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-104574", "label": "fraudulent", "label_confidence": 0.778, "severity": "high", "timestamp": "2026-01-04T04:14:00Z", "trace_id": "e250c4ee-014f-a546-34a7-88da06b37a9e" }
{ "account_age_days": 1197, "account_id": "ACCT-698643FC32DE", "baseline_risk_score": 0.236, "kyc_tier": "tier_2", "session_entropy": 0.733 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 101, "timestamp": "2026-01-04T02:16:00Z", "transaction_amount_usd": 18.51 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTE...
{ "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": 0.633, "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": 2503871.73, "financial_exposure_usd": 4498905.9, "recoverable_pct": 0.937 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104690", "label": "fraudulent", "label_confidence": 0.602, "severity": "medium", "timestamp": "2026-01-04T06:10:00Z", "trace_id": "263dea7a-e450-a166-4902-4e9fd920c1a7" }
{ "account_age_days": 1914, "account_id": "ACCT-9061891E3F29", "baseline_risk_score": 0.252, "kyc_tier": "tier_3", "session_entropy": 0.497 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 352, "timestamp": "2026-01-03T22:40:00Z", "transaction_amount_usd": 24.37 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTE...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.403, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2264974.83, "financial_exposure_usd": 4327402.62, "recoverable_pct": 0.774 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106166", "label": "fraudulent", "label_confidence": 0.789, "severity": "critical", "timestamp": "2026-01-05T06:46:00Z", "trace_id": "b1f50146-ef07-14d7-7aea-2f2e0f9d5386" }
{ "account_age_days": 1959, "account_id": "ACCT-888BFB7F2805", "baseline_risk_score": 0.18, "kyc_tier": "tier_3", "session_entropy": 0.291 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 116, "timestamp": "2026-01-05T06:46:00Z", "transaction_amount_usd": 826598.08 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.905, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 1845320.82, "financial_exposure_usd": 2217904.35, "recoverable_pct": 0.494 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101532", "label": "fraudulent", "label_confidence": 0.922, "severity": "medium", "timestamp": "2026-01-02T01:32:00Z", "trace_id": "50ee5ecc-63c8-4be8-0dd0-0e0697e235c3" }
{ "account_age_days": 431, "account_id": "ACCT-5F8737C7A9EB", "baseline_risk_score": 0.467, "kyc_tier": "tier_1", "session_entropy": 0.206 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 110, "timestamp": "2026-01-01T15:21:00Z", "transaction_amount_usd": 5.32 }, { "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": 0.892, "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": 198075.79, "financial_exposure_usd": 394739.14, "recoverable_pct": 0.839 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104881", "label": "fraudulent", "label_confidence": 0.801, "severity": "critical", "timestamp": "2026-01-04T09:21:00Z", "trace_id": "487e8a1b-7c3e-339a-088d-11365c1a4d36" }
{ "account_age_days": 228, "account_id": "ACCT-59DFAFA222C3", "baseline_risk_score": 0.345, "kyc_tier": "tier_2", "session_entropy": 0.395 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 396, "timestamp": "2026-01-04T09:21:00Z", "transaction_amount_usd": 454074.55 }, { "asset": "USD", "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": 0.405, "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": 2841729.7, "financial_exposure_usd": 6142895.18, "recoverable_pct": 0.986 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102344", "label": "fraudulent", "label_confidence": 0.976, "severity": "medium", "timestamp": "2026-01-02T15:04:00Z", "trace_id": "f28b96d5-5e09-5cfc-058b-4838390d3752" }
{ "account_age_days": 1538, "account_id": "ACCT-9583125DD72E", "baseline_risk_score": 0.582, "kyc_tier": "tier_1", "session_entropy": 0.325 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 163, "timestamp": "2026-01-02T15:04:00Z", "transaction_amount_usd": 9685.61 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.354, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 717457.16, "financial_exposure_usd": 947979.31, "recoverable_pct": 0.723 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104276", "label": "fraudulent", "label_confidence": 0.733, "severity": "medium", "timestamp": "2026-01-03T23:16:00Z", "trace_id": "cfdadf8a-bd82-7f3f-a3ec-c79554d53f8c" }
{ "account_age_days": 644, "account_id": "ACCT-B5F2F2F1208B", "baseline_risk_score": 0.128, "kyc_tier": "tier_2", "session_entropy": 0.637 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 686, "timestamp": "2026-01-03T23:16:00Z", "transaction_amount_usd": 1342286.48 }, { "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": 0.683, "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": 2195082.97, "financial_exposure_usd": 3709795.97, "recoverable_pct": 0.691 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106940", "label": "benign", "label_confidence": 0.606, "severity": "high", "timestamp": "2026-01-05T19:40:00Z", "trace_id": "d0610c15-e5ce-95f6-ed2d-f269dd572777" }
{ "account_age_days": 1603, "account_id": "ACCT-932422887706", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.869 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 184, "timestamp": "2026-01-05T18:07:00Z", "transaction_amount_usd": 5.45 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.799, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 2443.18, "financial_exposure_usd": 3805.27, "recoverable_pct": 0.853 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107680", "label": "benign", "label_confidence": 0.588, "severity": "medium", "timestamp": "2026-01-06T08:00:00Z", "trace_id": "aeae923d-4749-c9ff-1c07-5cc0f1c73802" }
{ "account_age_days": 562, "account_id": "ACCT-1BFF5E2B721F", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.792 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 723, "timestamp": "2026-01-06T08:00:00Z", "transaction_amount_usd": 11874.34 }, { "asset": "JPY", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.53, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior...
{ "customer_funds_at_risk_usd": 635.78, "financial_exposure_usd": 1437.88, "recoverable_pct": 0.464 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101224", "label": "fraudulent", "label_confidence": 0.878, "severity": "critical", "timestamp": "2026-01-01T20:24:00Z", "trace_id": "7b138c6b-d31e-57cb-5555-61a4d6109ef4" }
{ "account_age_days": 1378, "account_id": "ACCT-4D5BFB8D0F54", "baseline_risk_score": 0.436, "kyc_tier": "tier_2", "session_entropy": 0.721 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "GB", "latency_ms": 671, "timestamp": "2026-01-01T20:24:00Z", "transaction_amount_usd": 37457.53 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.376, "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": 272904.33, "financial_exposure_usd": 296980.45, "recoverable_pct": 0.132 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105070", "label": "fraudulent", "label_confidence": 0.682, "severity": "high", "timestamp": "2026-01-04T12:30:00Z", "trace_id": "182e695b-9677-6594-fa50-1474f4499def" }
{ "account_age_days": 1790, "account_id": "ACCT-8E520ED1719B", "baseline_risk_score": 0.438, "kyc_tier": "tier_2", "session_entropy": 0.371 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 345, "timestamp": "2026-01-04T12:30:00Z", "transaction_amount_usd": 1714323.33 }, { "asset": "BTC", "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": 0.839, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 4", "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": 2199742.13, "financial_exposure_usd": 4802733.99, "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-106128", "label": "fraudulent", "label_confidence": 0.936, "severity": "critical", "timestamp": "2026-01-05T06:08:00Z", "trace_id": "bbc32cfe-68b0-91c6-e437-63150be5ef4c" }
{ "account_age_days": 1998, "account_id": "ACCT-994CA859C1AC", "baseline_risk_score": 0.312, "kyc_tier": "tier_2", "session_entropy": 0.165 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 140, "timestamp": "2026-01-05T06:08:00Z", "transaction_amount_usd": 2104214.69 }, { "asset": "SOL", "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": 0.57, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AN...
{ "customer_funds_at_risk_usd": 2210898.69, "financial_exposure_usd": 4568488.47, "recoverable_pct": 0.587 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103758", "label": "fraudulent", "label_confidence": 0.826, "severity": "high", "timestamp": "2026-01-03T14:38:00Z", "trace_id": "75bc6b14-6d6d-8d1a-1966-4f08b07fc2de" }
{ "account_age_days": 973, "account_id": "ACCT-8A14DC6B5350", "baseline_risk_score": 0.424, "kyc_tier": "tier_3", "session_entropy": 0.917 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 282, "timestamp": "2026-01-03T12:03:00Z", "transaction_amount_usd": 13.76 }, { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.877, "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": 5701126.92, "financial_exposure_usd": 7418952.78, "recoverable_pct": 0.889 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109612", "label": "benign", "label_confidence": 0.519, "severity": "medium", "timestamp": "2026-01-07T16:12:00Z", "trace_id": "118b88f4-1a65-470d-e832-8dffe22d9f65" }
{ "account_age_days": 396, "account_id": "ACCT-7C1586402E1C", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.48 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 1122, "timestamp": "2026-01-07T16:12:00Z", "transaction_amount_usd": 8075.02 }, { "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": 0.452, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 686.12, "financial_exposure_usd": 1128.71, "recoverable_pct": 0.808 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109193", "label": "benign", "label_confidence": 0.717, "severity": "low", "timestamp": "2026-01-07T09:13:00Z", "trace_id": "845b6663-6a46-6a48-e0ea-7ac741e0b924" }
{ "account_age_days": 818, "account_id": "ACCT-1EA6797657C0", "baseline_risk_score": 0.062, "kyc_tier": "tier_3", "session_entropy": 0.479 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 276, "timestamp": "2026-01-07T03:12:00Z", "transaction_amount_usd": 16.18 }, { "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": 0.526, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1931.14, "financial_exposure_usd": 2655.91, "recoverable_pct": 0.519 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108782", "label": "benign", "label_confidence": 0.602, "severity": "high", "timestamp": "2026-01-07T02:22:00Z", "trace_id": "e8ce0c36-86a8-69ec-0883-d6289c291b2f" }
{ "account_age_days": 285, "account_id": "ACCT-24C251BD1A77", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.482 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 387, "timestamp": "2026-01-07T02:22:00Z", "transaction_amount_usd": 6621 }, { "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": 0.643, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 541.96, "financial_exposure_usd": 763.87, "recoverable_pct": 0.965 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103642", "label": "fraudulent", "label_confidence": 0.723, "severity": "high", "timestamp": "2026-01-03T12:42:00Z", "trace_id": "0c3f13ea-18af-c999-1058-f18b6f8c8d14" }
{ "account_age_days": 1167, "account_id": "ACCT-38AA6E73AD2F", "baseline_risk_score": 0.349, "kyc_tier": "tier_3", "session_entropy": 0.551 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 401, "timestamp": "2026-01-03T12:42:00Z", "transaction_amount_usd": 1037289.87 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.453, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 1634168.34, "financial_exposure_usd": 2531087.36, "recoverable_pct": 0.892 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102795", "label": "fraudulent", "label_confidence": 0.906, "severity": "high", "timestamp": "2026-01-02T22:35:00Z", "trace_id": "c71f7384-6fdb-b380-1611-21cb7953303d" }
{ "account_age_days": 958, "account_id": "ACCT-4440E599DC82", "baseline_risk_score": 0.596, "kyc_tier": "tier_3", "session_entropy": 0.731 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 296, "timestamp": "2026-01-02T22:35:00Z", "transaction_amount_usd": 38569.49 }, { "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": 0.474, "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": 804438.3, "financial_exposure_usd": 956138.08, "recoverable_pct": 0.162 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103906", "label": "fraudulent", "label_confidence": 0.753, "severity": "medium", "timestamp": "2026-01-03T17:06:00Z", "trace_id": "d8b470c4-ff0d-5678-2a87-6258f2c851cd" }
{ "account_age_days": 154, "account_id": "ACCT-FD1CC321EC23", "baseline_risk_score": 0.367, "kyc_tier": "tier_2", "session_entropy": 0.619 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 873, "timestamp": "2026-01-03T17:06:00Z", "transaction_amount_usd": 1835133.09 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.546, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 2772947.95, "financial_exposure_usd": 4361203.61, "recoverable_pct": 0.465 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100594", "label": "fraudulent", "label_confidence": 0.772, "severity": "critical", "timestamp": "2026-01-01T09:54:00Z", "trace_id": "3f0accd5-4046-249a-a886-15a9f7a9fcf1" }
{ "account_age_days": 1825, "account_id": "ACCT-4DAF99919182", "baseline_risk_score": 0.65, "kyc_tier": "tier_1", "session_entropy": 0.455 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 324, "timestamp": "2026-01-01T09:54:00Z", "transaction_amount_usd": 113834 }, { "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": 0.446, "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": 974998.05, "financial_exposure_usd": 1033460.3, "recoverable_pct": 0.818 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102568", "label": "fraudulent", "label_confidence": 0.87, "severity": "high", "timestamp": "2026-01-02T18:48:00Z", "trace_id": "bebd44a7-82c1-4577-c998-56c2bce6c46b" }
{ "account_age_days": 634, "account_id": "ACCT-80C6B690C646", "baseline_risk_score": 0.492, "kyc_tier": "tier_2", "session_entropy": 0.6 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "MY", "latency_ms": 1136, "timestamp": "2026-01-02T18:48:00Z", "transaction_amount_usd": 114772.47 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE",...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.911, "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": 1319560.69, "financial_exposure_usd": 1454288.21, "recoverable_pct": 0.051 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106429", "label": "fraudulent", "label_confidence": 0.908, "severity": "critical", "timestamp": "2026-01-05T11:09:00Z", "trace_id": "efa2c02d-b400-1e33-970e-a3b97f73c928" }
{ "account_age_days": 374, "account_id": "ACCT-2C9A664EAA9A", "baseline_risk_score": 0.364, "kyc_tier": "tier_1", "session_entropy": 0.892 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 796, "timestamp": "2026-01-05T11:09:00Z", "transaction_amount_usd": 963545.4 }, { "asset": "USD", "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": 0.354, "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": 4841207.94, "financial_exposure_usd": 6229686.09, "recoverable_pct": 0.615 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102863", "label": "fraudulent", "label_confidence": 0.903, "severity": "high", "timestamp": "2026-01-02T23:43:00Z", "trace_id": "4881190e-7d74-85f3-2e9f-784d97624fa0" }
{ "account_age_days": 1281, "account_id": "ACCT-D044F52C1977", "baseline_risk_score": 0.438, "kyc_tier": "tier_2", "session_entropy": 0.74 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 995, "timestamp": "2026-01-02T23:43:00Z", "transaction_amount_usd": 35486.79 }, { "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": 0.62, "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": 287881.46, "financial_exposure_usd": 716194.92, "recoverable_pct": 0.672 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105714", "label": "fraudulent", "label_confidence": 0.635, "severity": "high", "timestamp": "2026-01-04T23:14:00Z", "trace_id": "97077754-a4ad-03cb-ae2c-8ab32bcd200a" }
{ "account_age_days": 1768, "account_id": "ACCT-0DA80C847F45", "baseline_risk_score": 0.327, "kyc_tier": "tier_1", "session_entropy": 0.625 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 629, "timestamp": "2026-01-04T23:14:00Z", "transaction_amount_usd": 2686314.94 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BO...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.868, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 3322357.17, "financial_exposure_usd": 6301832.03, "recoverable_pct": 0.524 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105951", "label": "fraudulent", "label_confidence": 0.789, "severity": "high", "timestamp": "2026-01-05T03:11:00Z", "trace_id": "4f74080c-5441-304f-ca7e-40fc3aea18ac" }
{ "account_age_days": 1236, "account_id": "ACCT-E56CE64F0986", "baseline_risk_score": 0.325, "kyc_tier": "tier_1", "session_entropy": 0.915 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 154, "timestamp": "2026-01-05T03:11:00Z", "transaction_amount_usd": 1822111.92 }, { "asset": "GBP", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.523, "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": 7662734.5, "financial_exposure_usd": 8626546.42, "recoverable_pct": 0.607 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101225", "label": "fraudulent", "label_confidence": 0.959, "severity": "medium", "timestamp": "2026-01-01T20:25:00Z", "trace_id": "29305899-24e2-2912-83a6-88e2ba7ae0a5" }
{ "account_age_days": 1974, "account_id": "ACCT-577AA63BF28B", "baseline_risk_score": 0.501, "kyc_tier": "tier_1", "session_entropy": 0.489 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "JP", "latency_ms": 1103, "timestamp": "2026-01-01T20:25:00Z", "transaction_amount_usd": 88151.99 }, { "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": 0.36, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 416924.58, "financial_exposure_usd": 611238.43, "recoverable_pct": 0.506 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106253", "label": "fraudulent", "label_confidence": 0.949, "severity": "critical", "timestamp": "2026-01-05T08:13:00Z", "trace_id": "7e8e477e-f62e-3a40-8eb6-cae3648b820b" }
{ "account_age_days": 587, "account_id": "ACCT-93CC02B432D8", "baseline_risk_score": 0.189, "kyc_tier": "tier_1", "session_entropy": 0.863 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 379, "timestamp": "2026-01-05T01:24:00Z", "transaction_amount_usd": 5.01 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.573, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2654785.6, "financial_exposure_usd": 3445896.41, "recoverable_pct": 0.457 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106498", "label": "fraudulent", "label_confidence": 0.79, "severity": "high", "timestamp": "2026-01-05T12:18:00Z", "trace_id": "b7123d47-caae-c773-9fe7-d19b4822aad2" }
{ "account_age_days": 549, "account_id": "ACCT-1EA052EEE194", "baseline_risk_score": 0.318, "kyc_tier": "tier_3", "session_entropy": 0.654 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 167, "timestamp": "2026-01-05T08:02:00Z", "transaction_amount_usd": 8.08 }, { "asset": "EUR", "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": 0.57, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND p...
{ "customer_funds_at_risk_usd": 2864492.35, "financial_exposure_usd": 4259613.97, "recoverable_pct": 0.914 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109914", "label": "benign", "label_confidence": 0.544, "severity": "low", "timestamp": "2026-01-07T21:14:00Z", "trace_id": "7fd13c42-b610-6c57-467f-858cae4217dd" }
{ "account_age_days": 1015, "account_id": "ACCT-ABD19615B746", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.732 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 459, "timestamp": "2026-01-07T21:14:00Z", "transaction_amount_usd": 315.35 }, { "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": 0.483, "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": 1959.95, "financial_exposure_usd": 3881.28, "recoverable_pct": 0.71 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102263", "label": "fraudulent", "label_confidence": 0.935, "severity": "high", "timestamp": "2026-01-02T13:43:00Z", "trace_id": "d995ecb6-f034-81c5-35d0-07c7b75aa791" }
{ "account_age_days": 1252, "account_id": "ACCT-EE219C889F84", "baseline_risk_score": 0.322, "kyc_tier": "tier_3", "session_entropy": 0.5 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 825, "timestamp": "2026-01-02T13:43:00Z", "transaction_amount_usd": 103410.93 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.529, "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": 247861.18, "financial_exposure_usd": 555901.34, "recoverable_pct": 0.575 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109368", "label": "benign", "label_confidence": 0.697, "severity": "low", "timestamp": "2026-01-07T12:08:00Z", "trace_id": "7574240e-0929-cb6d-fdc7-99d5e0b331f9" }
{ "account_age_days": 1403, "account_id": "ACCT-C521E97C2E93", "baseline_risk_score": 0.071, "kyc_tier": "tier_3", "session_entropy": 0.503 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 99, "timestamp": "2026-01-07T08:40:00Z", "transaction_amount_usd": 15.41 }, { "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": 0.795, "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": 3121.55, "financial_exposure_usd": 3689.83, "recoverable_pct": 0.572 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102732", "label": "fraudulent", "label_confidence": 0.788, "severity": "critical", "timestamp": "2026-01-02T21:32:00Z", "trace_id": "422af2f5-9a03-2684-88f1-8f9c11af5a66" }
{ "account_age_days": 845, "account_id": "ACCT-42A03BBFC089", "baseline_risk_score": 0.447, "kyc_tier": "tier_1", "session_entropy": 0.265 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 356, "timestamp": "2026-01-02T16:29:00Z", "transaction_amount_usd": 8.02 }, { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.865, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 818527.49, "financial_exposure_usd": 1109631.75, "recoverable_pct": 0.755 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109031", "label": "benign", "label_confidence": 0.522, "severity": "low", "timestamp": "2026-01-07T06:31:00Z", "trace_id": "b073e7d9-4bb8-7df6-5830-48fec3f1d7bf" }
{ "account_age_days": 37, "account_id": "ACCT-50FB6580557E", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.946 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 81, "timestamp": "2026-01-07T02:08:00Z", "transaction_amount_usd": 12.63 }, { "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": 0.598, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 2070.55, "financial_exposure_usd": 2258.36, "recoverable_pct": 0.406 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108664", "label": "benign", "label_confidence": 0.482, "severity": "low", "timestamp": "2026-01-07T00:24:00Z", "trace_id": "d7772ce0-0965-7d3b-6e47-72ffce777044" }
{ "account_age_days": 726, "account_id": "ACCT-F925FCB05067", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.269 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 152, "timestamp": "2026-01-06T15:20:00Z", "transaction_amount_usd": 2.9 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo...
{ "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": 0.712, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 865.94, "financial_exposure_usd": 1507.86, "recoverable_pct": 0.691 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105736", "label": "fraudulent", "label_confidence": 0.839, "severity": "medium", "timestamp": "2026-01-04T23:36:00Z", "trace_id": "9158dbab-8e78-0ab9-5e91-6ca98bd5c5ee" }
{ "account_age_days": 506, "account_id": "ACCT-1D7F9DB3CD63", "baseline_risk_score": 0.232, "kyc_tier": "tier_1", "session_entropy": 0.845 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 377, "timestamp": "2026-01-04T23:36:00Z", "transaction_amount_usd": 2969551.01 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BO...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.91, "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 pos...
{ "customer_funds_at_risk_usd": 1971541.31, "financial_exposure_usd": 4064826.8, "recoverable_pct": 0.588 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108019", "label": "benign", "label_confidence": 0.479, "severity": "high", "timestamp": "2026-01-06T13:39:00Z", "trace_id": "cf554c60-dc40-78d3-517c-f1e74fc1489c" }
{ "account_age_days": 1918, "account_id": "ACCT-4C4D7A13D62E", "baseline_risk_score": 0.139, "kyc_tier": "tier_1", "session_entropy": 0.116 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 263, "timestamp": "2026-01-06T13:39:00Z", "transaction_amount_usd": 11718.41 }, { "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": 0.597, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1951.49, "financial_exposure_usd": 2491.02, "recoverable_pct": 0.676 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107875", "label": "benign", "label_confidence": 0.483, "severity": "low", "timestamp": "2026-01-06T11:15:00Z", "trace_id": "02752112-cccf-89b5-a285-1597b18f36eb" }
{ "account_age_days": 1733, "account_id": "ACCT-216DD3ED2C46", "baseline_risk_score": 0.183, "kyc_tier": "tier_1", "session_entropy": 0.619 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 869, "timestamp": "2026-01-06T11:15:00Z", "transaction_amount_usd": 5786.99 }, { "asset": "GBP", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.75, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, 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_t...
{ "customer_funds_at_risk_usd": 858.68, "financial_exposure_usd": 1378.02, "recoverable_pct": 0.611 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102658", "label": "fraudulent", "label_confidence": 0.968, "severity": "high", "timestamp": "2026-01-02T20:18:00Z", "trace_id": "1f094a3d-e10d-d207-34b9-912ef326a1bd" }
{ "account_age_days": 1647, "account_id": "ACCT-F9138C6769F6", "baseline_risk_score": 0.393, "kyc_tier": "tier_3", "session_entropy": 0.644 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 984, "timestamp": "2026-01-02T20:18:00Z", "transaction_amount_usd": 75426.77 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.627, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 1, 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": 82215.05, "financial_exposure_usd": 136120.29, "recoverable_pct": 0.534 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101527", "label": "fraudulent", "label_confidence": 0.961, "severity": "high", "timestamp": "2026-01-02T01:27:00Z", "trace_id": "a063d13f-f90d-2a25-73d5-7f2f32fb5383" }
{ "account_age_days": 733, "account_id": "ACCT-E6EF508F1A05", "baseline_risk_score": 0.455, "kyc_tier": "tier_1", "session_entropy": 0.378 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 877, "timestamp": "2026-01-02T01:27:00Z", "transaction_amount_usd": 32135.21 }, { "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": 0.796, "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": 436399.48, "financial_exposure_usd": 918292.43, "recoverable_pct": 0.428 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106808", "label": "benign", "label_confidence": 0.59, "severity": "low", "timestamp": "2026-01-05T17:28:00Z", "trace_id": "daeede97-9aa1-1e43-3ec4-ec979fa47c26" }
{ "account_age_days": 954, "account_id": "ACCT-D565C35EC1DD", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.143 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 708, "timestamp": "2026-01-05T17:28:00Z", "transaction_amount_usd": 948.59 }, { "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": 0.753, "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": 5893.08, "financial_exposure_usd": 10355.06, "recoverable_pct": 0.608 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108978", "label": "benign", "label_confidence": 0.68, "severity": "low", "timestamp": "2026-01-07T05:38:00Z", "trace_id": "cbe825ca-145c-a585-b055-60dce6fa7ea5" }
{ "account_age_days": 127, "account_id": "ACCT-803DAE56B123", "baseline_risk_score": 0.092, "kyc_tier": "tier_2", "session_entropy": 0.787 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 295, "timestamp": "2026-01-07T05:38:00Z", "transaction_amount_usd": 13321.7 }, { "asset": "SOL", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.569, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1094.03, "financial_exposure_usd": 1387.71, "recoverable_pct": 0.462 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103435", "label": "fraudulent", "label_confidence": 0.802, "severity": "high", "timestamp": "2026-01-03T09:15:00Z", "trace_id": "d62e0ad3-1a77-2b2c-3430-51e03c3e9175" }
{ "account_age_days": 607, "account_id": "ACCT-3C9911539F23", "baseline_risk_score": 0.115, "kyc_tier": "tier_3", "session_entropy": 0.215 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 367, "timestamp": "2026-01-03T08:19:00Z", "transaction_amount_usd": 8.3 }, { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED",...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.928, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 3965150.52, "financial_exposure_usd": 6255644.97, "recoverable_pct": 0.853 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106234", "label": "fraudulent", "label_confidence": 0.649, "severity": "low", "timestamp": "2026-01-05T07:54:00Z", "trace_id": "50593b92-116b-a3b6-ca73-2420f3dfbb85" }
{ "account_age_days": 634, "account_id": "ACCT-929202B7B4EA", "baseline_risk_score": 0.353, "kyc_tier": "tier_3", "session_entropy": 0.906 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 956, "timestamp": "2026-01-05T07:54:00Z", "transaction_amount_usd": 2928286.74 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.586, "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": 1256573.05, "financial_exposure_usd": 1334278.98, "recoverable_pct": 0.763 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105797", "label": "fraudulent", "label_confidence": 0.671, "severity": "medium", "timestamp": "2026-01-05T00:37:00Z", "trace_id": "c0774b21-ce98-24e3-b59a-041df6f0d6c1" }
{ "account_age_days": 1146, "account_id": "ACCT-F6A68BC0CB4A", "baseline_risk_score": 0.095, "kyc_tier": "tier_1", "session_entropy": 0.122 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 512, "timestamp": "2026-01-05T00:37:00Z", "transaction_amount_usd": 847351.07 }, { "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": 0.939, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, 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": 1726540.74, "financial_exposure_usd": 1992751.83, "recoverable_pct": 0.419 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103791", "label": "fraudulent", "label_confidence": 0.86, "severity": "medium", "timestamp": "2026-01-03T15:11:00Z", "trace_id": "b188442a-b6f1-d878-4bfb-98dd858092e7" }
{ "account_age_days": 1593, "account_id": "ACCT-48F4B673FD6F", "baseline_risk_score": 0.287, "kyc_tier": "tier_3", "session_entropy": 0.454 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 1028, "timestamp": "2026-01-03T15:11:00Z", "transaction_amount_usd": 538739.47 }, { "asset": "SOL", "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": 0.774, "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": 3394955.48, "financial_exposure_usd": 5808114.4, "recoverable_pct": 0.739 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109505", "label": "benign", "label_confidence": 0.743, "severity": "medium", "timestamp": "2026-01-07T14:25:00Z", "trace_id": "69d362fd-5654-aa28-e712-f24e4f5ecdac" }
{ "account_age_days": 678, "account_id": "ACCT-4BACA6FF9A36", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.82 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 902, "timestamp": "2026-01-07T14:25:00Z", "transaction_amount_usd": 4052.62 }, { "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": 0.635, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 5762.94, "financial_exposure_usd": 8002.29, "recoverable_pct": 0.824 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101186", "label": "fraudulent", "label_confidence": 0.814, "severity": "medium", "timestamp": "2026-01-01T19:46:00Z", "trace_id": "c5fca9d8-94ea-89d2-9924-f3493f6dec06" }
{ "account_age_days": 173, "account_id": "ACCT-3B2D35F3E375", "baseline_risk_score": 0.339, "kyc_tier": "tier_2", "session_entropy": 0.817 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 390, "timestamp": "2026-01-01T10:33:00Z", "transaction_amount_usd": 0.93 }, { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.888, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 615198.47, "financial_exposure_usd": 661735.22, "recoverable_pct": 0.436 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106819", "label": "benign", "label_confidence": 0.499, "severity": "medium", "timestamp": "2026-01-05T17:39:00Z", "trace_id": "2df5639d-fe70-52d1-5f22-101e8a7b0cda" }
{ "account_age_days": 256, "account_id": "ACCT-1596D39E4ACF", "baseline_risk_score": 0.156, "kyc_tier": "tier_2", "session_entropy": 0.184 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 701, "timestamp": "2026-01-05T17:39:00Z", "transaction_amount_usd": 7550.55 }, { "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": 0.456, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 3445.34, "financial_exposure_usd": 5014.58, "recoverable_pct": 0.401 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101253", "label": "fraudulent", "label_confidence": 0.77, "severity": "low", "timestamp": "2026-01-01T20:53:00Z", "trace_id": "23d1fe46-805c-4e6c-f60a-dff1a5ab56d8" }
{ "account_age_days": 1192, "account_id": "ACCT-6B3D637B58B1", "baseline_risk_score": 0.509, "kyc_tier": "tier_1", "session_entropy": 0.288 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 261, "timestamp": "2026-01-01T11:58:00Z", "transaction_amount_usd": 22.27 }, { "asset": "SOL", "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": 0.794, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 1, geo diversity 8", "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": 307116.49, "financial_exposure_usd": 504447.68, "recoverable_pct": 0.532 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104619", "label": "fraudulent", "label_confidence": 0.671, "severity": "high", "timestamp": "2026-01-04T04:59:00Z", "trace_id": "227039fe-620b-7701-00bf-d8b573978243" }
{ "account_age_days": 640, "account_id": "ACCT-34634196313A", "baseline_risk_score": 0.18, "kyc_tier": "tier_1", "session_entropy": 0.739 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 928, "timestamp": "2026-01-04T04:59:00Z", "transaction_amount_usd": 2711717.18 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.395, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2533078.93, "financial_exposure_usd": 2566711.57, "recoverable_pct": 0.626 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102446", "label": "fraudulent", "label_confidence": 0.779, "severity": "critical", "timestamp": "2026-01-02T16:46:00Z", "trace_id": "f62da52d-893f-5d16-751e-1df8e0534f11" }
{ "account_age_days": 145, "account_id": "ACCT-536364D17555", "baseline_risk_score": 0.286, "kyc_tier": "tier_1", "session_entropy": 0.747 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 103, "timestamp": "2026-01-02T16:46:00Z", "transaction_amount_usd": 25124.34 }, { "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": 0.773, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 308465.57, "financial_exposure_usd": 724315.05, "recoverable_pct": 0.394 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109278", "label": "benign", "label_confidence": 0.617, "severity": "low", "timestamp": "2026-01-07T10:38:00Z", "trace_id": "f904c60e-55e8-2233-2159-358904bab730" }
{ "account_age_days": 243, "account_id": "ACCT-2BB4BC6C1CCE", "baseline_risk_score": 0.108, "kyc_tier": "tier_3", "session_entropy": 0.686 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 284, "timestamp": "2026-01-07T05:44:00Z", "transaction_amount_usd": 19.12 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.652, "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": 2329.99, "financial_exposure_usd": 2932.41, "recoverable_pct": 0.819 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106293", "label": "fraudulent", "label_confidence": 0.95, "severity": "low", "timestamp": "2026-01-05T08:53:00Z", "trace_id": "d9714cb6-6b1f-1b45-fe74-1856327d4a75" }
{ "account_age_days": 1301, "account_id": "ACCT-67D2ACF0CB2A", "baseline_risk_score": 0.224, "kyc_tier": "tier_1", "session_entropy": 0.44 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 149, "timestamp": "2026-01-05T05:49:00Z", "transaction_amount_usd": 17.73 }, { "asset": "ETH", "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": 0.801, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 2062010.92, "financial_exposure_usd": 4131935.23, "recoverable_pct": 0.443 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101278", "label": "fraudulent", "label_confidence": 0.853, "severity": "critical", "timestamp": "2026-01-01T21:18:00Z", "trace_id": "5ffec125-a8e8-6446-b212-9eb530b004c8" }
{ "account_age_days": 1353, "account_id": "ACCT-E3B443A4D6B7", "baseline_risk_score": 0.577, "kyc_tier": "tier_1", "session_entropy": 0.145 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 918, "timestamp": "2026-01-01T21:18:00Z", "transaction_amount_usd": 19987.12 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.724, "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": 354392.25, "financial_exposure_usd": 566938.36, "recoverable_pct": 0.699 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107246", "label": "benign", "label_confidence": 0.519, "severity": "medium", "timestamp": "2026-01-06T00:46:00Z", "trace_id": "aab0b068-35ff-4b6a-ba5f-3aa1b94e7b45" }
{ "account_age_days": 987, "account_id": "ACCT-DB2A5B6BC8AE", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.45 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 698, "timestamp": "2026-01-06T00:46:00Z", "transaction_amount_usd": 1320.57 }, { "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": 0.532, "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": 1664.29, "financial_exposure_usd": 2253.28, "recoverable_pct": 0.531 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102089", "label": "fraudulent", "label_confidence": 0.924, "severity": "medium", "timestamp": "2026-01-02T10:49:00Z", "trace_id": "93103db4-a1da-c864-c69e-7392dbb27b02" }
{ "account_age_days": 1143, "account_id": "ACCT-1773F509C7BB", "baseline_risk_score": 0.465, "kyc_tier": "tier_1", "session_entropy": 0.65 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 382, "timestamp": "2026-01-01T22:44:00Z", "transaction_amount_usd": 18.64 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.592, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 381257.57, "financial_exposure_usd": 704845.49, "recoverable_pct": 0.339 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107747", "label": "benign", "label_confidence": 0.537, "severity": "high", "timestamp": "2026-01-06T09:07:00Z", "trace_id": "af3dd864-f2c8-14a7-9417-4e13fa96d5cd" }
{ "account_age_days": 1217, "account_id": "ACCT-69072CDFC5F5", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.402 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 1080, "timestamp": "2026-01-06T09:07:00Z", "transaction_amount_usd": 2418.02 }, { "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": 0.628, "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": 1473.94, "financial_exposure_usd": 2832.66, "recoverable_pct": 0.784 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104412", "label": "fraudulent", "label_confidence": 0.647, "severity": "medium", "timestamp": "2026-01-04T01:32:00Z", "trace_id": "0d9de8c6-e94a-869e-6c8c-c679d763a754" }
{ "account_age_days": 1625, "account_id": "ACCT-7288EF1799DF", "baseline_risk_score": 0.184, "kyc_tier": "tier_1", "session_entropy": 0.414 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 249, "timestamp": "2026-01-03T13:54:00Z", "transaction_amount_usd": 22.97 }, { "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": 0.855, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, 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": 3513408.82, "financial_exposure_usd": 7290482.78, "recoverable_pct": 0.973 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108657", "label": "benign", "label_confidence": 0.559, "severity": "low", "timestamp": "2026-01-07T00:17:00Z", "trace_id": "f3fd619d-0e6c-d582-ecf2-51dd288c08e7" }
{ "account_age_days": 748, "account_id": "ACCT-3F5742FAE0BF", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.403 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 317, "timestamp": "2026-01-06T22:33:00Z", "transaction_amount_usd": 8.81 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.78, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND pr...
{ "customer_funds_at_risk_usd": 648.08, "financial_exposure_usd": 1509.01, "recoverable_pct": 0.498 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107563", "label": "benign", "label_confidence": 0.683, "severity": "medium", "timestamp": "2026-01-06T06:03:00Z", "trace_id": "beb45bf2-78fb-3b10-3f4a-4672070556f3" }
{ "account_age_days": 204, "account_id": "ACCT-6FCB1D3E6B32", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.501 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 218, "timestamp": "2026-01-06T06:03:00Z", "transaction_amount_usd": 4398.8 }, { "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": 0.5, "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 pri...
{ "customer_funds_at_risk_usd": 2097.36, "financial_exposure_usd": 2496.79, "recoverable_pct": 0.946 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105228", "label": "fraudulent", "label_confidence": 0.617, "severity": "high", "timestamp": "2026-01-04T15:08:00Z", "trace_id": "98961111-fd9a-f2a2-09c8-435478683efc" }
{ "account_age_days": 1060, "account_id": "ACCT-C9235829FBC2", "baseline_risk_score": 0.225, "kyc_tier": "tier_1", "session_entropy": 0.298 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 409, "timestamp": "2026-01-04T15:08:00Z", "transaction_amount_usd": 2294709.27 }, { "asset": "EUR", "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": 0.649, "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": 2938247.86, "financial_exposure_usd": 5499646.21, "recoverable_pct": 0.975 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106856", "label": "benign", "label_confidence": 0.717, "severity": "medium", "timestamp": "2026-01-05T18:16:00Z", "trace_id": "561f2184-261f-0f87-6d50-3851b066584f" }
{ "account_age_days": 622, "account_id": "ACCT-ACCE107FC1EE", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.95 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 577, "timestamp": "2026-01-05T18:16:00Z", "transaction_amount_usd": 13983.66 }, { "asset": "USDC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.648, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 3", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1844.03, "financial_exposure_usd": 2182.33, "recoverable_pct": 0.591 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105276", "label": "fraudulent", "label_confidence": 0.613, "severity": "critical", "timestamp": "2026-01-04T15:56:00Z", "trace_id": "5e6df387-4fdb-e388-aac2-4e2abd1e3d95" }
{ "account_age_days": 1942, "account_id": "ACCT-8C1B7DF86B57", "baseline_risk_score": 0.383, "kyc_tier": "tier_1", "session_entropy": 0.169 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 274, "timestamp": "2026-01-04T04:11:00Z", "transaction_amount_usd": 10.42 }, { "asset": "ETH", "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": 0.481, "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": 1981969.67, "financial_exposure_usd": 3936441.26, "recoverable_pct": 0.553 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104806", "label": "fraudulent", "label_confidence": 0.891, "severity": "medium", "timestamp": "2026-01-04T08:06:00Z", "trace_id": "4a56065a-2ea5-3fd8-735a-3e1fc9d8eb03" }
{ "account_age_days": 1925, "account_id": "ACCT-455BD6C4822C", "baseline_risk_score": 0.233, "kyc_tier": "tier_1", "session_entropy": 0.288 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 560, "timestamp": "2026-01-04T08:06:00Z", "transaction_amount_usd": 1131208.08 }, { "asset": "ETH", "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": 0.497, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 3483391.87, "financial_exposure_usd": 4136769.16, "recoverable_pct": 0.57 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104401", "label": "fraudulent", "label_confidence": 0.868, "severity": "high", "timestamp": "2026-01-04T01:21:00Z", "trace_id": "20d817fb-0c1e-7fb3-ac61-660cd0286f21" }
{ "account_age_days": 389, "account_id": "ACCT-E327B4BD9DB0", "baseline_risk_score": 0.119, "kyc_tier": "tier_3", "session_entropy": 0.44 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 378, "timestamp": "2026-01-04T01:21:00Z", "transaction_amount_usd": 1135878.51 }, { "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": 0.773, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 3810046.96, "financial_exposure_usd": 6992999.38, "recoverable_pct": 0.653 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107439", "label": "benign", "label_confidence": 0.59, "severity": "medium", "timestamp": "2026-01-06T03:59:00Z", "trace_id": "3a669243-abfd-c61b-2e7d-dd7b362616f1" }
{ "account_age_days": 1503, "account_id": "ACCT-5EC24F69D76F", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.479 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 1123, "timestamp": "2026-01-06T03:59:00Z", "transaction_amount_usd": 10587.99 }, { "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": 0.786, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 1082.62, "financial_exposure_usd": 2445.94, "recoverable_pct": 0.94 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106390", "label": "fraudulent", "label_confidence": 0.676, "severity": "high", "timestamp": "2026-01-05T10:30:00Z", "trace_id": "ff5f2478-9bc5-1365-9d02-1a909e680231" }
{ "account_age_days": 1175, "account_id": "ACCT-40599E42E72C", "baseline_risk_score": 0.308, "kyc_tier": "tier_1", "session_entropy": 0.677 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 244, "timestamp": "2026-01-05T10:30:00Z", "transaction_amount_usd": 906013.94 }, { "asset": "JPY", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.419, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 1913938.77, "financial_exposure_usd": 2833646.09, "recoverable_pct": 0.549 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107785", "label": "benign", "label_confidence": 0.515, "severity": "low", "timestamp": "2026-01-06T09:45:00Z", "trace_id": "2eab5a48-92bf-ed3b-6569-aaad624aeee4" }
{ "account_age_days": 1985, "account_id": "ACCT-F658F50FF3A2", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.454 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 369, "timestamp": "2026-01-06T09:45:00Z", "transaction_amount_usd": 4797.09 }, { "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": 0.566, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 2973.62, "financial_exposure_usd": 3156.86, "recoverable_pct": 0.971 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105319", "label": "fraudulent", "label_confidence": 0.898, "severity": "medium", "timestamp": "2026-01-04T16:39:00Z", "trace_id": "e215e067-48af-4b1a-792c-e626c364bc1e" }
{ "account_age_days": 1736, "account_id": "ACCT-9EFB80C5F8DE", "baseline_risk_score": 0.12, "kyc_tier": "tier_2", "session_entropy": 0.861 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 820, "timestamp": "2026-01-04T16:39:00Z", "transaction_amount_usd": 2751983.36 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.926, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 6292007.95, "financial_exposure_usd": 9835209.76, "recoverable_pct": 0.897 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106529", "label": "fraudulent", "label_confidence": 0.903, "severity": "medium", "timestamp": "2026-01-05T12:49:00Z", "trace_id": "ba5cdf5e-56c3-e03e-bf24-cfc2086ce4e2" }
{ "account_age_days": 554, "account_id": "ACCT-7948F6B3A264", "baseline_risk_score": 0.194, "kyc_tier": "tier_1", "session_entropy": 0.174 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 1131, "timestamp": "2026-01-05T12:49:00Z", "transaction_amount_usd": 390227.75 }, { "asset": "USDT", "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": 0.497, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 2906181.34, "financial_exposure_usd": 3106306.53, "recoverable_pct": 0.81 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109988", "label": "benign", "label_confidence": 0.599, "severity": "medium", "timestamp": "2026-01-07T22:28:00Z", "trace_id": "d16fa675-92f8-0f22-5569-929189dc04f9" }
{ "account_age_days": 798, "account_id": "ACCT-DA1B61BE44A3", "baseline_risk_score": 0.135, "kyc_tier": "tier_3", "session_entropy": 0.737 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 398, "timestamp": "2026-01-07T19:52:00Z", "transaction_amount_usd": 20.42 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.762, "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": 1678.87, "financial_exposure_usd": 3669.63, "recoverable_pct": 0.482 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105781", "label": "fraudulent", "label_confidence": 0.911, "severity": "critical", "timestamp": "2026-01-05T00:21:00Z", "trace_id": "da666048-4b9c-6bfd-8b7c-8f76dc6bdbdd" }
{ "account_age_days": 1974, "account_id": "ACCT-0F58B13B236B", "baseline_risk_score": 0.166, "kyc_tier": "tier_2", "session_entropy": 0.427 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 236, "timestamp": "2026-01-04T13:07:00Z", "transaction_amount_usd": 22.7 }, { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.79, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND p...
{ "customer_funds_at_risk_usd": 3941436.44, "financial_exposure_usd": 5255165.32, "recoverable_pct": 0.498 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106488", "label": "fraudulent", "label_confidence": 0.695, "severity": "medium", "timestamp": "2026-01-05T12:08:00Z", "trace_id": "4ba4e398-f39a-75e0-96b7-fac4e8c70209" }
{ "account_age_days": 881, "account_id": "ACCT-3838155BEEEC", "baseline_risk_score": 0.213, "kyc_tier": "tier_1", "session_entropy": 0.512 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 1005, "timestamp": "2026-01-05T12:08:00Z", "transaction_amount_usd": 1533194.76 }, { "asset": "SOL", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.675, "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": 5274059.99, "financial_exposure_usd": 8068517.84, "recoverable_pct": 0.543 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106229", "label": "fraudulent", "label_confidence": 0.749, "severity": "low", "timestamp": "2026-01-05T07:49:00Z", "trace_id": "24fc06f9-b9c8-db7a-4c35-0eaa0ad064ad" }
{ "account_age_days": 611, "account_id": "ACCT-068CDA80D7D0", "baseline_risk_score": 0.396, "kyc_tier": "tier_1", "session_entropy": 0.128 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 89, "timestamp": "2026-01-05T00:47:00Z", "transaction_amount_usd": 4.93 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo...
{ "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": 0.58, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "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": 4899194.1, "financial_exposure_usd": 6308528.13, "recoverable_pct": 0.556 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100233", "label": "fraudulent", "label_confidence": 0.818, "severity": "medium", "timestamp": "2026-01-01T03:53:00Z", "trace_id": "4fe30b6d-3efc-5196-512b-4c10a3593aec" }
{ "account_age_days": 1884, "account_id": "ACCT-EE481499C096", "baseline_risk_score": 0.471, "kyc_tier": "tier_2", "session_entropy": 0.135 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CA", "latency_ms": 360, "timestamp": "2026-01-01T03:53:00Z", "transaction_amount_usd": 35567.43 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.745, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 498635.86, "financial_exposure_usd": 590341.52, "recoverable_pct": 0.116 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107207", "label": "benign", "label_confidence": 0.628, "severity": "high", "timestamp": "2026-01-06T00:07:00Z", "trace_id": "a7da3a81-1173-0309-a702-1b6cf5f7a6f2" }
{ "account_age_days": 1361, "account_id": "ACCT-0FF874221EA6", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.367 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 358, "timestamp": "2026-01-05T18:50:00Z", "transaction_amount_usd": 1.26 }, { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.779, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 2783.11, "financial_exposure_usd": 3384.24, "recoverable_pct": 0.449 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109967", "label": "benign", "label_confidence": 0.738, "severity": "low", "timestamp": "2026-01-07T22:07:00Z", "trace_id": "81c94cd0-ee4d-f87e-25cf-0565d3f11901" }
{ "account_age_days": 643, "account_id": "ACCT-23C1066A7B84", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.165 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 954, "timestamp": "2026-01-07T22:07:00Z", "transaction_amount_usd": 3715.14 }, { "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 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": 352.94, "financial_exposure_usd": 772.49, "recoverable_pct": 0.824 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103043", "label": "fraudulent", "label_confidence": 0.829, "severity": "medium", "timestamp": "2026-01-03T02:43:00Z", "trace_id": "fef063e7-3c2f-e43a-ce66-0d25403a91be" }
{ "account_age_days": 1724, "account_id": "ACCT-5BA5E047C10E", "baseline_risk_score": 0.579, "kyc_tier": "tier_1", "session_entropy": 0.833 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 741, "timestamp": "2026-01-03T02:43:00Z", "transaction_amount_usd": 115608.86 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.431, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 382457.02, "financial_exposure_usd": 642816.96, "recoverable_pct": 0.548 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101087", "label": "fraudulent", "label_confidence": 0.859, "severity": "medium", "timestamp": "2026-01-01T18:07:00Z", "trace_id": "79f85fff-820c-a397-9c84-42a1670fc04d" }
{ "account_age_days": 739, "account_id": "ACCT-954E0B15D368", "baseline_risk_score": 0.401, "kyc_tier": "tier_2", "session_entropy": 0.188 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "JP", "latency_ms": 1165, "timestamp": "2026-01-01T18:07:00Z", "transaction_amount_usd": 17224.94 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.357, "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": 962549.4, "financial_exposure_usd": 1008322.23, "recoverable_pct": 0.109 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108616", "label": "benign", "label_confidence": 0.575, "severity": "medium", "timestamp": "2026-01-06T23:36:00Z", "trace_id": "0880b597-2aab-ef39-52e5-0ccda78a7f95" }
{ "account_age_days": 158, "account_id": "ACCT-DE6E60A5D832", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.792 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 335, "timestamp": "2026-01-06T23:36:00Z", "transaction_amount_usd": 9008.15 }, { "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": 0.606, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 2733.54, "financial_exposure_usd": 5773.62, "recoverable_pct": 0.425 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109849", "label": "benign", "label_confidence": 0.54, "severity": "medium", "timestamp": "2026-01-07T20:09:00Z", "trace_id": "480832d9-ba07-474b-96fc-169552855b49" }
{ "account_age_days": 1463, "account_id": "ACCT-04CD6A00799E", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.249 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 426, "timestamp": "2026-01-07T20:09:00Z", "transaction_amount_usd": 6035.73 }, { "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": 0.548, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 354.04, "financial_exposure_usd": 659.32, "recoverable_pct": 0.51 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104368", "label": "fraudulent", "label_confidence": 0.77, "severity": "critical", "timestamp": "2026-01-04T00:48:00Z", "trace_id": "4b0f01c4-0159-f3f9-17d7-476c0049cf4b" }
{ "account_age_days": 1919, "account_id": "ACCT-A6C9A2D262EE", "baseline_risk_score": 0.082, "kyc_tier": "tier_1", "session_entropy": 0.538 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 237, "timestamp": "2026-01-04T00:48:00Z", "transaction_amount_usd": 2124689.16 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.654, "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": 2819581.6, "financial_exposure_usd": 6836412.85, "recoverable_pct": 0.529 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106924", "label": "benign", "label_confidence": 0.644, "severity": "high", "timestamp": "2026-01-05T19:24:00Z", "trace_id": "01c68136-d305-8eb2-c4d3-175bcff09456" }
{ "account_age_days": 124, "account_id": "ACCT-2596B3CD01FA", "baseline_risk_score": 0.127, "kyc_tier": "tier_2", "session_entropy": 0.609 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 292, "timestamp": "2026-01-05T19:24:00Z", "transaction_amount_usd": 758.85 }, { "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": 0.646, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 2371.11, "financial_exposure_usd": 4512.63, "recoverable_pct": 0.419 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101853", "label": "fraudulent", "label_confidence": 0.825, "severity": "high", "timestamp": "2026-01-02T06:53:00Z", "trace_id": "5162e8d6-c6f2-8cc7-eb20-4f0744c99d2d" }
{ "account_age_days": 1290, "account_id": "ACCT-82D821F92DBE", "baseline_risk_score": 0.301, "kyc_tier": "tier_1", "session_entropy": 0.23 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 332, "timestamp": "2026-01-02T06:53:00Z", "transaction_amount_usd": 35198.69 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.418, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 303781.15, "financial_exposure_usd": 318738.03, "recoverable_pct": 0.087 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101524", "label": "fraudulent", "label_confidence": 0.764, "severity": "medium", "timestamp": "2026-01-02T01:24:00Z", "trace_id": "ea173b23-9a67-7739-1b0d-d9fe7385d723" }
{ "account_age_days": 98, "account_id": "ACCT-DBD37D0A4A26", "baseline_risk_score": 0.626, "kyc_tier": "tier_1", "session_entropy": 0.898 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 554, "timestamp": "2026-01-02T01:24:00Z", "transaction_amount_usd": 86806.45 }, { "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": 0.723, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 464892.79, "financial_exposure_usd": 507654.83, "recoverable_pct": 0.546 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102335", "label": "fraudulent", "label_confidence": 0.977, "severity": "critical", "timestamp": "2026-01-02T14:55:00Z", "trace_id": "0d5d74dd-ffe9-297a-b06c-26478a77abf7" }
{ "account_age_days": 1321, "account_id": "ACCT-893CFEB49C6E", "baseline_risk_score": 0.3, "kyc_tier": "tier_2", "session_entropy": 0.241 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 488, "timestamp": "2026-01-02T14:55:00Z", "transaction_amount_usd": 67131.37 }, { "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": 0.838, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 268149.85, "financial_exposure_usd": 646256.24, "recoverable_pct": 0.524 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103607", "label": "fraudulent", "label_confidence": 0.648, "severity": "medium", "timestamp": "2026-01-03T12:07:00Z", "trace_id": "ab47bc6f-fb2e-b775-b127-408928544e5f" }
{ "account_age_days": 241, "account_id": "ACCT-E75B593A7C1F", "baseline_risk_score": 0.15, "kyc_tier": "tier_1", "session_entropy": 0.73 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 437, "timestamp": "2026-01-03T12:07:00Z", "transaction_amount_usd": 712186.85 }, { "asset": "SOL", "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": 0.523, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 1632083.98, "financial_exposure_usd": 3526096.85, "recoverable_pct": 0.473 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107177", "label": "benign", "label_confidence": 0.546, "severity": "high", "timestamp": "2026-01-05T23:37:00Z", "trace_id": "c508c697-9eca-cd19-f536-a312a172505a" }
{ "account_age_days": 16, "account_id": "ACCT-3533E1E1A6B7", "baseline_risk_score": 0.195, "kyc_tier": "tier_3", "session_entropy": 0.87 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 297, "timestamp": "2026-01-05T21:15:00Z", "transaction_amount_usd": 6.53 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.564, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 943.06, "financial_exposure_usd": 943.1, "recoverable_pct": 0.425 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103691", "label": "fraudulent", "label_confidence": 0.81, "severity": "medium", "timestamp": "2026-01-03T13:31:00Z", "trace_id": "df529c2c-cde9-cf16-39ee-6c9abc660732" }
{ "account_age_days": 1325, "account_id": "ACCT-8309D1AFD0F7", "baseline_risk_score": 0.378, "kyc_tier": "tier_2", "session_entropy": 0.343 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 282, "timestamp": "2026-01-03T03:06:00Z", "transaction_amount_usd": 8.42 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.738, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 2930160.99, "financial_exposure_usd": 4403620.8, "recoverable_pct": 0.5 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109328", "label": "benign", "label_confidence": 0.737, "severity": "low", "timestamp": "2026-01-07T11:28:00Z", "trace_id": "074dfa1d-4dd5-5605-7fc5-b7527fb0616a" }
{ "account_age_days": 1039, "account_id": "ACCT-333BC30EB52C", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.523 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 583, "timestamp": "2026-01-07T11:28:00Z", "transaction_amount_usd": 363.7 }, { "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": 0.673, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 2310.21, "financial_exposure_usd": 3607.77, "recoverable_pct": 0.644 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109048", "label": "benign", "label_confidence": 0.579, "severity": "critical", "timestamp": "2026-01-07T06:48:00Z", "trace_id": "80436014-8832-1926-dff4-212602790195" }
{ "account_age_days": 986, "account_id": "ACCT-FB88D639D782", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.833 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 858, "timestamp": "2026-01-07T06:48:00Z", "transaction_amount_usd": 14764.79 }, { "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": 0.475, "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": 1274.03, "financial_exposure_usd": 2051.77, "recoverable_pct": 0.564 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107101", "label": "benign", "label_confidence": 0.647, "severity": "low", "timestamp": "2026-01-05T22:21:00Z", "trace_id": "381869e9-4cfd-6868-4c20-cb3e5f23337c" }
{ "account_age_days": 1369, "account_id": "ACCT-A2C987BB8101", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.398 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 275, "timestamp": "2026-01-05T17:20:00Z", "transaction_amount_usd": 4.93 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.547, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 429.39, "financial_exposure_usd": 1038.18, "recoverable_pct": 0.453 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101434", "label": "fraudulent", "label_confidence": 0.776, "severity": "high", "timestamp": "2026-01-01T23:54:00Z", "trace_id": "814af48c-219a-56a9-ff47-85b165f59c7c" }
{ "account_age_days": 395, "account_id": "ACCT-F0A6F3A3FAFB", "baseline_risk_score": 0.614, "kyc_tier": "tier_1", "session_entropy": 0.606 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "SG", "latency_ms": 867, "timestamp": "2026-01-01T23:54:00Z", "transaction_amount_usd": 60115.55 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.588, "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": 782694.22, "financial_exposure_usd": 828693.67, "recoverable_pct": 0.611 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103677", "label": "fraudulent", "label_confidence": 0.906, "severity": "high", "timestamp": "2026-01-03T13:17:00Z", "trace_id": "acca869a-3460-86a8-2493-87f634fc789f" }
{ "account_age_days": 260, "account_id": "ACCT-76DB61295B4A", "baseline_risk_score": 0.281, "kyc_tier": "tier_3", "session_entropy": 0.487 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 946, "timestamp": "2026-01-03T13:17:00Z", "transaction_amount_usd": 1300712.51 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.74, "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 pos...
{ "customer_funds_at_risk_usd": 5910061.54, "financial_exposure_usd": 8693545.03, "recoverable_pct": 0.616 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106420", "label": "fraudulent", "label_confidence": 0.906, "severity": "medium", "timestamp": "2026-01-05T11:00:00Z", "trace_id": "75522f0b-e14c-6e5d-8079-c969f18b470f" }
{ "account_age_days": 1286, "account_id": "ACCT-8EDD4378F60B", "baseline_risk_score": 0.077, "kyc_tier": "tier_2", "session_entropy": 0.683 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 378, "timestamp": "2026-01-05T11:00:00Z", "transaction_amount_usd": 2673373.89 }, { "asset": "EUR", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.674, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 4", "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": 2939953.88, "financial_exposure_usd": 3815443.02, "recoverable_pct": 0.898 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109978", "label": "benign", "label_confidence": 0.748, "severity": "low", "timestamp": "2026-01-07T22:18:00Z", "trace_id": "7860449b-ab72-5cde-81ee-16ad96959d95" }
{ "account_age_days": 1032, "account_id": "ACCT-201D1F69776C", "baseline_risk_score": 0.076, "kyc_tier": "tier_3", "session_entropy": 0.205 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 659, "timestamp": "2026-01-07T22:18:00Z", "transaction_amount_usd": 14492.12 }, { "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": 0.761, "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": 2033.63, "financial_exposure_usd": 2317.57, "recoverable_pct": 0.608 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103384", "label": "fraudulent", "label_confidence": 0.632, "severity": "critical", "timestamp": "2026-01-03T08:24:00Z", "trace_id": "eae12f7a-f14b-0389-4e80-e4840bf8f09b" }
{ "account_age_days": 1539, "account_id": "ACCT-5BC29608E6BD", "baseline_risk_score": 0.265, "kyc_tier": "tier_1", "session_entropy": 0.354 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 292, "timestamp": "2026-01-03T05:22:00Z", "transaction_amount_usd": 12.29 }, { "asset": "EUR", "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": 0.814, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 8", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 1710045.57, "financial_exposure_usd": 4141369.69, "recoverable_pct": 0.845 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102154", "label": "fraudulent", "label_confidence": 0.813, "severity": "critical", "timestamp": "2026-01-02T11:54:00Z", "trace_id": "227ce0c7-9cfb-4814-ef95-744c55949068" }
{ "account_age_days": 224, "account_id": "ACCT-3AABAE546EC9", "baseline_risk_score": 0.452, "kyc_tier": "tier_2", "session_entropy": 0.824 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 120, "timestamp": "2026-01-01T23:57:00Z", "transaction_amount_usd": 24.9 }, { "asset": "USDC", "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": 0.784, "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": 706404.82, "financial_exposure_usd": 804608.77, "recoverable_pct": 0.395 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100384", "label": "fraudulent", "label_confidence": 0.827, "severity": "critical", "timestamp": "2026-01-01T06:24:00Z", "trace_id": "136ac2c8-5705-aed4-824b-ef98e4c49882" }
{ "account_age_days": 733, "account_id": "ACCT-5FFB04563516", "baseline_risk_score": 0.596, "kyc_tier": "tier_3", "session_entropy": 0.261 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 343, "timestamp": "2025-12-31T17:43:00Z", "transaction_amount_usd": 16.36 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.39, "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": 322904.73, "financial_exposure_usd": 494350.98, "recoverable_pct": 0.374 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109330", "label": "benign", "label_confidence": 0.728, "severity": "high", "timestamp": "2026-01-07T11:30:00Z", "trace_id": "76c2d076-2142-4249-b0ce-8692d1b914ef" }
{ "account_age_days": 469, "account_id": "ACCT-9406A48E6FBF", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.761 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 278, "timestamp": "2026-01-07T08:25:00Z", "transaction_amount_usd": 17.34 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.68, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_tr...
{ "customer_funds_at_risk_usd": 1955.08, "financial_exposure_usd": 2044.72, "recoverable_pct": 0.851 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }