_age_days": 63, "account_id": "ACCT-252855EEC50C", "baseline_risk_score": 0.514, "kyc_tier": "tier_3", "session_entropy": 0.225 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 567, "timestamp": "2026-01-01T18:17:00Z", "transaction_amount_usd": 52728.25 }, { "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": 0.714, "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": 1003129.91, "financial_exposure_usd": 1151954.7, "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-102877", "label": "fraudulent", "label_confidence": 0.957, "severity": "medium", "timestamp": "2026-01-02T23:57:00Z", "trace_id": "831a0521-c034-b6d4-1e2c-98f2e8f77108" }
{ "account_age_days": 90, "account_id": "ACCT-5200DD6257C2", "baseline_risk_score": 0.441, "kyc_tier": "tier_1", "session_entropy": 0.811 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 337, "timestamp": "2026-01-02T17:07:00Z", "transaction_amount_usd": 21.1 }, { "asset": "USDT", "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": 0.778, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 1, 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": 199095.7, "financial_exposure_usd": 461252.66, "recoverable_pct": 0.559 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102801", "label": "fraudulent", "label_confidence": 0.813, "severity": "high", "timestamp": "2026-01-02T22:41:00Z", "trace_id": "d55d65a6-1ff1-9e07-ca3a-9d86129378ad" }
{ "account_age_days": 1370, "account_id": "ACCT-06ECE166FA8B", "baseline_risk_score": 0.55, "kyc_tier": "tier_1", "session_entropy": 0.784 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 207, "timestamp": "2026-01-02T12:42:00Z", "transaction_amount_usd": 24.87 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.94, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id ...
{ "customer_funds_at_risk_usd": 327973.64, "financial_exposure_usd": 565042.49, "recoverable_pct": 0.509 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106252", "label": "fraudulent", "label_confidence": 0.736, "severity": "low", "timestamp": "2026-01-05T08:12:00Z", "trace_id": "c0ac9055-1d60-183f-5c93-549778996bff" }
{ "account_age_days": 1116, "account_id": "ACCT-CD689AC880F5", "baseline_risk_score": 0.343, "kyc_tier": "tier_2", "session_entropy": 0.564 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 124, "timestamp": "2026-01-04T20:21:00Z", "transaction_amount_usd": 13.36 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.626, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 9", "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": 1802321.39, "financial_exposure_usd": 2705305.43, "recoverable_pct": 0.784 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109750", "label": "benign", "label_confidence": 0.465, "severity": "medium", "timestamp": "2026-01-07T18:30:00Z", "trace_id": "72f49825-5287-6dd8-657d-ad520ac7fc4f" }
{ "account_age_days": 106, "account_id": "ACCT-1CFAFE1B99B4", "baseline_risk_score": 0.127, "kyc_tier": "tier_3", "session_entropy": 0.275 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 429, "timestamp": "2026-01-07T18:30:00Z", "transaction_amount_usd": 1076.93 }, { "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": 0.665, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 3", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 2998.71, "financial_exposure_usd": 5608.37, "recoverable_pct": 0.957 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100492", "label": "fraudulent", "label_confidence": 0.774, "severity": "high", "timestamp": "2026-01-01T08:12:00Z", "trace_id": "8ac34aa0-103f-b9f0-a4aa-131bd4dab805" }
{ "account_age_days": 525, "account_id": "ACCT-C4C82B2B8E8A", "baseline_risk_score": 0.36, "kyc_tier": "tier_3", "session_entropy": 0.111 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 551, "timestamp": "2026-01-01T08:12:00Z", "transaction_amount_usd": 80233.44 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.854, "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": 825539.8, "financial_exposure_usd": 1012838.87, "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-100757", "label": "fraudulent", "label_confidence": 0.856, "severity": "high", "timestamp": "2026-01-01T12:37:00Z", "trace_id": "29b471d3-4cb8-54e9-b751-61260437f076" }
{ "account_age_days": 272, "account_id": "ACCT-954134C768C3", "baseline_risk_score": 0.314, "kyc_tier": "tier_1", "session_entropy": 0.626 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "MY", "latency_ms": 913, "timestamp": "2026-01-01T12:37:00Z", "transaction_amount_usd": 108628.59 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.709, "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": 705975.72, "financial_exposure_usd": 791119.87, "recoverable_pct": 0.33 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102000", "label": "fraudulent", "label_confidence": 0.882, "severity": "critical", "timestamp": "2026-01-02T09:20:00Z", "trace_id": "378c4a5f-fc0a-56ef-2c81-693cc4acded2" }
{ "account_age_days": 1867, "account_id": "ACCT-5DB8A419E4C2", "baseline_risk_score": 0.348, "kyc_tier": "tier_2", "session_entropy": 0.275 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 159, "timestamp": "2026-01-02T02:58:00Z", "transaction_amount_usd": 7.01 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.904, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 379522.97, "financial_exposure_usd": 854191.65, "recoverable_pct": 0.815 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108699", "label": "benign", "label_confidence": 0.55, "severity": "medium", "timestamp": "2026-01-07T00:59:00Z", "trace_id": "f0b25e29-95dd-9013-50d6-f27e52750ca6" }
{ "account_age_days": 818, "account_id": "ACCT-0AAE28A9D3B9", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.237 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 215, "timestamp": "2026-01-06T16:18:00Z", "transaction_amount_usd": 15.13 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.656, "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": 2463.2, "financial_exposure_usd": 3036.52, "recoverable_pct": 0.704 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106113", "label": "fraudulent", "label_confidence": 0.726, "severity": "medium", "timestamp": "2026-01-05T05:53:00Z", "trace_id": "1708478b-8e4b-5146-4488-5f4a11178314" }
{ "account_age_days": 851, "account_id": "ACCT-34BC7915D474", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.531 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 272, "timestamp": "2026-01-05T04:32:00Z", "transaction_amount_usd": 14.69 }, { "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": 0.9, "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 AND...
{ "customer_funds_at_risk_usd": 1526365.93, "financial_exposure_usd": 1680791.05, "recoverable_pct": 0.415 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108179", "label": "benign", "label_confidence": 0.511, "severity": "medium", "timestamp": "2026-01-06T16:19:00Z", "trace_id": "1b3a68d4-7d49-3481-940e-b47c40841ff0" }
{ "account_age_days": 320, "account_id": "ACCT-2316EA72083F", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.743 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 1149, "timestamp": "2026-01-06T16:19:00Z", "transaction_amount_usd": 12547.08 }, { "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": 0.601, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 691.57, "financial_exposure_usd": 1377.59, "recoverable_pct": 0.683 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108494", "label": "benign", "label_confidence": 0.646, "severity": "medium", "timestamp": "2026-01-06T21:34:00Z", "trace_id": "95d0fddc-c083-b07c-1225-7d2211eb37da" }
{ "account_age_days": 1470, "account_id": "ACCT-AD3B68D85096", "baseline_risk_score": 0.182, "kyc_tier": "tier_2", "session_entropy": 0.342 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 239, "timestamp": "2026-01-06T21:34:00Z", "transaction_amount_usd": 12439.87 }, { "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": 0.606, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 941.72, "financial_exposure_usd": 2231, "recoverable_pct": 0.501 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101157", "label": "fraudulent", "label_confidence": 0.978, "severity": "critical", "timestamp": "2026-01-01T19:17:00Z", "trace_id": "98e4a330-105b-0193-19b5-5ba56b88c883" }
{ "account_age_days": 1673, "account_id": "ACCT-54B734533EB7", "baseline_risk_score": 0.283, "kyc_tier": "tier_1", "session_entropy": 0.732 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 380, "timestamp": "2026-01-01T13:31:00Z", "transaction_amount_usd": 8.19 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.615, "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": 624362.82, "financial_exposure_usd": 756127.95, "recoverable_pct": 0.758 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108258", "label": "benign", "label_confidence": 0.696, "severity": "low", "timestamp": "2026-01-06T17:38:00Z", "trace_id": "da13314a-eced-f32d-1075-42344972dcab" }
{ "account_age_days": 205, "account_id": "ACCT-CA2274C205EC", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.912 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 467, "timestamp": "2026-01-06T17:38:00Z", "transaction_amount_usd": 6009.9 }, { "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": 0.509, "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": 450.8, "financial_exposure_usd": 602.94, "recoverable_pct": 0.828 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102647", "label": "fraudulent", "label_confidence": 0.814, "severity": "critical", "timestamp": "2026-01-02T20:07:00Z", "trace_id": "68b27591-9e3a-8a51-f1b7-1e54f70d377e" }
{ "account_age_days": 762, "account_id": "ACCT-BA9A96C66A46", "baseline_risk_score": 0.59, "kyc_tier": "tier_1", "session_entropy": 0.836 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 405, "timestamp": "2026-01-02T20:07:00Z", "transaction_amount_usd": 35204.76 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.357, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 733958.59, "financial_exposure_usd": 1271438.97, "recoverable_pct": 0.214 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101862", "label": "fraudulent", "label_confidence": 0.785, "severity": "critical", "timestamp": "2026-01-02T07:02:00Z", "trace_id": "9f248a66-b0cd-648a-d330-7342e8afd491" }
{ "account_age_days": 334, "account_id": "ACCT-D67C04046F80", "baseline_risk_score": 0.582, "kyc_tier": "tier_2", "session_entropy": 0.408 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 163, "timestamp": "2026-01-01T21:57:00Z", "transaction_amount_usd": 14.5 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.84, "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 HAV...
{ "customer_funds_at_risk_usd": 332875.66, "financial_exposure_usd": 589622.46, "recoverable_pct": 0.028 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106489", "label": "fraudulent", "label_confidence": 0.861, "severity": "medium", "timestamp": "2026-01-05T12:09:00Z", "trace_id": "f0604ad1-184b-cd3d-ad89-5a00ea891df7" }
{ "account_age_days": 616, "account_id": "ACCT-DB48B2480750", "baseline_risk_score": 0.268, "kyc_tier": "tier_1", "session_entropy": 0.179 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 839, "timestamp": "2026-01-05T12:09:00Z", "transaction_amount_usd": 2967496.07 }, { "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": 0.718, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 4289281.46, "financial_exposure_usd": 4380879.1, "recoverable_pct": 0.419 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100861", "label": "fraudulent", "label_confidence": 0.894, "severity": "high", "timestamp": "2026-01-01T14:21:00Z", "trace_id": "14e80cd9-ce7e-8e4b-0ba2-58f02115d7c0" }
{ "account_age_days": 359, "account_id": "ACCT-7BD9BDA90062", "baseline_risk_score": 0.425, "kyc_tier": "tier_3", "session_entropy": 0.759 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 721, "timestamp": "2026-01-01T14:21:00Z", "transaction_amount_usd": 37007.75 }, { "asset": "EUR", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.439, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 602678.6, "financial_exposure_usd": 734549.13, "recoverable_pct": 0.612 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102431", "label": "fraudulent", "label_confidence": 0.88, "severity": "high", "timestamp": "2026-01-02T16:31:00Z", "trace_id": "4b058c25-9d65-5616-89eb-dae8cc16d5f9" }
{ "account_age_days": 1143, "account_id": "ACCT-CEDF6C6828D8", "baseline_risk_score": 0.348, "kyc_tier": "tier_3", "session_entropy": 0.128 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 889, "timestamp": "2026-01-02T16:31:00Z", "transaction_amount_usd": 64722.86 }, { "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": 0.748, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 819632.9, "financial_exposure_usd": 1037347.95, "recoverable_pct": 0.557 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105620", "label": "fraudulent", "label_confidence": 0.714, "severity": "critical", "timestamp": "2026-01-04T21:40:00Z", "trace_id": "74019311-6d17-364c-2dfc-12866ea3851a" }
{ "account_age_days": 701, "account_id": "ACCT-B1BAF213F827", "baseline_risk_score": 0.083, "kyc_tier": "tier_2", "session_entropy": 0.402 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 124, "timestamp": "2026-01-04T20:25:00Z", "transaction_amount_usd": 2.78 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.351, "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": 5931327.48, "financial_exposure_usd": 8074294.8, "recoverable_pct": 0.488 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103259", "label": "fraudulent", "label_confidence": 0.81, "severity": "critical", "timestamp": "2026-01-03T06:19:00Z", "trace_id": "a25d69cd-606e-aab8-cbdc-2f71e4d5c0f3" }
{ "account_age_days": 125, "account_id": "ACCT-0694B8F15302", "baseline_risk_score": 0.336, "kyc_tier": "tier_2", "session_entropy": 0.242 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 220, "timestamp": "2026-01-03T01:18:00Z", "transaction_amount_usd": 18.94 }, { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.864, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 244194.99, "financial_exposure_usd": 408758.46, "recoverable_pct": 0.729 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109192", "label": "benign", "label_confidence": 0.631, "severity": "low", "timestamp": "2026-01-07T09:12:00Z", "trace_id": "9f18ab3d-9cb9-93f8-94bf-3530437597b7" }
{ "account_age_days": 586, "account_id": "ACCT-AEE8F61B4448", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.561 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 949, "timestamp": "2026-01-07T09:12:00Z", "transaction_amount_usd": 2219.42 }, { "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": 0.459, "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": 1005.93, "financial_exposure_usd": 2092.14, "recoverable_pct": 0.589 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100316", "label": "fraudulent", "label_confidence": 0.803, "severity": "medium", "timestamp": "2026-01-01T05:16:00Z", "trace_id": "045b44d9-bafd-2834-aa10-ce87efbfb921" }
{ "account_age_days": 1159, "account_id": "ACCT-F9F6C49C8EB7", "baseline_risk_score": 0.454, "kyc_tier": "tier_1", "session_entropy": 0.175 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 395, "timestamp": "2025-12-31T19:00:00Z", "transaction_amount_usd": 22.08 }, { "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": 0.37, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 360062.81, "financial_exposure_usd": 466507.3, "recoverable_pct": 0.482 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101126", "label": "fraudulent", "label_confidence": 0.786, "severity": "high", "timestamp": "2026-01-01T18:46:00Z", "trace_id": "2a8045cd-5321-e9ed-3070-0a49edac8909" }
{ "account_age_days": 182, "account_id": "ACCT-81DCAB6D540F", "baseline_risk_score": 0.622, "kyc_tier": "tier_3", "session_entropy": 0.283 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 122, "timestamp": "2026-01-01T11:03:00Z", "transaction_amount_usd": 23.91 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.453, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 121470.39, "financial_exposure_usd": 199002.31, "recoverable_pct": 0.022 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101115", "label": "fraudulent", "label_confidence": 0.953, "severity": "critical", "timestamp": "2026-01-01T18:35:00Z", "trace_id": "9a5befa1-35fd-fb43-80ad-2d72f3d5a982" }
{ "account_age_days": 1588, "account_id": "ACCT-63D61FBA7385", "baseline_risk_score": 0.371, "kyc_tier": "tier_3", "session_entropy": 0.124 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 251, "timestamp": "2026-01-01T09:22:00Z", "transaction_amount_usd": 5.32 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.462, "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": 639952.42, "financial_exposure_usd": 931954.03, "recoverable_pct": 0.485 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102588", "label": "fraudulent", "label_confidence": 0.938, "severity": "medium", "timestamp": "2026-01-02T19:08:00Z", "trace_id": "686e49fd-faef-f930-81e3-738f256b4859" }
{ "account_age_days": 298, "account_id": "ACCT-766155BAAB25", "baseline_risk_score": 0.414, "kyc_tier": "tier_2", "session_entropy": 0.356 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 808, "timestamp": "2026-01-02T19:08:00Z", "transaction_amount_usd": 49258.75 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.647, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 713982.5, "financial_exposure_usd": 863991.67, "recoverable_pct": 0.837 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107247", "label": "benign", "label_confidence": 0.645, "severity": "medium", "timestamp": "2026-01-06T00:47:00Z", "trace_id": "3b8f34c9-4b51-2fa4-c167-7c458b0b4b95" }
{ "account_age_days": 641, "account_id": "ACCT-22EDBCB24A0F", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.309 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 827, "timestamp": "2026-01-06T00:47:00Z", "transaction_amount_usd": 2325.13 }, { "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": 0.789, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 2622.11, "financial_exposure_usd": 3557.56, "recoverable_pct": 0.537 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103360", "label": "fraudulent", "label_confidence": 0.754, "severity": "high", "timestamp": "2026-01-03T08:00:00Z", "trace_id": "c069188c-98d2-ad01-2892-df0cad4cb0b7" }
{ "account_age_days": 173, "account_id": "ACCT-52C757779A55", "baseline_risk_score": 0.347, "kyc_tier": "tier_2", "session_entropy": 0.829 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 541, "timestamp": "2026-01-03T08:00:00Z", "transaction_amount_usd": 2050855.82 }, { "asset": "EUR", "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": 0.464, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 2574355.42, "financial_exposure_usd": 3266245.06, "recoverable_pct": 0.61 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105288", "label": "fraudulent", "label_confidence": 0.931, "severity": "high", "timestamp": "2026-01-04T16:08:00Z", "trace_id": "21ad784b-573a-d1dd-f6fe-368e45a236a2" }
{ "account_age_days": 1544, "account_id": "ACCT-409097344037", "baseline_risk_score": 0.066, "kyc_tier": "tier_3", "session_entropy": 0.352 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 749, "timestamp": "2026-01-04T16:08:00Z", "transaction_amount_usd": 2809747.65 }, { "asset": "EUR", "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": 0.453, "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": 2579900.84, "financial_exposure_usd": 5249918.94, "recoverable_pct": 0.743 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106265", "label": "fraudulent", "label_confidence": 0.741, "severity": "medium", "timestamp": "2026-01-05T08:25:00Z", "trace_id": "0d4eb8d3-651f-b55b-c2f4-cf26d00f4d71" }
{ "account_age_days": 148, "account_id": "ACCT-9260B461755D", "baseline_risk_score": 0.342, "kyc_tier": "tier_2", "session_entropy": 0.515 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 274, "timestamp": "2026-01-05T00:25:00Z", "transaction_amount_usd": 4.84 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED"...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.352, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 2540477.77, "financial_exposure_usd": 5634173.66, "recoverable_pct": 0.536 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102908", "label": "fraudulent", "label_confidence": 0.774, "severity": "medium", "timestamp": "2026-01-03T00:28:00Z", "trace_id": "badf3a17-8454-9e15-35b2-79c6fe05c0fe" }
{ "account_age_days": 1959, "account_id": "ACCT-A41904F43BDF", "baseline_risk_score": 0.549, "kyc_tier": "tier_2", "session_entropy": 0.15 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 1199, "timestamp": "2026-01-03T00:28:00Z", "transaction_amount_usd": 12849.07 }, { "asset": "JPY", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.659, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 440618.8, "financial_exposure_usd": 1006839.15, "recoverable_pct": 0.772 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100295", "label": "fraudulent", "label_confidence": 0.851, "severity": "medium", "timestamp": "2026-01-01T04:55:00Z", "trace_id": "fd135ac5-e6cf-af54-ca9d-c28c8d5af123" }
{ "account_age_days": 1607, "account_id": "ACCT-AB9A95851F73", "baseline_risk_score": 0.413, "kyc_tier": "tier_2", "session_entropy": 0.866 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 182, "timestamp": "2026-01-01T04:55:00Z", "transaction_amount_usd": 85087.65 }, { "asset": "JPY", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.91, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVING...
{ "customer_funds_at_risk_usd": 1057577.02, "financial_exposure_usd": 1596285.44, "recoverable_pct": 0.363 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102296", "label": "fraudulent", "label_confidence": 0.786, "severity": "critical", "timestamp": "2026-01-02T14:16:00Z", "trace_id": "1451bd5f-39ca-15fb-ef76-c9da2d28a8ef" }
{ "account_age_days": 1014, "account_id": "ACCT-27D4869BCD6B", "baseline_risk_score": 0.457, "kyc_tier": "tier_1", "session_entropy": 0.709 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 122, "timestamp": "2026-01-02T14:16:00Z", "transaction_amount_usd": 51497.5 }, { "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": 0.405, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 456747.17, "financial_exposure_usd": 784633.66, "recoverable_pct": 0.619 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105908", "label": "fraudulent", "label_confidence": 0.787, "severity": "low", "timestamp": "2026-01-05T02:28:00Z", "trace_id": "9baf6a39-3fb5-a6d7-2f8b-f794878e0fed" }
{ "account_age_days": 1332, "account_id": "ACCT-9968F95193F3", "baseline_risk_score": 0.272, "kyc_tier": "tier_2", "session_entropy": 0.129 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 288, "timestamp": "2026-01-05T00:03:00Z", "transaction_amount_usd": 11.3 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.358, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 2487461.47, "financial_exposure_usd": 6155545.57, "recoverable_pct": 0.955 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100707", "label": "fraudulent", "label_confidence": 0.942, "severity": "medium", "timestamp": "2026-01-01T11:47:00Z", "trace_id": "d905be03-bd2e-54df-19c9-72aed8869323" }
{ "account_age_days": 474, "account_id": "ACCT-EE98F932B6D2", "baseline_risk_score": 0.506, "kyc_tier": "tier_1", "session_entropy": 0.298 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 266, "timestamp": "2026-01-01T11:47:00Z", "transaction_amount_usd": 29440.48 }, { "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": 0.544, "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": 203681.04, "financial_exposure_usd": 433415.08, "recoverable_pct": 0.8 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105458", "label": "fraudulent", "label_confidence": 0.771, "severity": "medium", "timestamp": "2026-01-04T18:58:00Z", "trace_id": "68c3814b-38f2-4cbe-bc2b-8a141409c169" }
{ "account_age_days": 1361, "account_id": "ACCT-7F1981640F98", "baseline_risk_score": 0.051, "kyc_tier": "tier_1", "session_entropy": 0.194 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 393, "timestamp": "2026-01-04T18:58:00Z", "transaction_amount_usd": 439438.98 }, { "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": 0.888, "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": 3913004.67, "financial_exposure_usd": 5091727.37, "recoverable_pct": 0.482 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107675", "label": "benign", "label_confidence": 0.497, "severity": "low", "timestamp": "2026-01-06T07:55:00Z", "trace_id": "8ce4d279-8325-7177-db2d-cf7e85fe1c4b" }
{ "account_age_days": 1511, "account_id": "ACCT-A5582BB46197", "baseline_risk_score": 0.162, "kyc_tier": "tier_2", "session_entropy": 0.8 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 387, "timestamp": "2026-01-05T22:03:00Z", "transaction_amount_usd": 8.15 }, { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.793, "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": 2942.44, "financial_exposure_usd": 3771.85, "recoverable_pct": 0.868 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105425", "label": "fraudulent", "label_confidence": 0.778, "severity": "high", "timestamp": "2026-01-04T18:25:00Z", "trace_id": "bec05252-69a3-50be-b78c-23d63f2be273" }
{ "account_age_days": 283, "account_id": "ACCT-4A1BD706DC61", "baseline_risk_score": 0.172, "kyc_tier": "tier_3", "session_entropy": 0.613 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 303, "timestamp": "2026-01-04T06:55:00Z", "transaction_amount_usd": 24.94 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.753, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 5113301.74, "financial_exposure_usd": 5892553.79, "recoverable_pct": 0.503 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106748", "label": "benign", "label_confidence": 0.458, "severity": "medium", "timestamp": "2026-01-05T16:28:00Z", "trace_id": "0bcdd39e-9773-db58-66d3-c3a65cb6b130" }
{ "account_age_days": 786, "account_id": "ACCT-483671C6F7AB", "baseline_risk_score": 0.102, "kyc_tier": "tier_3", "session_entropy": 0.317 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 135, "timestamp": "2026-01-05T16:28:00Z", "transaction_amount_usd": 10586.35 }, { "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": 0.663, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 2774.19, "financial_exposure_usd": 3836.96, "recoverable_pct": 0.811 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104066", "label": "fraudulent", "label_confidence": 0.943, "severity": "low", "timestamp": "2026-01-03T19:46:00Z", "trace_id": "f013f6cf-d37d-eb78-4b0a-d038fd2c7b01" }
{ "account_age_days": 378, "account_id": "ACCT-8BCA28ADBF7D", "baseline_risk_score": 0.437, "kyc_tier": "tier_2", "session_entropy": 0.597 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 149, "timestamp": "2026-01-03T14:56:00Z", "transaction_amount_usd": 1.95 }, { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.381, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 9", "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": 4442571.69, "financial_exposure_usd": 5546196.48, "recoverable_pct": 0.692 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105347", "label": "fraudulent", "label_confidence": 0.605, "severity": "high", "timestamp": "2026-01-04T17:07:00Z", "trace_id": "1ed9e3f1-8447-a3a8-05c6-dba39b6f485b" }
{ "account_age_days": 1331, "account_id": "ACCT-149C4AF296DF", "baseline_risk_score": 0.063, "kyc_tier": "tier_2", "session_entropy": 0.878 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 518, "timestamp": "2026-01-04T17:07:00Z", "transaction_amount_usd": 1113541.66 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BO...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.51, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AN...
{ "customer_funds_at_risk_usd": 1924036.87, "financial_exposure_usd": 3535432.89, "recoverable_pct": 0.495 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105827", "label": "fraudulent", "label_confidence": 0.689, "severity": "high", "timestamp": "2026-01-05T01:07:00Z", "trace_id": "96091d48-4dab-e070-3aa1-76ac0667f060" }
{ "account_age_days": 1421, "account_id": "ACCT-6BBF0F8027FF", "baseline_risk_score": 0.262, "kyc_tier": "tier_2", "session_entropy": 0.924 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 174, "timestamp": "2026-01-04T23:23:00Z", "transaction_amount_usd": 9.11 }, { "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": 0.445, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 5011359.18, "financial_exposure_usd": 5374823.13, "recoverable_pct": 0.598 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108656", "label": "benign", "label_confidence": 0.732, "severity": "low", "timestamp": "2026-01-07T00:16:00Z", "trace_id": "8f71cf56-ed99-2986-d2cb-b9c6ccdf65f0" }
{ "account_age_days": 1941, "account_id": "ACCT-FF73A163C7CF", "baseline_risk_score": 0.161, "kyc_tier": "tier_2", "session_entropy": 0.485 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 781, "timestamp": "2026-01-07T00:16:00Z", "transaction_amount_usd": 9785.47 }, { "asset": "USDC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.457, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 1235.1, "financial_exposure_usd": 2142.29, "recoverable_pct": 0.939 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104609", "label": "fraudulent", "label_confidence": 0.885, "severity": "low", "timestamp": "2026-01-04T04:49:00Z", "trace_id": "e5c361d5-2e8f-9610-0412-632c1d15cf65" }
{ "account_age_days": 1712, "account_id": "ACCT-85AA3B6BD087", "baseline_risk_score": 0.113, "kyc_tier": "tier_2", "session_entropy": 0.886 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 574, "timestamp": "2026-01-04T04:49:00Z", "transaction_amount_usd": 445089.05 }, { "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": 0.802, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 2857751.58, "financial_exposure_usd": 2883996.46, "recoverable_pct": 0.655 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108130", "label": "benign", "label_confidence": 0.583, "severity": "low", "timestamp": "2026-01-06T15:30:00Z", "trace_id": "dc251fb2-f88a-c939-fd76-df74bedfbb13" }
{ "account_age_days": 1464, "account_id": "ACCT-9640D6C3E20D", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.741 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 618, "timestamp": "2026-01-06T15:30:00Z", "transaction_amount_usd": 5406.39 }, { "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": 0.762, "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": 428.56, "financial_exposure_usd": 513.65, "recoverable_pct": 0.485 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108313", "label": "benign", "label_confidence": 0.453, "severity": "critical", "timestamp": "2026-01-06T18:33:00Z", "trace_id": "a3a8f659-268d-7d19-de4a-4f134b48d9f0" }
{ "account_age_days": 1123, "account_id": "ACCT-D1B3A4E12506", "baseline_risk_score": 0.093, "kyc_tier": "tier_1", "session_entropy": 0.526 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 294, "timestamp": "2026-01-06T15:18:00Z", "transaction_amount_usd": 4.68 }, { "asset": "JPY", "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": 0.761, "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": 377.28, "financial_exposure_usd": 792.35, "recoverable_pct": 0.89 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101608", "label": "fraudulent", "label_confidence": 0.933, "severity": "low", "timestamp": "2026-01-02T02:48:00Z", "trace_id": "b5b79437-36ac-89dc-62ca-ec2c3184bc11" }
{ "account_age_days": 744, "account_id": "ACCT-17E761A4F035", "baseline_risk_score": 0.61, "kyc_tier": "tier_1", "session_entropy": 0.318 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 139, "timestamp": "2026-01-01T20:07:00Z", "transaction_amount_usd": 6.53 }, { "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": 0.734, "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": 384672.83, "financial_exposure_usd": 586695.89, "recoverable_pct": 0.358 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100211", "label": "fraudulent", "label_confidence": 0.825, "severity": "medium", "timestamp": "2026-01-01T03:31:00Z", "trace_id": "6dd2c683-9e54-b7bf-af1e-65964f844346" }
{ "account_age_days": 561, "account_id": "ACCT-8FD73AF97B88", "baseline_risk_score": 0.503, "kyc_tier": "tier_2", "session_entropy": 0.224 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 269, "timestamp": "2025-12-31T16:28:00Z", "transaction_amount_usd": 18.12 }, { "asset": "USDC", "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": 0.941, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 388437.95, "financial_exposure_usd": 434260.28, "recoverable_pct": 0.549 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108205", "label": "benign", "label_confidence": 0.715, "severity": "medium", "timestamp": "2026-01-06T16:45:00Z", "trace_id": "33885f78-71d4-dab5-1b98-4dcc660337d3" }
{ "account_age_days": 1192, "account_id": "ACCT-26736ACF6776", "baseline_risk_score": 0.062, "kyc_tier": "tier_1", "session_entropy": 0.925 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 116, "timestamp": "2026-01-06T16:45:00Z", "transaction_amount_usd": 12181.06 }, { "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": 0.514, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 2719.72, "financial_exposure_usd": 4393.62, "recoverable_pct": 0.646 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104435", "label": "fraudulent", "label_confidence": 0.724, "severity": "high", "timestamp": "2026-01-04T01:55:00Z", "trace_id": "38786781-3caf-67b3-2817-447fe05d432c" }
{ "account_age_days": 631, "account_id": "ACCT-B1BC997F1402", "baseline_risk_score": 0.138, "kyc_tier": "tier_2", "session_entropy": 0.364 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 807, "timestamp": "2026-01-04T01:55:00Z", "transaction_amount_usd": 2901908.86 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.819, "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": 6105098.46, "financial_exposure_usd": 6159640.74, "recoverable_pct": 0.822 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100125", "label": "fraudulent", "label_confidence": 0.792, "severity": "high", "timestamp": "2026-01-01T02:05:00Z", "trace_id": "a8d99292-4a85-e443-3ba8-78d934b55b86" }
{ "account_age_days": 493, "account_id": "ACCT-B2DA61F764BF", "baseline_risk_score": 0.614, "kyc_tier": "tier_1", "session_entropy": 0.904 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 280, "timestamp": "2025-12-31T16:22:00Z", "transaction_amount_usd": 4.3 }, { "asset": "USDC", "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": 0.88, "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 HAVIN...
{ "customer_funds_at_risk_usd": 971868.65, "financial_exposure_usd": 1214844.68, "recoverable_pct": 0.057 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106119", "label": "fraudulent", "label_confidence": 0.801, "severity": "medium", "timestamp": "2026-01-05T05:59:00Z", "trace_id": "63637f86-cb77-6e82-6b40-559468ddc484" }
{ "account_age_days": 215, "account_id": "ACCT-F129B24A2385", "baseline_risk_score": 0.282, "kyc_tier": "tier_1", "session_entropy": 0.299 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 743, "timestamp": "2026-01-05T05:59:00Z", "transaction_amount_usd": 2700295.65 }, { "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": 0.721, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 3999615.64, "financial_exposure_usd": 7657394.41, "recoverable_pct": 0.744 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100155", "label": "fraudulent", "label_confidence": 0.902, "severity": "high", "timestamp": "2026-01-01T02:35:00Z", "trace_id": "11c7beb2-042a-6bd7-a510-04b8565f2ea8" }
{ "account_age_days": 465, "account_id": "ACCT-C5CBFEDD5268", "baseline_risk_score": 0.481, "kyc_tier": "tier_1", "session_entropy": 0.721 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 284, "timestamp": "2025-12-31T18:10:00Z", "transaction_amount_usd": 7.93 }, { "asset": "USDT", "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": 0.81, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVING...
{ "customer_funds_at_risk_usd": 512215.68, "financial_exposure_usd": 837219.37, "recoverable_pct": 0.71 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107461", "label": "benign", "label_confidence": 0.519, "severity": "medium", "timestamp": "2026-01-06T04:21:00Z", "trace_id": "1ea114f8-211a-27f8-b3b3-e3d06f45be7f" }
{ "account_age_days": 1928, "account_id": "ACCT-4CD4539C2E56", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.476 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 473, "timestamp": "2026-01-06T04:21:00Z", "transaction_amount_usd": 7655.21 }, { "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": 0.685, "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": 1836.59, "financial_exposure_usd": 2237.99, "recoverable_pct": 0.533 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104085", "label": "fraudulent", "label_confidence": 0.684, "severity": "medium", "timestamp": "2026-01-03T20:05:00Z", "trace_id": "1d01d77d-cb39-c6df-d5d2-6cd447f9135b" }
{ "account_age_days": 677, "account_id": "ACCT-13860149E491", "baseline_risk_score": 0.244, "kyc_tier": "tier_3", "session_entropy": 0.57 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 152, "timestamp": "2026-01-03T20:05:00Z", "transaction_amount_usd": 1259047.01 }, { "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": 0.888, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 5502601.72, "financial_exposure_usd": 6838383.24, "recoverable_pct": 0.87 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107026", "label": "benign", "label_confidence": 0.558, "severity": "medium", "timestamp": "2026-01-05T21:06:00Z", "trace_id": "00568c2f-e7e8-87f6-3835-299d8978e3fa" }
{ "account_age_days": 213, "account_id": "ACCT-322102749E55", "baseline_risk_score": 0.178, "kyc_tier": "tier_3", "session_entropy": 0.152 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 292, "timestamp": "2026-01-05T21:06:00Z", "transaction_amount_usd": 1183.99 }, { "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": 0.491, "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": 2456.75, "financial_exposure_usd": 3056.38, "recoverable_pct": 0.614 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109143", "label": "benign", "label_confidence": 0.613, "severity": "high", "timestamp": "2026-01-07T08:23:00Z", "trace_id": "b9b9fa18-2b60-1394-13e0-6e3e0ed26e45" }
{ "account_age_days": 1960, "account_id": "ACCT-5C579263A64C", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.297 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 279, "timestamp": "2026-01-07T08:23:00Z", "transaction_amount_usd": 13137.86 }, { "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": 0.517, "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": 3566.43, "financial_exposure_usd": 3608.31, "recoverable_pct": 0.852 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102714", "label": "fraudulent", "label_confidence": 0.761, "severity": "medium", "timestamp": "2026-01-02T21:14:00Z", "trace_id": "9bda5013-e970-8cc0-b092-4ba5dc7266f0" }
{ "account_age_days": 1002, "account_id": "ACCT-ABCE03B05FA4", "baseline_risk_score": 0.268, "kyc_tier": "tier_2", "session_entropy": 0.484 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 201, "timestamp": "2026-01-02T18:48:00Z", "transaction_amount_usd": 16.89 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.5, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVING...
{ "customer_funds_at_risk_usd": 692657.87, "financial_exposure_usd": 1052367.75, "recoverable_pct": 0.729 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105729", "label": "fraudulent", "label_confidence": 0.804, "severity": "critical", "timestamp": "2026-01-04T23:29:00Z", "trace_id": "b0495c2d-910e-a5c4-c2f5-aa39e4eeaaed" }
{ "account_age_days": 672, "account_id": "ACCT-7B2E56B278A3", "baseline_risk_score": 0.053, "kyc_tier": "tier_2", "session_entropy": 0.372 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 596, "timestamp": "2026-01-04T23:29:00Z", "transaction_amount_usd": 2524920.33 }, { "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 4, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 4404945.52, "financial_exposure_usd": 5730667.9, "recoverable_pct": 0.724 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100631", "label": "fraudulent", "label_confidence": 0.763, "severity": "high", "timestamp": "2026-01-01T10:31:00Z", "trace_id": "68027fa6-5c7c-f2ca-2b9f-13f459db9595" }
{ "account_age_days": 1047, "account_id": "ACCT-603157F5F6A1", "baseline_risk_score": 0.411, "kyc_tier": "tier_2", "session_entropy": 0.185 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 307, "timestamp": "2026-01-01T09:57:00Z", "transaction_amount_usd": 10.62 }, { "asset": "USDT", "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": 0.517, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 564748.64, "financial_exposure_usd": 991284.76, "recoverable_pct": 0.647 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104797", "label": "fraudulent", "label_confidence": 0.949, "severity": "medium", "timestamp": "2026-01-04T07:57:00Z", "trace_id": "bf25bd2d-a025-f397-5425-448c9e9ec32a" }
{ "account_age_days": 39, "account_id": "ACCT-0494C0359609", "baseline_risk_score": 0.328, "kyc_tier": "tier_1", "session_entropy": 0.148 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 681, "timestamp": "2026-01-04T07:57:00Z", "transaction_amount_usd": 2419061.74 }, { "asset": "JPY", "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": 0.649, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 2810895.29, "financial_exposure_usd": 4525419.4, "recoverable_pct": 0.758 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109332", "label": "benign", "label_confidence": 0.687, "severity": "low", "timestamp": "2026-01-07T11:32:00Z", "trace_id": "f159639b-3ac0-2219-106c-2f05d49e448b" }
{ "account_age_days": 412, "account_id": "ACCT-241CF24C1509", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.255 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 687, "timestamp": "2026-01-07T11:32:00Z", "transaction_amount_usd": 4826.34 }, { "asset": "SOL", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.485, "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": 242.35, "financial_exposure_usd": 562.99, "recoverable_pct": 0.76 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105259", "label": "fraudulent", "label_confidence": 0.822, "severity": "high", "timestamp": "2026-01-04T15:39:00Z", "trace_id": "f3fb8645-5472-3a65-f390-957c48626eac" }
{ "account_age_days": 666, "account_id": "ACCT-5903487F81AE", "baseline_risk_score": 0.126, "kyc_tier": "tier_3", "session_entropy": 0.532 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 303, "timestamp": "2026-01-04T15:39:00Z", "transaction_amount_usd": 2749033.12 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.733, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 1362896.1, "financial_exposure_usd": 1445970.67, "recoverable_pct": 0.934 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100754", "label": "fraudulent", "label_confidence": 0.928, "severity": "high", "timestamp": "2026-01-01T12:34:00Z", "trace_id": "93bd10cb-5d4a-bbbc-4d8a-84c236ce365b" }
{ "account_age_days": 206, "account_id": "ACCT-DD43226447B1", "baseline_risk_score": 0.49, "kyc_tier": "tier_2", "session_entropy": 0.387 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 894, "timestamp": "2026-01-01T12:34:00Z", "transaction_amount_usd": 76858.86 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.735, "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": 613472.11, "financial_exposure_usd": 796978.9, "recoverable_pct": 0.742 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108105", "label": "benign", "label_confidence": 0.654, "severity": "medium", "timestamp": "2026-01-06T15:05:00Z", "trace_id": "5b96aa64-71f2-b92f-b3ba-0b6d6dce2893" }
{ "account_age_days": 953, "account_id": "ACCT-1595696CA8C8", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.31 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 1034, "timestamp": "2026-01-06T15:05:00Z", "transaction_amount_usd": 12850.82 }, { "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": 0.651, "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": 2539.58, "financial_exposure_usd": 3982.26, "recoverable_pct": 0.407 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103852", "label": "fraudulent", "label_confidence": 0.944, "severity": "critical", "timestamp": "2026-01-03T16:12:00Z", "trace_id": "1df016cb-2255-25fe-a049-450777f5b443" }
{ "account_age_days": 1243, "account_id": "ACCT-A49DB56B9F94", "baseline_risk_score": 0.122, "kyc_tier": "tier_2", "session_entropy": 0.546 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 296, "timestamp": "2026-01-03T14:06:00Z", "transaction_amount_usd": 15.57 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTE...
{ "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": 0.765, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 4455012.48, "financial_exposure_usd": 5425945.3, "recoverable_pct": 0.732 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104841", "label": "fraudulent", "label_confidence": 0.905, "severity": "high", "timestamp": "2026-01-04T08:41:00Z", "trace_id": "a5b2152f-95e8-2792-0ae1-64f0c0b9ae32" }
{ "account_age_days": 1618, "account_id": "ACCT-ADB32230E5C5", "baseline_risk_score": 0.161, "kyc_tier": "tier_2", "session_entropy": 0.588 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 286, "timestamp": "2026-01-04T03:33:00Z", "transaction_amount_usd": 9.72 }, { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED"...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.382, "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": 3456213.03, "financial_exposure_usd": 5747577.64, "recoverable_pct": 0.513 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100403", "label": "fraudulent", "label_confidence": 0.875, "severity": "critical", "timestamp": "2026-01-01T06:43:00Z", "trace_id": "c11aa7ba-0960-a59c-9411-bd98448bfa0a" }
{ "account_age_days": 203, "account_id": "ACCT-42D8C5239925", "baseline_risk_score": 0.299, "kyc_tier": "tier_1", "session_entropy": 0.404 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 811, "timestamp": "2026-01-01T06:43:00Z", "transaction_amount_usd": 72445.13 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.501, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 211016.65, "financial_exposure_usd": 462462.09, "recoverable_pct": 0.331 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104104", "label": "fraudulent", "label_confidence": 0.861, "severity": "high", "timestamp": "2026-01-03T20:24:00Z", "trace_id": "90b0e552-e8d1-cf68-aa1f-3c58071bda1c" }
{ "account_age_days": 1286, "account_id": "ACCT-521F079581AF", "baseline_risk_score": 0.172, "kyc_tier": "tier_1", "session_entropy": 0.221 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 557, "timestamp": "2026-01-03T20:24:00Z", "transaction_amount_usd": 1287419.69 }, { "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": 0.892, "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": 5989883.81, "financial_exposure_usd": 7698498.54, "recoverable_pct": 0.637 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105659", "label": "fraudulent", "label_confidence": 0.835, "severity": "high", "timestamp": "2026-01-04T22:19:00Z", "trace_id": "25f1d669-36ae-d640-5b3f-3c5d76d7af77" }
{ "account_age_days": 844, "account_id": "ACCT-7E4233B530B4", "baseline_risk_score": 0.243, "kyc_tier": "tier_2", "session_entropy": 0.152 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 345, "timestamp": "2026-01-04T19:47:00Z", "transaction_amount_usd": 22.3 }, { "asset": "USDC", "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": 0.823, "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": 4205393.62, "financial_exposure_usd": 5794277.53, "recoverable_pct": 0.917 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107593", "label": "benign", "label_confidence": 0.648, "severity": "low", "timestamp": "2026-01-06T06:33:00Z", "trace_id": "a7b81aa5-1551-cfb1-e23e-df1d1d8962b6" }
{ "account_age_days": 1629, "account_id": "ACCT-5689A1F48F25", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.575 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 945, "timestamp": "2026-01-06T06:33:00Z", "transaction_amount_usd": 12408.01 }, { "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": 0.623, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 560.34, "financial_exposure_usd": 1377.52, "recoverable_pct": 0.632 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108841", "label": "benign", "label_confidence": 0.531, "severity": "low", "timestamp": "2026-01-07T03:21:00Z", "trace_id": "d295cae7-fd51-31d5-4ba8-9185196172b4" }
{ "account_age_days": 1655, "account_id": "ACCT-28500B559F32", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.204 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 1066, "timestamp": "2026-01-07T03:21:00Z", "transaction_amount_usd": 7579.83 }, { "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": 0.67, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior...
{ "customer_funds_at_risk_usd": 4498.38, "financial_exposure_usd": 4550.16, "recoverable_pct": 0.788 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102774", "label": "fraudulent", "label_confidence": 0.899, "severity": "critical", "timestamp": "2026-01-02T22:14:00Z", "trace_id": "286eff4d-ddb6-3daa-f661-d712e97197b5" }
{ "account_age_days": 919, "account_id": "ACCT-877D7D0CB122", "baseline_risk_score": 0.628, "kyc_tier": "tier_2", "session_entropy": 0.546 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "FR", "latency_ms": 884, "timestamp": "2026-01-02T22:14:00Z", "transaction_amount_usd": 4391.13 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.352, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 938362.1, "financial_exposure_usd": 999663.7, "recoverable_pct": 0.695 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101898", "label": "fraudulent", "label_confidence": 0.898, "severity": "critical", "timestamp": "2026-01-02T07:38:00Z", "trace_id": "4905377a-5d4e-4d0b-fa45-77581e343142" }
{ "account_age_days": 367, "account_id": "ACCT-19E3BB581760", "baseline_risk_score": 0.536, "kyc_tier": "tier_2", "session_entropy": 0.376 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 914, "timestamp": "2026-01-02T07:38:00Z", "transaction_amount_usd": 52461.25 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.608, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 1244590.17, "financial_exposure_usd": 1356345.62, "recoverable_pct": 0.806 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105023", "label": "fraudulent", "label_confidence": 0.725, "severity": "medium", "timestamp": "2026-01-04T11:43:00Z", "trace_id": "f949f37d-369d-b9dd-dd72-564d408b4a9d" }
{ "account_age_days": 672, "account_id": "ACCT-9A2C3E1313CB", "baseline_risk_score": 0.218, "kyc_tier": "tier_3", "session_entropy": 0.634 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 646, "timestamp": "2026-01-04T11:43:00Z", "transaction_amount_usd": 1177980.62 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.468, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 7752566.24, "financial_exposure_usd": 8204993.55, "recoverable_pct": 0.835 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109336", "label": "benign", "label_confidence": 0.578, "severity": "low", "timestamp": "2026-01-07T11:36:00Z", "trace_id": "5df28cbc-4295-428d-56ec-5cc27490e246" }
{ "account_age_days": 1621, "account_id": "ACCT-408326512FFA", "baseline_risk_score": 0.09, "kyc_tier": "tier_1", "session_entropy": 0.911 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 728, "timestamp": "2026-01-07T11:36:00Z", "transaction_amount_usd": 4533.67 }, { "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": 0.697, "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": 2509.56, "financial_exposure_usd": 4266.18, "recoverable_pct": 0.548 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100684", "label": "fraudulent", "label_confidence": 0.788, "severity": "critical", "timestamp": "2026-01-01T11:24:00Z", "trace_id": "680556ed-2e69-6c3f-673b-bc2e84ce5aff" }
{ "account_age_days": 336, "account_id": "ACCT-CA3409FC0608", "baseline_risk_score": 0.617, "kyc_tier": "tier_1", "session_entropy": 0.673 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 556, "timestamp": "2026-01-01T11:24:00Z", "transaction_amount_usd": 88311.15 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.498, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 3", "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": 126763.55, "financial_exposure_usd": 213835.97, "recoverable_pct": 0.246 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109976", "label": "benign", "label_confidence": 0.456, "severity": "high", "timestamp": "2026-01-07T22:16:00Z", "trace_id": "a2fbfc2f-def4-f875-9592-8f1c8f069ee4" }
{ "account_age_days": 65, "account_id": "ACCT-85E907A1F3D3", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.541 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 128, "timestamp": "2026-01-07T13:07:00Z", "transaction_amount_usd": 1.33 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.665, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 2019.58, "financial_exposure_usd": 2548.63, "recoverable_pct": 0.828 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101268", "label": "fraudulent", "label_confidence": 0.885, "severity": "critical", "timestamp": "2026-01-01T21:08:00Z", "trace_id": "7e5edc74-52fa-f1e0-9044-7dab98c33584" }
{ "account_age_days": 973, "account_id": "ACCT-09A57AD138C9", "baseline_risk_score": 0.381, "kyc_tier": "tier_2", "session_entropy": 0.101 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 144, "timestamp": "2026-01-01T20:12:00Z", "transaction_amount_usd": 8.16 }, { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.824, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 1, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 16157.76, "financial_exposure_usd": 33687.41, "recoverable_pct": 0.442 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105898", "label": "fraudulent", "label_confidence": 0.728, "severity": "medium", "timestamp": "2026-01-05T02:18:00Z", "trace_id": "3eb90614-d7df-3d27-9b96-14d1f00b52ec" }
{ "account_age_days": 826, "account_id": "ACCT-719AD67BEE38", "baseline_risk_score": 0.119, "kyc_tier": "tier_1", "session_entropy": 0.884 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 697, "timestamp": "2026-01-05T02:18:00Z", "transaction_amount_usd": 1451020.19 }, { "asset": "EUR", "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": 0.661, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 4315937.84, "financial_exposure_usd": 5225724.48, "recoverable_pct": 0.605 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108109", "label": "benign", "label_confidence": 0.63, "severity": "low", "timestamp": "2026-01-06T15:09:00Z", "trace_id": "fe95059b-8197-188c-3b24-6d1cb96d92d1" }
{ "account_age_days": 197, "account_id": "ACCT-130896AC521D", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.452 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 131, "timestamp": "2026-01-06T04:46:00Z", "transaction_amount_usd": 6.54 }, { "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": 0.641, "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": 4037.88, "financial_exposure_usd": 4371.81, "recoverable_pct": 0.742 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108414", "label": "benign", "label_confidence": 0.614, "severity": "medium", "timestamp": "2026-01-06T20:14:00Z", "trace_id": "f2a26749-0547-726f-d744-4f4dcd6035d5" }
{ "account_age_days": 1866, "account_id": "ACCT-7193BF0072AF", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.93 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 1109, "timestamp": "2026-01-06T20:14:00Z", "transaction_amount_usd": 8863.65 }, { "asset": "BTC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.729, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 4892.1, "financial_exposure_usd": 5865.8, "recoverable_pct": 0.491 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }