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-100062", "label": "fraudulent", "label_confidence": 0.892, "severity": "medium", "timestamp": "2026-01-01T01:02:00Z", "trace_id": "737cf8b5-6356-1add-685a-9f2b4236c0bf" }
{ "account_age_days": 1164, "account_id": "ACCT-2E6D7A041D57", "baseline_risk_score": 0.324, "kyc_tier": "tier_1", "session_entropy": 0.67 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 209, "timestamp": "2026-01-01T01:02:00Z", "transaction_amount_usd": 38310.31 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.627, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 113213.52, "financial_exposure_usd": 197101.63, "recoverable_pct": 0.057 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104610", "label": "fraudulent", "label_confidence": 0.735, "severity": "high", "timestamp": "2026-01-04T04:50:00Z", "trace_id": "a6705712-6aac-b1dd-c6b9-e3404a3ff662" }
{ "account_age_days": 368, "account_id": "ACCT-F010A7F52DFF", "baseline_risk_score": 0.132, "kyc_tier": "tier_3", "session_entropy": 0.833 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 753, "timestamp": "2026-01-04T04:50:00Z", "transaction_amount_usd": 1793733.24 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.487, "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": 3230947.2, "financial_exposure_usd": 7855165.89, "recoverable_pct": 0.813 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102554", "label": "fraudulent", "label_confidence": 0.809, "severity": "critical", "timestamp": "2026-01-02T18:34:00Z", "trace_id": "cfd348e7-a788-d8eb-13de-d8d2a774e436" }
{ "account_age_days": 363, "account_id": "ACCT-F9A20BE4C3CF", "baseline_risk_score": 0.527, "kyc_tier": "tier_1", "session_entropy": 0.844 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "US", "latency_ms": 520, "timestamp": "2026-01-02T18:34:00Z", "transaction_amount_usd": 25293.9 }, { "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": 0.841, "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": 445272.53, "financial_exposure_usd": 989402.22, "recoverable_pct": 0.828 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108097", "label": "benign", "label_confidence": 0.548, "severity": "medium", "timestamp": "2026-01-06T14:57:00Z", "trace_id": "e3fcbc79-780c-38dd-760c-b520123888a3" }
{ "account_age_days": 991, "account_id": "ACCT-CE60648B7ECE", "baseline_risk_score": 0.18, "kyc_tier": "tier_2", "session_entropy": 0.845 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 1193, "timestamp": "2026-01-06T14:57:00Z", "transaction_amount_usd": 1653.24 }, { "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": 0.572, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 2982.31, "financial_exposure_usd": 4382.77, "recoverable_pct": 0.89 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100626", "label": "fraudulent", "label_confidence": 0.825, "severity": "low", "timestamp": "2026-01-01T10:26:00Z", "trace_id": "08e130ae-2f65-0efa-40ac-67a19bf4a1ac" }
{ "account_age_days": 1781, "account_id": "ACCT-AD28570EC3D3", "baseline_risk_score": 0.262, "kyc_tier": "tier_2", "session_entropy": 0.138 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 1012, "timestamp": "2026-01-01T10:26:00Z", "transaction_amount_usd": 107617.77 }, { "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": 0.935, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 193379.2, "financial_exposure_usd": 198784.71, "recoverable_pct": 0.707 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109518", "label": "benign", "label_confidence": 0.67, "severity": "low", "timestamp": "2026-01-07T14:38:00Z", "trace_id": "543de1ca-c6cd-0f90-ff5a-2f114c0ba56d" }
{ "account_age_days": 784, "account_id": "ACCT-948914E11F77", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.911 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 683, "timestamp": "2026-01-07T14:38:00Z", "transaction_amount_usd": 183.5 }, { "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": 0.498, "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": 3251.96, "financial_exposure_usd": 6926.77, "recoverable_pct": 0.536 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100522", "label": "fraudulent", "label_confidence": 0.81, "severity": "critical", "timestamp": "2026-01-01T08:42:00Z", "trace_id": "c7edf53f-7b86-29f6-b98a-8ff57eb4f468" }
{ "account_age_days": 237, "account_id": "ACCT-D76C1EDE4745", "baseline_risk_score": 0.487, "kyc_tier": "tier_1", "session_entropy": 0.597 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 188, "timestamp": "2025-12-31T22:09:00Z", "transaction_amount_usd": 3.14 }, { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.86, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVING...
{ "customer_funds_at_risk_usd": 904066.06, "financial_exposure_usd": 1286088.35, "recoverable_pct": 0.746 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104125", "label": "fraudulent", "label_confidence": 0.913, "severity": "high", "timestamp": "2026-01-03T20:45:00Z", "trace_id": "df1d28e7-bbc5-2ded-2d06-23d39015a4a3" }
{ "account_age_days": 1468, "account_id": "ACCT-57DBF6BEB1CE", "baseline_risk_score": 0.251, "kyc_tier": "tier_1", "session_entropy": 0.206 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 994, "timestamp": "2026-01-03T20:45:00Z", "transaction_amount_usd": 1864465.78 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.791, "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": 6464289.55, "financial_exposure_usd": 6775902.01, "recoverable_pct": 0.915 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103451", "label": "fraudulent", "label_confidence": 0.638, "severity": "low", "timestamp": "2026-01-03T09:31:00Z", "trace_id": "63d9ac5e-7b7b-2fec-999d-51e56485a75b" }
{ "account_age_days": 1180, "account_id": "ACCT-EFEABB92CE78", "baseline_risk_score": 0.12, "kyc_tier": "tier_3", "session_entropy": 0.251 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 624, "timestamp": "2026-01-03T09:31:00Z", "transaction_amount_usd": 2598255.6 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.877, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 1344003.15, "financial_exposure_usd": 3008168.38, "recoverable_pct": 0.803 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105817", "label": "fraudulent", "label_confidence": 0.917, "severity": "high", "timestamp": "2026-01-05T00:57:00Z", "trace_id": "3e82f1e3-4773-5fc9-babc-934b173bffaf" }
{ "account_age_days": 786, "account_id": "ACCT-89F1C42898C8", "baseline_risk_score": 0.448, "kyc_tier": "tier_2", "session_entropy": 0.203 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 1087, "timestamp": "2026-01-05T00:57:00Z", "transaction_amount_usd": 2837488.5 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.374, "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": 2206176.49, "financial_exposure_usd": 4566655.36, "recoverable_pct": 0.541 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102289", "label": "fraudulent", "label_confidence": 0.793, "severity": "high", "timestamp": "2026-01-02T14:09:00Z", "trace_id": "6c5f451a-d9cd-8db7-a730-5db6e53490be" }
{ "account_age_days": 912, "account_id": "ACCT-37C4D802B1FC", "baseline_risk_score": 0.404, "kyc_tier": "tier_2", "session_entropy": 0.632 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "US", "latency_ms": 642, "timestamp": "2026-01-02T14:09:00Z", "transaction_amount_usd": 68360.51 }, { "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": 0.386, "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": 453618.48, "financial_exposure_usd": 867537.11, "recoverable_pct": 0.274 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105550", "label": "fraudulent", "label_confidence": 0.771, "severity": "critical", "timestamp": "2026-01-04T20:30:00Z", "trace_id": "771e6d32-3d91-03ec-b0c3-a9107e06a03f" }
{ "account_age_days": 1023, "account_id": "ACCT-156DFA65236A", "baseline_risk_score": 0.443, "kyc_tier": "tier_3", "session_entropy": 0.883 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 290, "timestamp": "2026-01-04T12:25:00Z", "transaction_amount_usd": 7.63 }, { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.747, "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": 745506.28, "financial_exposure_usd": 1289782.58, "recoverable_pct": 0.402 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100058", "label": "fraudulent", "label_confidence": 0.866, "severity": "high", "timestamp": "2026-01-01T00:58:00Z", "trace_id": "cab24f24-1744-ee3f-d36e-c1bd000b1f5e" }
{ "account_age_days": 1136, "account_id": "ACCT-87C5F526011C", "baseline_risk_score": 0.486, "kyc_tier": "tier_2", "session_entropy": 0.726 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CH", "latency_ms": 1014, "timestamp": "2026-01-01T00:58:00Z", "transaction_amount_usd": 76685.81 }, { "asset": "EUR", "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": 0.64, "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 HAV...
{ "customer_funds_at_risk_usd": 390302.44, "financial_exposure_usd": 478845.45, "recoverable_pct": 0.148 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107335", "label": "benign", "label_confidence": 0.671, "severity": "medium", "timestamp": "2026-01-06T02:15:00Z", "trace_id": "8f91715d-0f67-9b9b-077f-51a3c71a7231" }
{ "account_age_days": 457, "account_id": "ACCT-79BC6F98E1BD", "baseline_risk_score": 0.157, "kyc_tier": "tier_1", "session_entropy": 0.131 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 201, "timestamp": "2026-01-05T20:55:00Z", "transaction_amount_usd": 6.11 }, { "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": 0.699, "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": 2685.53, "financial_exposure_usd": 4097.41, "recoverable_pct": 0.748 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107198", "label": "benign", "label_confidence": 0.489, "severity": "medium", "timestamp": "2026-01-05T23:58:00Z", "trace_id": "8df7600d-8522-438d-6ade-ae4a6b990a56" }
{ "account_age_days": 37, "account_id": "ACCT-3711444964DB", "baseline_risk_score": 0.13, "kyc_tier": "tier_2", "session_entropy": 0.937 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 191, "timestamp": "2026-01-05T17:27:00Z", "transaction_amount_usd": 13.19 }, { "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": 0.563, "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": 879.45, "financial_exposure_usd": 1066.17, "recoverable_pct": 0.95 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108899", "label": "benign", "label_confidence": 0.523, "severity": "medium", "timestamp": "2026-01-07T04:19:00Z", "trace_id": "8575da02-253e-03ff-7a07-0806009c5231" }
{ "account_age_days": 1490, "account_id": "ACCT-CAB98585CA20", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.652 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 234, "timestamp": "2026-01-07T04:19:00Z", "transaction_amount_usd": 13071.61 }, { "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": 0.497, "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": 1053.25, "financial_exposure_usd": 1438.26, "recoverable_pct": 0.513 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107436", "label": "benign", "label_confidence": 0.729, "severity": "low", "timestamp": "2026-01-06T03:56:00Z", "trace_id": "f6ad5041-c2e2-fcc1-1d7d-0ac0f999c509" }
{ "account_age_days": 1236, "account_id": "ACCT-4E9EFA70E1D4", "baseline_risk_score": 0.171, "kyc_tier": "tier_3", "session_entropy": 0.258 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 1064, "timestamp": "2026-01-06T03:56:00Z", "transaction_amount_usd": 8412.92 }, { "asset": "BTC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.489, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 1826.77, "financial_exposure_usd": 4557.77, "recoverable_pct": 0.431 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106388", "label": "fraudulent", "label_confidence": 0.933, "severity": "critical", "timestamp": "2026-01-05T10:28:00Z", "trace_id": "7ec1bcdd-20c3-0549-5a85-1dece41abfbe" }
{ "account_age_days": 1281, "account_id": "ACCT-1C8603D2F93F", "baseline_risk_score": 0.345, "kyc_tier": "tier_1", "session_entropy": 0.379 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 125, "timestamp": "2026-01-04T23:56:00Z", "transaction_amount_usd": 1.95 }, { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.53, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND post...
{ "customer_funds_at_risk_usd": 4709645.88, "financial_exposure_usd": 5978981.59, "recoverable_pct": 0.556 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102749", "label": "fraudulent", "label_confidence": 0.875, "severity": "high", "timestamp": "2026-01-02T21:49:00Z", "trace_id": "475c8fa2-16ca-59db-e98a-1e64754c7feb" }
{ "account_age_days": 369, "account_id": "ACCT-AC7CEB03CE07", "baseline_risk_score": 0.449, "kyc_tier": "tier_1", "session_entropy": 0.21 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 130, "timestamp": "2026-01-02T20:53:00Z", "transaction_amount_usd": 10.28 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.697, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 233154.56, "financial_exposure_usd": 468124.53, "recoverable_pct": 0.832 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103690", "label": "fraudulent", "label_confidence": 0.626, "severity": "medium", "timestamp": "2026-01-03T13:30:00Z", "trace_id": "4e6ada41-c9f9-c835-b9c6-b5d537c67fdb" }
{ "account_age_days": 1015, "account_id": "ACCT-0B5E32FCECBD", "baseline_risk_score": 0.111, "kyc_tier": "tier_3", "session_entropy": 0.121 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 434, "timestamp": "2026-01-03T13:30:00Z", "transaction_amount_usd": 783896.85 }, { "asset": "JPY", "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": 0.498, "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": 2280466.15, "financial_exposure_usd": 5320519.85, "recoverable_pct": 0.838 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102002", "label": "fraudulent", "label_confidence": 0.865, "severity": "high", "timestamp": "2026-01-02T09:22:00Z", "trace_id": "47b1472d-1fd8-9aac-07df-fb3558eb2d02" }
{ "account_age_days": 1439, "account_id": "ACCT-1BD410953961", "baseline_risk_score": 0.597, "kyc_tier": "tier_3", "session_entropy": 0.277 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 387, "timestamp": "2026-01-02T07:30:00Z", "transaction_amount_usd": 4.04 }, { "asset": "SOL", "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": 0.783, "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": 939776.45, "financial_exposure_usd": 1210603.96, "recoverable_pct": 0.19 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109700", "label": "benign", "label_confidence": 0.712, "severity": "medium", "timestamp": "2026-01-07T17:40:00Z", "trace_id": "6068e344-6975-174e-0dd2-1667762fa9ff" }
{ "account_age_days": 1858, "account_id": "ACCT-F4C2519EB0F7", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.908 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 765, "timestamp": "2026-01-07T17:40:00Z", "transaction_amount_usd": 4678.23 }, { "asset": "BTC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.597, "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": 842.23, "financial_exposure_usd": 980.49, "recoverable_pct": 0.734 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105294", "label": "fraudulent", "label_confidence": 0.845, "severity": "medium", "timestamp": "2026-01-04T16:14:00Z", "trace_id": "1a009d7e-0dff-afc1-b482-5036a109bf07" }
{ "account_age_days": 1479, "account_id": "ACCT-91064BD04D77", "baseline_risk_score": 0.062, "kyc_tier": "tier_2", "session_entropy": 0.187 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 108, "timestamp": "2026-01-04T09:46:00Z", "transaction_amount_usd": 9.62 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.489, "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": 1272523.17, "financial_exposure_usd": 3143924.79, "recoverable_pct": 0.531 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104851", "label": "fraudulent", "label_confidence": 0.74, "severity": "medium", "timestamp": "2026-01-04T08:51:00Z", "trace_id": "b68a67d6-5e5d-8393-b568-6cd3ba946d7f" }
{ "account_age_days": 166, "account_id": "ACCT-FDBA9FAE8695", "baseline_risk_score": 0.114, "kyc_tier": "tier_3", "session_entropy": 0.563 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 97, "timestamp": "2026-01-04T07:49:00Z", "transaction_amount_usd": 14.47 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.909, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 3019510.11, "financial_exposure_usd": 6648836.67, "recoverable_pct": 0.711 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108977", "label": "benign", "label_confidence": 0.693, "severity": "low", "timestamp": "2026-01-07T05:37:00Z", "trace_id": "0db8257d-2081-c4d3-7587-0c88ab991377" }
{ "account_age_days": 1809, "account_id": "ACCT-0D1072771715", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.438 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 421, "timestamp": "2026-01-07T05:37:00Z", "transaction_amount_usd": 7845.51 }, { "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": 0.63, "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_t...
{ "customer_funds_at_risk_usd": 697.97, "financial_exposure_usd": 883.14, "recoverable_pct": 0.982 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105667", "label": "fraudulent", "label_confidence": 0.666, "severity": "high", "timestamp": "2026-01-04T22:27:00Z", "trace_id": "6818b57f-223a-2031-329a-0b866e3e6108" }
{ "account_age_days": 876, "account_id": "ACCT-F7125D3947A0", "baseline_risk_score": 0.275, "kyc_tier": "tier_1", "session_entropy": 0.22 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 374, "timestamp": "2026-01-04T22:27:00Z", "transaction_amount_usd": 1962814.24 }, { "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": 0.404, "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": 2873212.65, "financial_exposure_usd": 5231186.57, "recoverable_pct": 0.429 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106885", "label": "benign", "label_confidence": 0.561, "severity": "low", "timestamp": "2026-01-05T18:45:00Z", "trace_id": "c479657f-7e91-38ad-6e5e-2936a5c81156" }
{ "account_age_days": 844, "account_id": "ACCT-FA4F726C403C", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.371 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 442, "timestamp": "2026-01-05T18:45:00Z", "transaction_amount_usd": 8639.77 }, { "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": 0.668, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 7171.07, "financial_exposure_usd": 7729.19, "recoverable_pct": 0.46 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108078", "label": "benign", "label_confidence": 0.643, "severity": "low", "timestamp": "2026-01-06T14:38:00Z", "trace_id": "bc3fea2e-8f82-3ddb-86a4-102a6f1463fa" }
{ "account_age_days": 162, "account_id": "ACCT-91204B34E07E", "baseline_risk_score": 0.127, "kyc_tier": "tier_3", "session_entropy": 0.546 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 557, "timestamp": "2026-01-06T14:38:00Z", "transaction_amount_usd": 809.31 }, { "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": 0.635, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 0, 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": 0, "financial_exposure_usd": 0, "recoverable_pct": 0.525 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108973", "label": "benign", "label_confidence": 0.719, "severity": "medium", "timestamp": "2026-01-07T05:33:00Z", "trace_id": "14997a1a-0492-b50d-e205-f0e20d7d9deb" }
{ "account_age_days": 700, "account_id": "ACCT-8313D7A09F84", "baseline_risk_score": 0.133, "kyc_tier": "tier_2", "session_entropy": 0.71 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 1140, "timestamp": "2026-01-07T05:33:00Z", "transaction_amount_usd": 13124.78 }, { "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": 0.527, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1070.92, "financial_exposure_usd": 2383.75, "recoverable_pct": 0.757 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106512", "label": "fraudulent", "label_confidence": 0.739, "severity": "critical", "timestamp": "2026-01-05T12:32:00Z", "trace_id": "5bfe61f6-2b1a-45b8-8648-0f0fd2f89075" }
{ "account_age_days": 954, "account_id": "ACCT-B8DC2C52E079", "baseline_risk_score": 0.191, "kyc_tier": "tier_3", "session_entropy": 0.597 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 900, "timestamp": "2026-01-05T12:32:00Z", "transaction_amount_usd": 1917778.5 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.759, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 3274628.09, "financial_exposure_usd": 4463922.75, "recoverable_pct": 0.82 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101698", "label": "fraudulent", "label_confidence": 0.758, "severity": "critical", "timestamp": "2026-01-02T04:18:00Z", "trace_id": "b758eda1-6f8d-c504-0bf7-6fc99e114b45" }
{ "account_age_days": 1119, "account_id": "ACCT-6FB2A7F89B70", "baseline_risk_score": 0.277, "kyc_tier": "tier_1", "session_entropy": 0.912 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 908, "timestamp": "2026-01-02T04:18:00Z", "transaction_amount_usd": 108011.6 }, { "asset": "GBP", "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": 0.796, "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": 428554.86, "financial_exposure_usd": 912535.69, "recoverable_pct": 0.235 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104056", "label": "fraudulent", "label_confidence": 0.681, "severity": "low", "timestamp": "2026-01-03T19:36:00Z", "trace_id": "ba4ee0e9-6a6b-3a1c-699a-922848a88b1f" }
{ "account_age_days": 116, "account_id": "ACCT-EAE283443C35", "baseline_risk_score": 0.238, "kyc_tier": "tier_3", "session_entropy": 0.871 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 927, "timestamp": "2026-01-03T19:36:00Z", "transaction_amount_usd": 565259.58 }, { "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": 0.788, "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": 3207034.19, "financial_exposure_usd": 5645669.85, "recoverable_pct": 0.572 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101213", "label": "fraudulent", "label_confidence": 0.766, "severity": "high", "timestamp": "2026-01-01T20:13:00Z", "trace_id": "f3101f22-5514-bcb4-0fd7-280481a8171c" }
{ "account_age_days": 1764, "account_id": "ACCT-1D3360114135", "baseline_risk_score": 0.601, "kyc_tier": "tier_3", "session_entropy": 0.152 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 262, "timestamp": "2026-01-01T14:34:00Z", "transaction_amount_usd": 17.9 }, { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.612, "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": 519038.42, "financial_exposure_usd": 701049.79, "recoverable_pct": 0.704 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104304", "label": "fraudulent", "label_confidence": 0.74, "severity": "medium", "timestamp": "2026-01-03T23:44:00Z", "trace_id": "a0610cb2-46d3-c35a-b25f-8a74f96a2efd" }
{ "account_age_days": 879, "account_id": "ACCT-56E3B2723BA5", "baseline_risk_score": 0.097, "kyc_tier": "tier_1", "session_entropy": 0.33 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 684, "timestamp": "2026-01-03T23:44:00Z", "transaction_amount_usd": 1345889.87 }, { "asset": "USD", "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": 0.715, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 247034.5, "financial_exposure_usd": 478967.21, "recoverable_pct": 0.968 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100015", "label": "fraudulent", "label_confidence": 0.756, "severity": "medium", "timestamp": "2026-01-01T00:15:00Z", "trace_id": "18dfbc3c-a0d4-de3d-2303-f6c6d69d42f1" }
{ "account_age_days": 456, "account_id": "ACCT-53F8382B8FB8", "baseline_risk_score": 0.344, "kyc_tier": "tier_3", "session_entropy": 0.878 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 349, "timestamp": "2026-01-01T00:15:00Z", "transaction_amount_usd": 37417.48 }, { "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": 0.731, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 696459.35, "financial_exposure_usd": 736501.01, "recoverable_pct": 0.257 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101726", "label": "fraudulent", "label_confidence": 0.773, "severity": "critical", "timestamp": "2026-01-02T04:46:00Z", "trace_id": "c0f2ea08-1617-49c6-e548-c0b45d273777" }
{ "account_age_days": 149, "account_id": "ACCT-B35D87385C3B", "baseline_risk_score": 0.557, "kyc_tier": "tier_1", "session_entropy": 0.489 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 348, "timestamp": "2026-01-02T04:46:00Z", "transaction_amount_usd": 72758.93 }, { "asset": "GBP", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.71, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVING...
{ "customer_funds_at_risk_usd": 317618.14, "financial_exposure_usd": 348223.57, "recoverable_pct": 0.624 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103171", "label": "fraudulent", "label_confidence": 0.797, "severity": "medium", "timestamp": "2026-01-03T04:51:00Z", "trace_id": "dcb9d619-356b-a329-ca10-4f5c3e4cdd9d" }
{ "account_age_days": 1317, "account_id": "ACCT-D51DCD0269D2", "baseline_risk_score": 0.371, "kyc_tier": "tier_3", "session_entropy": 0.387 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 259, "timestamp": "2026-01-03T01:02:00Z", "transaction_amount_usd": 14.43 }, { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.781, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 1, 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": 221207.65, "financial_exposure_usd": 261406.4, "recoverable_pct": 0.085 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108737", "label": "benign", "label_confidence": 0.568, "severity": "medium", "timestamp": "2026-01-07T01:37:00Z", "trace_id": "a3373c59-91cc-3651-ff7c-a2927a02c5a7" }
{ "account_age_days": 156, "account_id": "ACCT-F0940C203824", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.632 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 893, "timestamp": "2026-01-07T01:37:00Z", "transaction_amount_usd": 2056.39 }, { "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": 0.56, "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 prior...
{ "customer_funds_at_risk_usd": 1883.87, "financial_exposure_usd": 2789.62, "recoverable_pct": 0.765 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103400", "label": "fraudulent", "label_confidence": 0.693, "severity": "critical", "timestamp": "2026-01-03T08:40:00Z", "trace_id": "54d7dd31-f9e4-5b82-6e97-ee75cf72babb" }
{ "account_age_days": 1751, "account_id": "ACCT-242981394652", "baseline_risk_score": 0.305, "kyc_tier": "tier_2", "session_entropy": 0.412 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 1118, "timestamp": "2026-01-03T08:40:00Z", "transaction_amount_usd": 719505.65 }, { "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": 0.665, "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": 4979881.94, "financial_exposure_usd": 6390749.28, "recoverable_pct": 0.556 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102837", "label": "fraudulent", "label_confidence": 0.912, "severity": "critical", "timestamp": "2026-01-02T23:17:00Z", "trace_id": "d04e6092-46f5-52f0-b08b-2b9e30f024ed" }
{ "account_age_days": 196, "account_id": "ACCT-F975561B10F3", "baseline_risk_score": 0.28, "kyc_tier": "tier_3", "session_entropy": 0.121 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 762, "timestamp": "2026-01-02T23:17:00Z", "transaction_amount_usd": 25376.05 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.789, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 626917.12, "financial_exposure_usd": 644648.35, "recoverable_pct": 0.531 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101874", "label": "fraudulent", "label_confidence": 0.885, "severity": "medium", "timestamp": "2026-01-02T07:14:00Z", "trace_id": "9ebc63a6-726b-be23-2cc3-977cff216814" }
{ "account_age_days": 1569, "account_id": "ACCT-E5DC760A6BB0", "baseline_risk_score": 0.589, "kyc_tier": "tier_1", "session_entropy": 0.502 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 187, "timestamp": "2026-01-01T20:14:00Z", "transaction_amount_usd": 23.46 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.544, "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": 242016.53, "financial_exposure_usd": 522561.84, "recoverable_pct": 0.66 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103266", "label": "fraudulent", "label_confidence": 0.843, "severity": "critical", "timestamp": "2026-01-03T06:26:00Z", "trace_id": "c18e9807-bae9-ceb0-9df3-01a60f883544" }
{ "account_age_days": 1316, "account_id": "ACCT-9D96BA21B2E7", "baseline_risk_score": 0.424, "kyc_tier": "tier_3", "session_entropy": 0.391 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 926, "timestamp": "2026-01-03T06:26:00Z", "transaction_amount_usd": 13630.61 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.545, "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": 823191.25, "financial_exposure_usd": 838526.98, "recoverable_pct": 0.817 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105735", "label": "fraudulent", "label_confidence": 0.719, "severity": "low", "timestamp": "2026-01-04T23:35:00Z", "trace_id": "0eabe955-98e1-fa9b-f30f-049e958d2f68" }
{ "account_age_days": 281, "account_id": "ACCT-1B6927AF2245", "baseline_risk_score": 0.219, "kyc_tier": "tier_1", "session_entropy": 0.123 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 521, "timestamp": "2026-01-04T23:35:00Z", "transaction_amount_usd": 2845439.16 }, { "asset": "USD", "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": 0.489, "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": 1738848.37, "financial_exposure_usd": 2127320.1, "recoverable_pct": 0.764 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100742", "label": "fraudulent", "label_confidence": 0.867, "severity": "critical", "timestamp": "2026-01-01T12:22:00Z", "trace_id": "a26fcc48-d54c-d653-5a07-e1761cc546c8" }
{ "account_age_days": 359, "account_id": "ACCT-079F99AF4F33", "baseline_risk_score": 0.599, "kyc_tier": "tier_3", "session_entropy": 0.677 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 92, "timestamp": "2026-01-01T01:48:00Z", "transaction_amount_usd": 9.56 }, { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.819, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, 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": 99847.25, "financial_exposure_usd": 130173.7, "recoverable_pct": 0.089 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100948", "label": "fraudulent", "label_confidence": 0.964, "severity": "high", "timestamp": "2026-01-01T15:48:00Z", "trace_id": "00b14327-7cfb-480f-cbef-0230dd78d426" }
{ "account_age_days": 1772, "account_id": "ACCT-586378E64EA3", "baseline_risk_score": 0.603, "kyc_tier": "tier_3", "session_entropy": 0.121 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 424, "timestamp": "2026-01-01T15:48:00Z", "transaction_amount_usd": 53120.19 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.905, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 304633.63, "financial_exposure_usd": 375475.07, "recoverable_pct": 0.509 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101495", "label": "fraudulent", "label_confidence": 0.829, "severity": "high", "timestamp": "2026-01-02T00:55:00Z", "trace_id": "6549078e-6574-704e-68db-a78df6615097" }
{ "account_age_days": 841, "account_id": "ACCT-63DFF1A0B233", "baseline_risk_score": 0.44, "kyc_tier": "tier_2", "session_entropy": 0.752 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 186, "timestamp": "2026-01-01T19:50:00Z", "transaction_amount_usd": 6.38 }, { "asset": "SOL", "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": 0.586, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 864607.71, "financial_exposure_usd": 921219.5, "recoverable_pct": 0.66 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101803", "label": "fraudulent", "label_confidence": 0.81, "severity": "critical", "timestamp": "2026-01-02T06:03:00Z", "trace_id": "a19a0559-af71-69b6-101d-ae432093b7e1" }
{ "account_age_days": 1504, "account_id": "ACCT-815D53D4FAF0", "baseline_risk_score": 0.634, "kyc_tier": "tier_2", "session_entropy": 0.425 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 388, "timestamp": "2026-01-02T06:03:00Z", "transaction_amount_usd": 60223.88 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.798, "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": 676740.88, "financial_exposure_usd": 802760.52, "recoverable_pct": 0.211 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104975", "label": "fraudulent", "label_confidence": 0.688, "severity": "low", "timestamp": "2026-01-04T10:55:00Z", "trace_id": "9552a4d1-d534-493e-8140-363c87bd945e" }
{ "account_age_days": 1601, "account_id": "ACCT-58F6C18F65A4", "baseline_risk_score": 0.067, "kyc_tier": "tier_1", "session_entropy": 0.217 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 251, "timestamp": "2026-01-04T01:40:00Z", "transaction_amount_usd": 4.56 }, { "asset": "USD", "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": 0.442, "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": 1722499.2, "financial_exposure_usd": 2551439.37, "recoverable_pct": 0.6 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105630", "label": "fraudulent", "label_confidence": 0.691, "severity": "critical", "timestamp": "2026-01-04T21:50:00Z", "trace_id": "e15f7c8e-7e79-d492-286a-b18624c8e973" }
{ "account_age_days": 965, "account_id": "ACCT-4AE9FBC12DDA", "baseline_risk_score": 0.306, "kyc_tier": "tier_1", "session_entropy": 0.434 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 318, "timestamp": "2026-01-04T18:25:00Z", "transaction_amount_usd": 20.1 }, { "asset": "ETH", "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": 0.654, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 1205626.14, "financial_exposure_usd": 2994398.9, "recoverable_pct": 0.47 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106430", "label": "fraudulent", "label_confidence": 0.887, "severity": "high", "timestamp": "2026-01-05T11:10:00Z", "trace_id": "0e5da61f-e5c7-8b47-e36a-763ec1f319e3" }
{ "account_age_days": 46, "account_id": "ACCT-76C5394BE1BF", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.687 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 862, "timestamp": "2026-01-05T11:10:00Z", "transaction_amount_usd": 613841.35 }, { "asset": "USD", "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": 0.534, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 3762611.62, "financial_exposure_usd": 7128317.05, "recoverable_pct": 0.479 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104329", "label": "fraudulent", "label_confidence": 0.601, "severity": "medium", "timestamp": "2026-01-04T00:09:00Z", "trace_id": "109bcd77-35c9-7c5d-87ec-b0b21f8ee64c" }
{ "account_age_days": 63, "account_id": "ACCT-845A4931BEB4", "baseline_risk_score": 0.212, "kyc_tier": "tier_2", "session_entropy": 0.252 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 907, "timestamp": "2026-01-04T00:09:00Z", "transaction_amount_usd": 2200775.91 }, { "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": 0.592, "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": 7653091.46, "financial_exposure_usd": 8473617.01, "recoverable_pct": 0.972 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107610", "label": "benign", "label_confidence": 0.644, "severity": "low", "timestamp": "2026-01-06T06:50:00Z", "trace_id": "205bfad9-4e6a-23e8-40de-60508545e25f" }
{ "account_age_days": 266, "account_id": "ACCT-DF972D8F16AE", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.933 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 1026, "timestamp": "2026-01-06T06:50:00Z", "transaction_amount_usd": 11157.56 }, { "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": 0.633, "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": 3922.89, "financial_exposure_usd": 8602.65, "recoverable_pct": 0.537 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101251", "label": "fraudulent", "label_confidence": 0.805, "severity": "medium", "timestamp": "2026-01-01T20:51:00Z", "trace_id": "7f741713-3edd-3716-6b9b-a1c9c83d3502" }
{ "account_age_days": 233, "account_id": "ACCT-9FE55AD56CAC", "baseline_risk_score": 0.348, "kyc_tier": "tier_3", "session_entropy": 0.342 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 899, "timestamp": "2026-01-01T20:51:00Z", "transaction_amount_usd": 58071.94 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.894, "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": 532641.06, "financial_exposure_usd": 692195.57, "recoverable_pct": 0.45 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107618", "label": "benign", "label_confidence": 0.554, "severity": "low", "timestamp": "2026-01-06T06:58:00Z", "trace_id": "7b43ebbd-7342-202e-7e63-7ee83b20fea3" }
{ "account_age_days": 1482, "account_id": "ACCT-1C99AA5F3BA3", "baseline_risk_score": 0.125, "kyc_tier": "tier_2", "session_entropy": 0.614 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 970, "timestamp": "2026-01-06T06:58:00Z", "transaction_amount_usd": 7386.94 }, { "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": 0.667, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 2486.7, "financial_exposure_usd": 6063.78, "recoverable_pct": 0.509 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107566", "label": "benign", "label_confidence": 0.71, "severity": "low", "timestamp": "2026-01-06T06:06:00Z", "trace_id": "7d8fb3cf-111e-f23f-91cf-6c55fe436f86" }
{ "account_age_days": 1787, "account_id": "ACCT-0244845BC0F7", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.188 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 529, "timestamp": "2026-01-06T06:06:00Z", "transaction_amount_usd": 10344.25 }, { "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": 0.598, "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": 4637.11, "financial_exposure_usd": 8811.24, "recoverable_pct": 0.44 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109634", "label": "benign", "label_confidence": 0.569, "severity": "low", "timestamp": "2026-01-07T16:34:00Z", "trace_id": "5f92628c-f7bd-1f34-394f-88f6de973bc8" }
{ "account_age_days": 1675, "account_id": "ACCT-C8A0F4CB3428", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.918 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 542, "timestamp": "2026-01-07T16:34:00Z", "transaction_amount_usd": 7319.32 }, { "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": 0.652, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 2060.72, "financial_exposure_usd": 3143.6, "recoverable_pct": 0.994 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104414", "label": "fraudulent", "label_confidence": 0.918, "severity": "high", "timestamp": "2026-01-04T01:34:00Z", "trace_id": "8f9b45d2-ead8-e0c5-bab7-b34aef39fe39" }
{ "account_age_days": 1371, "account_id": "ACCT-DCCCFDDB0384", "baseline_risk_score": 0.442, "kyc_tier": "tier_3", "session_entropy": 0.23 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 814, "timestamp": "2026-01-04T01:34:00Z", "transaction_amount_usd": 2668945.79 }, { "asset": "SOL", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.862, "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": 1791913.83, "financial_exposure_usd": 3450861.98, "recoverable_pct": 0.671 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102952", "label": "fraudulent", "label_confidence": 0.783, "severity": "medium", "timestamp": "2026-01-03T01:12:00Z", "trace_id": "d7132602-84a6-ea80-8b17-c9032aba1371" }
{ "account_age_days": 19, "account_id": "ACCT-AE9F1F71644E", "baseline_risk_score": 0.404, "kyc_tier": "tier_3", "session_entropy": 0.48 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 1025, "timestamp": "2026-01-03T01:12:00Z", "transaction_amount_usd": 19269.6 }, { "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": 0.588, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 498324.23, "financial_exposure_usd": 878651.03, "recoverable_pct": 0.033 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106664", "label": "fraudulent", "label_confidence": 0.675, "severity": "high", "timestamp": "2026-01-05T15:04:00Z", "trace_id": "49a12602-2337-95af-1ea8-a13711939c5e" }
{ "account_age_days": 693, "account_id": "ACCT-EDE02CBF6CA2", "baseline_risk_score": 0.211, "kyc_tier": "tier_1", "session_entropy": 0.189 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 156, "timestamp": "2026-01-05T15:04:00Z", "transaction_amount_usd": 1218116.48 }, { "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": 0.426, "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": 5632331.76, "financial_exposure_usd": 6092778.33, "recoverable_pct": 0.537 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104595", "label": "fraudulent", "label_confidence": 0.95, "severity": "medium", "timestamp": "2026-01-04T04:35:00Z", "trace_id": "a30b3f10-50e6-5cfa-ebd9-88dd4ecce408" }
{ "account_age_days": 1497, "account_id": "ACCT-9C266C01D941", "baseline_risk_score": 0.055, "kyc_tier": "tier_2", "session_entropy": 0.88 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 656, "timestamp": "2026-01-04T04:35:00Z", "transaction_amount_usd": 1751072.94 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.795, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 1661019.48, "financial_exposure_usd": 2489100.23, "recoverable_pct": 0.546 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105558", "label": "fraudulent", "label_confidence": 0.635, "severity": "high", "timestamp": "2026-01-04T20:38:00Z", "trace_id": "64daec6f-44c4-0e1f-83e9-8f0753a21b14" }
{ "account_age_days": 843, "account_id": "ACCT-FE2D66A3F33E", "baseline_risk_score": 0.153, "kyc_tier": "tier_2", "session_entropy": 0.39 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 1006, "timestamp": "2026-01-04T20:38:00Z", "transaction_amount_usd": 1643047.58 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BO...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.598, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 4", "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": 6261395.34, "financial_exposure_usd": 6677831.73, "recoverable_pct": 0.54 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103712", "label": "fraudulent", "label_confidence": 0.947, "severity": "high", "timestamp": "2026-01-03T13:52:00Z", "trace_id": "4083c97a-5c36-9290-a870-2612ea529b52" }
{ "account_age_days": 190, "account_id": "ACCT-C0D4D8B56FB5", "baseline_risk_score": 0.057, "kyc_tier": "tier_2", "session_entropy": 0.774 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 1172, "timestamp": "2026-01-03T13:52:00Z", "transaction_amount_usd": 1382914.61 }, { "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": 0.855, "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": 1907773.51, "financial_exposure_usd": 2221926.37, "recoverable_pct": 0.579 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109329", "label": "benign", "label_confidence": 0.658, "severity": "low", "timestamp": "2026-01-07T11:29:00Z", "trace_id": "b6eab586-4229-da29-7c3a-f3e4ff346a36" }
{ "account_age_days": 12, "account_id": "ACCT-E71852C2BE4D", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.671 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 1100, "timestamp": "2026-01-07T11:29:00Z", "transaction_amount_usd": 751.19 }, { "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": 0.734, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 4064.64, "financial_exposure_usd": 4686.96, "recoverable_pct": 0.721 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103697", "label": "fraudulent", "label_confidence": 0.714, "severity": "medium", "timestamp": "2026-01-03T13:37:00Z", "trace_id": "e72fa252-375b-80ae-697e-d3dbc1021f41" }
{ "account_age_days": 1010, "account_id": "ACCT-9AF813ED02D5", "baseline_risk_score": 0.336, "kyc_tier": "tier_3", "session_entropy": 0.684 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 1141, "timestamp": "2026-01-03T13:37:00Z", "transaction_amount_usd": 1456659.86 }, { "asset": "EUR", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.76, "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": 2360855.78, "financial_exposure_usd": 3955353.34, "recoverable_pct": 0.468 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104997", "label": "fraudulent", "label_confidence": 0.718, "severity": "medium", "timestamp": "2026-01-04T11:17:00Z", "trace_id": "97f6480b-dd96-b601-8287-40963a761212" }
{ "account_age_days": 548, "account_id": "ACCT-F7437B9EFAA2", "baseline_risk_score": 0.36, "kyc_tier": "tier_1", "session_entropy": 0.439 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 192, "timestamp": "2026-01-04T11:17:00Z", "transaction_amount_usd": 352057.44 }, { "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": 0.773, "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": 4663474.81, "financial_exposure_usd": 6694371.17, "recoverable_pct": 0.745 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103303", "label": "fraudulent", "label_confidence": 0.91, "severity": "low", "timestamp": "2026-01-03T07:03:00Z", "trace_id": "d68d1925-da04-f670-4c58-f7487dedaa0c" }
{ "account_age_days": 1803, "account_id": "ACCT-A177142F90D2", "baseline_risk_score": 0.316, "kyc_tier": "tier_3", "session_entropy": 0.621 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "US", "latency_ms": 228, "timestamp": "2026-01-03T07:03:00Z", "transaction_amount_usd": 83200 }, { "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": 0.391, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 735526.63, "financial_exposure_usd": 752982.87, "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-106642", "label": "fraudulent", "label_confidence": 0.664, "severity": "medium", "timestamp": "2026-01-05T14:42:00Z", "trace_id": "2ea9eeac-1058-70c2-199e-049b97cf20c1" }
{ "account_age_days": 1747, "account_id": "ACCT-7A60BE1ED113", "baseline_risk_score": 0.065, "kyc_tier": "tier_3", "session_entropy": 0.736 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 150, "timestamp": "2026-01-05T02:57:00Z", "transaction_amount_usd": 17.53 }, { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "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": 0.471, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 4753637.19, "financial_exposure_usd": 4877136.65, "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-107235", "label": "benign", "label_confidence": 0.592, "severity": "low", "timestamp": "2026-01-06T00:35:00Z", "trace_id": "883cde14-eb10-9496-818c-ba66f1474243" }
{ "account_age_days": 484, "account_id": "ACCT-BF29498B4347", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.678 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 148, "timestamp": "2026-01-06T00:35:00Z", "transaction_amount_usd": 2384.96 }, { "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": 0.603, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 954.05, "financial_exposure_usd": 1215.84, "recoverable_pct": 0.666 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104630", "label": "fraudulent", "label_confidence": 0.728, "severity": "medium", "timestamp": "2026-01-04T05:10:00Z", "trace_id": "c0876204-0610-29d1-e5b9-fe3bd983b6a0" }
{ "account_age_days": 1113, "account_id": "ACCT-0147FB6AE9C8", "baseline_risk_score": 0.412, "kyc_tier": "tier_3", "session_entropy": 0.159 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 147, "timestamp": "2026-01-04T05:10:00Z", "transaction_amount_usd": 1430578.28 }, { "asset": "SOL", "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": 0.82, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND p...
{ "customer_funds_at_risk_usd": 5028815.45, "financial_exposure_usd": 6148228.33, "recoverable_pct": 0.589 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100916", "label": "fraudulent", "label_confidence": 0.87, "severity": "critical", "timestamp": "2026-01-01T15:16:00Z", "trace_id": "635b9e6b-c868-e18d-b098-0298f811744f" }
{ "account_age_days": 1909, "account_id": "ACCT-C3CD885F27F9", "baseline_risk_score": 0.501, "kyc_tier": "tier_1", "session_entropy": 0.388 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 152, "timestamp": "2026-01-01T09:52:00Z", "transaction_amount_usd": 18.35 }, { "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": 0.542, "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": 445739.09, "financial_exposure_usd": 888748.42, "recoverable_pct": 0.51 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109993", "label": "benign", "label_confidence": 0.557, "severity": "low", "timestamp": "2026-01-07T22:33:00Z", "trace_id": "c7868fd3-9551-991d-921a-e9e05ea562a5" }
{ "account_age_days": 1734, "account_id": "ACCT-0EA7D7BEC015", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.537 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 318, "timestamp": "2026-01-07T22:33:00Z", "transaction_amount_usd": 5496.84 }, { "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": 0.673, "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": 4370.22, "financial_exposure_usd": 5885.27, "recoverable_pct": 0.918 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102094", "label": "fraudulent", "label_confidence": 0.89, "severity": "high", "timestamp": "2026-01-02T10:54:00Z", "trace_id": "169c7c74-aacf-8fa7-0dfb-5aa2e2a2cb8d" }
{ "account_age_days": 311, "account_id": "ACCT-040F566FD6E6", "baseline_risk_score": 0.261, "kyc_tier": "tier_3", "session_entropy": 0.437 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "GB", "latency_ms": 597, "timestamp": "2026-01-02T10:54:00Z", "transaction_amount_usd": 23873.96 }, { "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": 0.835, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 659604.99, "financial_exposure_usd": 889900.17, "recoverable_pct": 0.152 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105914", "label": "fraudulent", "label_confidence": 0.872, "severity": "high", "timestamp": "2026-01-05T02:34:00Z", "trace_id": "83a69bd7-0349-5e5c-b115-696214aade0b" }
{ "account_age_days": 346, "account_id": "ACCT-19E4F534A422", "baseline_risk_score": 0.156, "kyc_tier": "tier_3", "session_entropy": 0.41 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 250, "timestamp": "2026-01-05T02:34:00Z", "transaction_amount_usd": 1658289.33 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.36, "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 post...
{ "customer_funds_at_risk_usd": 6800680.15, "financial_exposure_usd": 7148593.43, "recoverable_pct": 0.485 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108972", "label": "benign", "label_confidence": 0.62, "severity": "low", "timestamp": "2026-01-07T05:32:00Z", "trace_id": "d7c7b264-199a-e029-cd8c-3791d317128b" }
{ "account_age_days": 1767, "account_id": "ACCT-911165293E1C", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.781 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 334, "timestamp": "2026-01-07T05:32:00Z", "transaction_amount_usd": 6541.22 }, { "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": 0.74, "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 pr...
{ "customer_funds_at_risk_usd": 5002.01, "financial_exposure_usd": 8679.67, "recoverable_pct": 0.922 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104316", "label": "fraudulent", "label_confidence": 0.787, "severity": "medium", "timestamp": "2026-01-03T23:56:00Z", "trace_id": "7ccd6157-0046-cd0e-2f63-51bf97cfc098" }
{ "account_age_days": 792, "account_id": "ACCT-83F03DCA7110", "baseline_risk_score": 0.392, "kyc_tier": "tier_3", "session_entropy": 0.139 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 822, "timestamp": "2026-01-03T23:56:00Z", "transaction_amount_usd": 639153.36 }, { "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": 0.401, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 1913128.04, "financial_exposure_usd": 3110641.37, "recoverable_pct": 0.686 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103165", "label": "fraudulent", "label_confidence": 0.877, "severity": "medium", "timestamp": "2026-01-03T04:45:00Z", "trace_id": "d30f83f1-7b87-d46e-e880-75ea2df8c698" }
{ "account_age_days": 486, "account_id": "ACCT-130D2ED8D854", "baseline_risk_score": 0.394, "kyc_tier": "tier_3", "session_entropy": 0.277 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 251, "timestamp": "2026-01-03T02:45:00Z", "transaction_amount_usd": 12.58 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.833, "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": 772732.12, "financial_exposure_usd": 1250028.71, "recoverable_pct": 0.634 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105642", "label": "fraudulent", "label_confidence": 0.834, "severity": "medium", "timestamp": "2026-01-04T22:02:00Z", "trace_id": "40715137-ac94-2370-58ee-fa6424856825" }
{ "account_age_days": 297, "account_id": "ACCT-2806A5922F86", "baseline_risk_score": 0.243, "kyc_tier": "tier_3", "session_entropy": 0.623 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 208, "timestamp": "2026-01-04T10:19:00Z", "transaction_amount_usd": 14.77 }, { "asset": "GBP", "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": 0.656, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, 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": 4086750.47, "financial_exposure_usd": 4763386.37, "recoverable_pct": 0.695 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107807", "label": "benign", "label_confidence": 0.552, "severity": "high", "timestamp": "2026-01-06T10:07:00Z", "trace_id": "6e5f4b69-db16-6fe7-04ec-ba1afd28c839" }
{ "account_age_days": 1763, "account_id": "ACCT-FD949410DF8C", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.546 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 126, "timestamp": "2026-01-06T06:33:00Z", "transaction_amount_usd": 4.99 }, { "asset": "SOL", "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": 0.519, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 2517.95, "financial_exposure_usd": 4843.75, "recoverable_pct": 0.43 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105873", "label": "fraudulent", "label_confidence": 0.844, "severity": "high", "timestamp": "2026-01-05T01:53:00Z", "trace_id": "c172e79e-e8a6-47ff-41ab-f4528fa92b2d" }
{ "account_age_days": 1259, "account_id": "ACCT-69D1A95E0EDF", "baseline_risk_score": 0.173, "kyc_tier": "tier_1", "session_entropy": 0.155 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 846, "timestamp": "2026-01-05T01:53:00Z", "transaction_amount_usd": 1226590.86 }, { "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": 0.647, "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": 2275989.66, "financial_exposure_usd": 3283262.41, "recoverable_pct": 0.676 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104038", "label": "fraudulent", "label_confidence": 0.619, "severity": "critical", "timestamp": "2026-01-03T19:18:00Z", "trace_id": "5c5164a4-74ea-3742-688d-fb5614af68e5" }
{ "account_age_days": 984, "account_id": "ACCT-562B81CA2E6C", "baseline_risk_score": 0.055, "kyc_tier": "tier_2", "session_entropy": 0.13 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 514, "timestamp": "2026-01-03T19:18:00Z", "transaction_amount_usd": 925759.8 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK_I...
{ "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": 0.546, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 2703442.02, "financial_exposure_usd": 3701808.73, "recoverable_pct": 0.793 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109513", "label": "benign", "label_confidence": 0.641, "severity": "medium", "timestamp": "2026-01-07T14:33:00Z", "trace_id": "7fa0c54a-66f5-114c-f04b-d2d9fe453d30" }
{ "account_age_days": 1549, "account_id": "ACCT-00F850846723", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.213 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 746, "timestamp": "2026-01-07T14:33:00Z", "transaction_amount_usd": 3209 }, { "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": 0.783, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 6185.51, "financial_exposure_usd": 6328.13, "recoverable_pct": 0.898 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100132", "label": "fraudulent", "label_confidence": 0.888, "severity": "critical", "timestamp": "2026-01-01T02:12:00Z", "trace_id": "14d49d3a-cb40-fcdd-9cd2-da08bd3c83c3" }
{ "account_age_days": 1510, "account_id": "ACCT-E900B66F6083", "baseline_risk_score": 0.557, "kyc_tier": "tier_3", "session_entropy": 0.71 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "DE", "latency_ms": 681, "timestamp": "2026-01-01T02:12:00Z", "transaction_amount_usd": 111812.27 }, { "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": 0.742, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 375283.05, "financial_exposure_usd": 424015.83, "recoverable_pct": 0.19 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108124", "label": "benign", "label_confidence": 0.577, "severity": "critical", "timestamp": "2026-01-06T15:24:00Z", "trace_id": "8ceb3910-31f5-1524-fd69-d6f992b351b3" }
{ "account_age_days": 808, "account_id": "ACCT-B460E71A7401", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.946 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 210, "timestamp": "2026-01-06T13:05:00Z", "transaction_amount_usd": 15.93 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.648, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 1684.76, "financial_exposure_usd": 3713.52, "recoverable_pct": 0.986 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108101", "label": "benign", "label_confidence": 0.525, "severity": "high", "timestamp": "2026-01-06T15:01:00Z", "trace_id": "e1e5f0d3-52e3-c3da-d0c2-53e431f7d1ea" }
{ "account_age_days": 1930, "account_id": "ACCT-9AFE089E2FE6", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.803 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 294, "timestamp": "2026-01-06T12:16:00Z", "transaction_amount_usd": 12.55 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.569, "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_t...
{ "customer_funds_at_risk_usd": 1858.87, "financial_exposure_usd": 2343.15, "recoverable_pct": 0.565 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100460", "label": "fraudulent", "label_confidence": 0.792, "severity": "critical", "timestamp": "2026-01-01T07:40:00Z", "trace_id": "a62be74f-8a80-4fd5-fa7a-07d7e806abcc" }
{ "account_age_days": 770, "account_id": "ACCT-0FE3BED52650", "baseline_risk_score": 0.475, "kyc_tier": "tier_2", "session_entropy": 0.58 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 802, "timestamp": "2026-01-01T07:40:00Z", "transaction_amount_usd": 76062.29 }, { "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": 0.59, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id ...
{ "customer_funds_at_risk_usd": 756897.54, "financial_exposure_usd": 876084.09, "recoverable_pct": 0.032 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105521", "label": "fraudulent", "label_confidence": 0.785, "severity": "medium", "timestamp": "2026-01-04T20:01:00Z", "trace_id": "c0358383-4aa0-7065-1ef2-76e04d5ff2d5" }
{ "account_age_days": 496, "account_id": "ACCT-E34A59D39F4E", "baseline_risk_score": 0.054, "kyc_tier": "tier_1", "session_entropy": 0.786 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 376, "timestamp": "2026-01-04T16:16:00Z", "transaction_amount_usd": 4.84 }, { "asset": "ETH", "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": 0.566, "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": 2159229.18, "financial_exposure_usd": 5375053.69, "recoverable_pct": 0.963 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105529", "label": "fraudulent", "label_confidence": 0.789, "severity": "critical", "timestamp": "2026-01-04T20:09:00Z", "trace_id": "f90da151-7249-c555-5c06-ee4c8eeab6fb" }
{ "account_age_days": 1795, "account_id": "ACCT-82C8ABF22285", "baseline_risk_score": 0.083, "kyc_tier": "tier_2", "session_entropy": 0.121 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 1191, "timestamp": "2026-01-04T20:09:00Z", "transaction_amount_usd": 422250.56 }, { "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": 0.88, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 3537005.8, "financial_exposure_usd": 7551465.29, "recoverable_pct": 0.918 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108161", "label": "benign", "label_confidence": 0.718, "severity": "high", "timestamp": "2026-01-06T16:01:00Z", "trace_id": "af0de27e-002d-3c6e-e2b4-bed3d9759da9" }
{ "account_age_days": 1463, "account_id": "ACCT-2F834EB22071", "baseline_risk_score": 0.054, "kyc_tier": "tier_1", "session_entropy": 0.682 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 628, "timestamp": "2026-01-06T16:01:00Z", "transaction_amount_usd": 13248.81 }, { "asset": "ETH", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.464, "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": 1833.16, "financial_exposure_usd": 2977.64, "recoverable_pct": 0.714 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100354", "label": "fraudulent", "label_confidence": 0.797, "severity": "medium", "timestamp": "2026-01-01T05:54:00Z", "trace_id": "818edbdf-b4c0-b8de-e9f5-02a099472966" }
{ "account_age_days": 678, "account_id": "ACCT-A62060B98BC9", "baseline_risk_score": 0.636, "kyc_tier": "tier_3", "session_entropy": 0.511 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 186, "timestamp": "2025-12-31T22:19:00Z", "transaction_amount_usd": 21.67 }, { "asset": "EUR", "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": 0.934, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 517317.84, "financial_exposure_usd": 1174559.75, "recoverable_pct": 0.444 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103481", "label": "fraudulent", "label_confidence": 0.848, "severity": "low", "timestamp": "2026-01-03T10:01:00Z", "trace_id": "b4bdc22f-88d1-f55c-43fa-80923cf31a10" }
{ "account_age_days": 897, "account_id": "ACCT-8AF7603736D0", "baseline_risk_score": 0.294, "kyc_tier": "tier_2", "session_entropy": 0.854 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 899, "timestamp": "2026-01-03T10:01:00Z", "transaction_amount_usd": 1530920.15 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.381, "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": 932280.28, "financial_exposure_usd": 1444731.3, "recoverable_pct": 0.55 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101653", "label": "fraudulent", "label_confidence": 0.779, "severity": "medium", "timestamp": "2026-01-02T03:33:00Z", "trace_id": "4f8171d1-3c79-ecf1-dcf9-600b622130b1" }
{ "account_age_days": 69, "account_id": "ACCT-38834E8358CA", "baseline_risk_score": 0.359, "kyc_tier": "tier_1", "session_entropy": 0.758 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 419, "timestamp": "2026-01-02T03:33:00Z", "transaction_amount_usd": 41604.96 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.397, "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": 451782.18, "financial_exposure_usd": 585827.93, "recoverable_pct": 0.705 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104969", "label": "fraudulent", "label_confidence": 0.697, "severity": "high", "timestamp": "2026-01-04T10:49:00Z", "trace_id": "a9e24eba-d5b1-a2f4-d688-012e21d79679" }
{ "account_age_days": 661, "account_id": "ACCT-FF7BD9A14AFB", "baseline_risk_score": 0.227, "kyc_tier": "tier_1", "session_entropy": 0.911 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 137, "timestamp": "2026-01-04T09:09:00Z", "transaction_amount_usd": 24.61 }, { "asset": "BTC", "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": 0.864, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, 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": 2662633.75, "financial_exposure_usd": 6256747.3, "recoverable_pct": 0.576 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101542", "label": "fraudulent", "label_confidence": 0.818, "severity": "critical", "timestamp": "2026-01-02T01:42:00Z", "trace_id": "722b50ee-89f5-1b7d-968f-f2f9f8806658" }
{ "account_age_days": 182, "account_id": "ACCT-E9F027233C34", "baseline_risk_score": 0.478, "kyc_tier": "tier_1", "session_entropy": 0.282 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 88, "timestamp": "2026-01-02T01:42:00Z", "transaction_amount_usd": 45976.66 }, { "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": 0.363, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 336340.81, "financial_exposure_usd": 681419.54, "recoverable_pct": 0.308 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106628", "label": "fraudulent", "label_confidence": 0.728, "severity": "medium", "timestamp": "2026-01-05T14:28:00Z", "trace_id": "c0fc051b-1453-8122-320b-63e4c42c31d0" }
{ "account_age_days": 1760, "account_id": "ACCT-693DD8C60C34", "baseline_risk_score": 0.321, "kyc_tier": "tier_2", "session_entropy": 0.683 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 173, "timestamp": "2026-01-05T14:28:00Z", "transaction_amount_usd": 873362.42 }, { "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": 0.451, "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": 3218430.38, "financial_exposure_usd": 3459217.06, "recoverable_pct": 0.736 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106544", "label": "fraudulent", "label_confidence": 0.692, "severity": "medium", "timestamp": "2026-01-05T13:04:00Z", "trace_id": "ca17e7a7-e63a-7e15-db4c-d3bdde6e51ba" }
{ "account_age_days": 160, "account_id": "ACCT-9CA97C6C481D", "baseline_risk_score": 0.291, "kyc_tier": "tier_3", "session_entropy": 0.664 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 934, "timestamp": "2026-01-05T13:04:00Z", "transaction_amount_usd": 2867143.48 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.709, "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": 3711631.28, "financial_exposure_usd": 4961457.14, "recoverable_pct": 0.489 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107659", "label": "benign", "label_confidence": 0.49, "severity": "high", "timestamp": "2026-01-06T07:39:00Z", "trace_id": "b93b2051-4da7-f9dc-4145-036367f380a0" }
{ "account_age_days": 921, "account_id": "ACCT-78A1B0204C22", "baseline_risk_score": 0.091, "kyc_tier": "tier_3", "session_entropy": 0.572 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 925, "timestamp": "2026-01-06T07:39:00Z", "transaction_amount_usd": 10281.47 }, { "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": 0.635, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 4893.62, "financial_exposure_usd": 7113.75, "recoverable_pct": 0.937 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107446", "label": "benign", "label_confidence": 0.643, "severity": "high", "timestamp": "2026-01-06T04:06:00Z", "trace_id": "b475a5f6-e25a-f3c5-2286-4c65a0801d07" }
{ "account_age_days": 1881, "account_id": "ACCT-6CF965DFFEFA", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.298 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 1052, "timestamp": "2026-01-06T04:06:00Z", "transaction_amount_usd": 6989.36 }, { "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": 0.513, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 293.77, "financial_exposure_usd": 293.96, "recoverable_pct": 0.811 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105843", "label": "fraudulent", "label_confidence": 0.622, "severity": "critical", "timestamp": "2026-01-05T01:23:00Z", "trace_id": "798edba8-1853-8013-49b1-c47b1192d3d7" }
{ "account_age_days": 1151, "account_id": "ACCT-1A6A4571470D", "baseline_risk_score": 0.345, "kyc_tier": "tier_3", "session_entropy": 0.591 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 103, "timestamp": "2026-01-04T21:10:00Z", "transaction_amount_usd": 24.08 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.571, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 1136455.17, "financial_exposure_usd": 1546142.84, "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-109432", "label": "benign", "label_confidence": 0.547, "severity": "low", "timestamp": "2026-01-07T13:12:00Z", "trace_id": "0d47ebd5-b7b4-f210-3e97-87a91317954f" }
{ "account_age_days": 1333, "account_id": "ACCT-8B1A828FC844", "baseline_risk_score": 0.117, "kyc_tier": "tier_1", "session_entropy": 0.568 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 368, "timestamp": "2026-01-07T13:12:00Z", "transaction_amount_usd": 6627.9 }, { "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": 0.796, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 1647.23, "financial_exposure_usd": 2080.96, "recoverable_pct": 0.632 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104212", "label": "fraudulent", "label_confidence": 0.633, "severity": "high", "timestamp": "2026-01-03T22:12:00Z", "trace_id": "b965a12b-ecb0-f589-539e-0e3901cdfddf" }
{ "account_age_days": 1675, "account_id": "ACCT-12120CE075DA", "baseline_risk_score": 0.26, "kyc_tier": "tier_1", "session_entropy": 0.849 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 216, "timestamp": "2026-01-03T22:12:00Z", "transaction_amount_usd": 1218421.38 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.553, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 1902522.36, "financial_exposure_usd": 2287608.13, "recoverable_pct": 0.735 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }