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-106350", "label": "fraudulent", "label_confidence": 0.602, "severity": "high", "timestamp": "2026-01-05T09:50:00Z", "trace_id": "dde06020-7002-fd5d-ca6c-20aafabc1d33" }
{ "account_age_days": 45, "account_id": "ACCT-613D9EBEC3DF", "baseline_risk_score": 0.096, "kyc_tier": "tier_2", "session_entropy": 0.495 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 811, "timestamp": "2026-01-05T09:50:00Z", "transaction_amount_usd": 2537850.79 }, { "asset": "GBP", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.521, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 3126680.44, "financial_exposure_usd": 5445028.04, "recoverable_pct": 0.43 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107131", "label": "benign", "label_confidence": 0.491, "severity": "medium", "timestamp": "2026-01-05T22:51:00Z", "trace_id": "715b0aa4-b08a-b3c3-ebf9-6b2ffe02e255" }
{ "account_age_days": 1096, "account_id": "ACCT-D9DA2A0579C7", "baseline_risk_score": 0.185, "kyc_tier": "tier_1", "session_entropy": 0.65 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 87, "timestamp": "2026-01-05T22:51:00Z", "transaction_amount_usd": 8819.88 }, { "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": 0.719, "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": 4222.78, "financial_exposure_usd": 4805.22, "recoverable_pct": 0.722 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101460", "label": "fraudulent", "label_confidence": 0.812, "severity": "critical", "timestamp": "2026-01-02T00:20:00Z", "trace_id": "baba2f19-5922-2f60-169d-2f704101b9dc" }
{ "account_age_days": 235, "account_id": "ACCT-5C04784DD4FB", "baseline_risk_score": 0.509, "kyc_tier": "tier_2", "session_entropy": 0.468 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 522, "timestamp": "2026-01-02T00:20:00Z", "transaction_amount_usd": 20661.47 }, { "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": 0.827, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 353780.43, "financial_exposure_usd": 400486.69, "recoverable_pct": 0.712 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104688", "label": "fraudulent", "label_confidence": 0.923, "severity": "high", "timestamp": "2026-01-04T06:08:00Z", "trace_id": "7d8a5472-be5b-4161-fa53-ebb58291a435" }
{ "account_age_days": 653, "account_id": "ACCT-E9900A38B1F6", "baseline_risk_score": 0.323, "kyc_tier": "tier_2", "session_entropy": 0.286 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 1082, "timestamp": "2026-01-04T06:08:00Z", "transaction_amount_usd": 941377.75 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.911, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 0, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 0, "financial_exposure_usd": 0, "recoverable_pct": 0.989 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106456", "label": "fraudulent", "label_confidence": 0.717, "severity": "high", "timestamp": "2026-01-05T11:36:00Z", "trace_id": "487d0ded-7d5b-56a8-f58d-38d19c63aeed" }
{ "account_age_days": 1616, "account_id": "ACCT-5ACA24929E0F", "baseline_risk_score": 0.365, "kyc_tier": "tier_3", "session_entropy": 0.478 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 860, "timestamp": "2026-01-05T11:36:00Z", "transaction_amount_usd": 2287363.37 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.614, "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": 2743783.86, "financial_exposure_usd": 3856335.92, "recoverable_pct": 0.606 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107473", "label": "benign", "label_confidence": 0.737, "severity": "high", "timestamp": "2026-01-06T04:33:00Z", "trace_id": "1d4c1a74-ad56-ee5a-68aa-05ffba5341bf" }
{ "account_age_days": 286, "account_id": "ACCT-76E99509B2CB", "baseline_risk_score": 0.116, "kyc_tier": "tier_1", "session_entropy": 0.162 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 675, "timestamp": "2026-01-06T04:33:00Z", "transaction_amount_usd": 1441.84 }, { "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": 0.61, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior...
{ "customer_funds_at_risk_usd": 3705.37, "financial_exposure_usd": 6083.2, "recoverable_pct": 0.63 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107516", "label": "benign", "label_confidence": 0.507, "severity": "high", "timestamp": "2026-01-06T05:16:00Z", "trace_id": "78f62063-2579-e865-e05f-ad27d10e070c" }
{ "account_age_days": 122, "account_id": "ACCT-84B6F2BCD5F9", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.764 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 393, "timestamp": "2026-01-06T05:16:00Z", "transaction_amount_usd": 349.84 }, { "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": 0.688, "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": 840.46, "financial_exposure_usd": 1781.09, "recoverable_pct": 0.463 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109414", "label": "benign", "label_confidence": 0.743, "severity": "high", "timestamp": "2026-01-07T12:54:00Z", "trace_id": "eb946412-19bc-a60c-82b2-69e72ef35b7b" }
{ "account_age_days": 856, "account_id": "ACCT-67B0017AFB8A", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.18 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 460, "timestamp": "2026-01-07T12:54:00Z", "transaction_amount_usd": 5199.38 }, { "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": 0.558, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 2488.55, "financial_exposure_usd": 5144.21, "recoverable_pct": 0.528 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101272", "label": "fraudulent", "label_confidence": 0.799, "severity": "critical", "timestamp": "2026-01-01T21:12:00Z", "trace_id": "01b922ac-5aa5-5f2d-d7b5-25c721fcc000" }
{ "account_age_days": 1639, "account_id": "ACCT-9AB48892FE45", "baseline_risk_score": 0.326, "kyc_tier": "tier_3", "session_entropy": 0.796 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 103, "timestamp": "2026-01-01T10:44:00Z", "transaction_amount_usd": 1.18 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.433, "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": 791429.81, "financial_exposure_usd": 960052.8, "recoverable_pct": 0.663 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105144", "label": "fraudulent", "label_confidence": 0.915, "severity": "high", "timestamp": "2026-01-04T13:44:00Z", "trace_id": "31c99eb0-ac7b-c4d2-8af9-029290a014e1" }
{ "account_age_days": 1479, "account_id": "ACCT-7B5F0C8366B9", "baseline_risk_score": 0.112, "kyc_tier": "tier_3", "session_entropy": 0.35 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 1054, "timestamp": "2026-01-04T13:44:00Z", "transaction_amount_usd": 1120121.17 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_B...
{ "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": 0.493, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 144545.4, "financial_exposure_usd": 309770.63, "recoverable_pct": 0.401 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109081", "label": "benign", "label_confidence": 0.515, "severity": "low", "timestamp": "2026-01-07T07:21:00Z", "trace_id": "8df1e179-ab70-2135-4a07-40ce3b578d0c" }
{ "account_age_days": 413, "account_id": "ACCT-3417A906ACE8", "baseline_risk_score": 0.177, "kyc_tier": "tier_3", "session_entropy": 0.148 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 327, "timestamp": "2026-01-07T07:21:00Z", "transaction_amount_usd": 12667.68 }, { "asset": "USDT", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.6, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, 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 pri...
{ "customer_funds_at_risk_usd": 1638.98, "financial_exposure_usd": 3072.46, "recoverable_pct": 0.486 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104161", "label": "fraudulent", "label_confidence": 0.742, "severity": "critical", "timestamp": "2026-01-03T21:21:00Z", "trace_id": "940c4fd0-be65-5e58-9389-39a4a82e5be8" }
{ "account_age_days": 1357, "account_id": "ACCT-28F895D8CE57", "baseline_risk_score": 0.45, "kyc_tier": "tier_1", "session_entropy": 0.252 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 1118, "timestamp": "2026-01-03T21:21:00Z", "transaction_amount_usd": 1101203.16 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.682, "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": 4302258.38, "financial_exposure_usd": 4801378.82, "recoverable_pct": 0.407 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100969", "label": "fraudulent", "label_confidence": 0.932, "severity": "medium", "timestamp": "2026-01-01T16:09:00Z", "trace_id": "b16110d7-7fe8-0263-89fd-4aabef850585" }
{ "account_age_days": 934, "account_id": "ACCT-CE12024DCA58", "baseline_risk_score": 0.568, "kyc_tier": "tier_1", "session_entropy": 0.28 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 94, "timestamp": "2026-01-01T08:30:00Z", "transaction_amount_usd": 10.71 }, { "asset": "BTC", "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": 0.377, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 1, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 145602.88, "financial_exposure_usd": 343929.6, "recoverable_pct": 0.2 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108310", "label": "benign", "label_confidence": 0.677, "severity": "high", "timestamp": "2026-01-06T18:30:00Z", "trace_id": "aa853b01-327d-11ce-f924-bd620d00d842" }
{ "account_age_days": 1972, "account_id": "ACCT-BF555636D73E", "baseline_risk_score": 0.114, "kyc_tier": "tier_1", "session_entropy": 0.462 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 377, "timestamp": "2026-01-06T09:12:00Z", "transaction_amount_usd": 19.05 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.723, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 947.68, "financial_exposure_usd": 1638.21, "recoverable_pct": 0.92 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104659", "label": "fraudulent", "label_confidence": 0.621, "severity": "high", "timestamp": "2026-01-04T05:39:00Z", "trace_id": "a7fe0e73-944e-3450-bbba-bcf69601576f" }
{ "account_age_days": 1814, "account_id": "ACCT-6A78625D64FA", "baseline_risk_score": 0.398, "kyc_tier": "tier_2", "session_entropy": 0.648 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 135, "timestamp": "2026-01-04T05:39:00Z", "transaction_amount_usd": 2450262.23 }, { "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": 0.701, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2146228.86, "financial_exposure_usd": 4341628.59, "recoverable_pct": 0.915 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107629", "label": "benign", "label_confidence": 0.528, "severity": "low", "timestamp": "2026-01-06T07:09:00Z", "trace_id": "9960ff56-a0ad-431e-ea46-156bb5753b47" }
{ "account_age_days": 1716, "account_id": "ACCT-A954CA0787E4", "baseline_risk_score": 0.1, "kyc_tier": "tier_3", "session_entropy": 0.473 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 206, "timestamp": "2026-01-06T02:25:00Z", "transaction_amount_usd": 21.78 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.454, "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": 1545.3, "financial_exposure_usd": 2471.55, "recoverable_pct": 0.791 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105210", "label": "fraudulent", "label_confidence": 0.856, "severity": "medium", "timestamp": "2026-01-04T14:50:00Z", "trace_id": "ca2bd398-f0d5-ad03-4bc8-1b8da7db8e3c" }
{ "account_age_days": 249, "account_id": "ACCT-0D7DD64443ED", "baseline_risk_score": 0.27, "kyc_tier": "tier_3", "session_entropy": 0.626 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 519, "timestamp": "2026-01-04T14:50:00Z", "transaction_amount_usd": 1407215.85 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.537, "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": 3572473.14, "financial_exposure_usd": 6291002.7, "recoverable_pct": 0.952 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108217", "label": "benign", "label_confidence": 0.743, "severity": "medium", "timestamp": "2026-01-06T16:57:00Z", "trace_id": "e9302df4-59ec-694b-7baa-27cea30ae0d6" }
{ "account_age_days": 1331, "account_id": "ACCT-D617D6676685", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.88 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 455, "timestamp": "2026-01-06T16:57:00Z", "transaction_amount_usd": 6541.78 }, { "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": 0.458, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 1420.03, "financial_exposure_usd": 2358.53, "recoverable_pct": 0.866 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102781", "label": "fraudulent", "label_confidence": 0.852, "severity": "critical", "timestamp": "2026-01-02T22:21:00Z", "trace_id": "7b642ab5-3653-29c5-00fc-5c56e2ab5c34" }
{ "account_age_days": 144, "account_id": "ACCT-919521ECE18E", "baseline_risk_score": 0.604, "kyc_tier": "tier_2", "session_entropy": 0.67 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 1142, "timestamp": "2026-01-02T22:21:00Z", "transaction_amount_usd": 51466.32 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.764, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 773736.98, "financial_exposure_usd": 793965.43, "recoverable_pct": 0.369 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105282", "label": "fraudulent", "label_confidence": 0.696, "severity": "medium", "timestamp": "2026-01-04T16:02:00Z", "trace_id": "010ed470-d133-ff77-d409-7bc7cd398ba6" }
{ "account_age_days": 1563, "account_id": "ACCT-ACF3066B8FE8", "baseline_risk_score": 0.372, "kyc_tier": "tier_3", "session_entropy": 0.592 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 340, "timestamp": "2026-01-04T08:09:00Z", "transaction_amount_usd": 2.12 }, { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "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": 0.663, "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": 2530377.24, "financial_exposure_usd": 5563102.49, "recoverable_pct": 0.872 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109501", "label": "benign", "label_confidence": 0.535, "severity": "high", "timestamp": "2026-01-07T14:21:00Z", "trace_id": "b27a113c-c36c-9062-9cab-1db09ddc16d1" }
{ "account_age_days": 203, "account_id": "ACCT-D46F10C65161", "baseline_risk_score": 0.18, "kyc_tier": "tier_3", "session_entropy": 0.89 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 702, "timestamp": "2026-01-07T14:21:00Z", "transaction_amount_usd": 4179.37 }, { "asset": "EUR", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.511, "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": 412.58, "financial_exposure_usd": 568.71, "recoverable_pct": 0.696 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105833", "label": "fraudulent", "label_confidence": 0.637, "severity": "low", "timestamp": "2026-01-05T01:13:00Z", "trace_id": "47da01ed-1bde-fe2a-c4f9-f98c92a8dc3c" }
{ "account_age_days": 46, "account_id": "ACCT-342F983D34DA", "baseline_risk_score": 0.431, "kyc_tier": "tier_3", "session_entropy": 0.75 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 196, "timestamp": "2026-01-05T01:13:00Z", "transaction_amount_usd": 2688358.6 }, { "asset": "JPY", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.482, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 2383112.88, "financial_exposure_usd": 3766585.04, "recoverable_pct": 0.726 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107239", "label": "benign", "label_confidence": 0.642, "severity": "critical", "timestamp": "2026-01-06T00:39:00Z", "trace_id": "7ea78f39-88c5-cc02-a6d5-fff2684cf9ea" }
{ "account_age_days": 1921, "account_id": "ACCT-A92D270E01C0", "baseline_risk_score": 0.073, "kyc_tier": "tier_1", "session_entropy": 0.749 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 539, "timestamp": "2026-01-06T00:39:00Z", "transaction_amount_usd": 7087.88 }, { "asset": "USDT", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.795, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 3", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 594.97, "financial_exposure_usd": 1178.24, "recoverable_pct": 0.623 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105183", "label": "fraudulent", "label_confidence": 0.948, "severity": "high", "timestamp": "2026-01-04T14:23:00Z", "trace_id": "1c850df6-e56c-690d-daa4-ae73d3a63db4" }
{ "account_age_days": 1817, "account_id": "ACCT-707AA3989F7C", "baseline_risk_score": 0.423, "kyc_tier": "tier_1", "session_entropy": 0.16 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 177, "timestamp": "2026-01-04T14:23:00Z", "transaction_amount_usd": 1816734.24 }, { "asset": "USD", "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": 0.547, "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": 5548178.6, "financial_exposure_usd": 7377134.8, "recoverable_pct": 0.831 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100675", "label": "fraudulent", "label_confidence": 0.796, "severity": "critical", "timestamp": "2026-01-01T11:15:00Z", "trace_id": "5803e721-bba4-f59d-3a9c-db46c00759af" }
{ "account_age_days": 177, "account_id": "ACCT-B0862E2231F5", "baseline_risk_score": 0.424, "kyc_tier": "tier_1", "session_entropy": 0.18 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 311, "timestamp": "2026-01-01T05:08:00Z", "transaction_amount_usd": 10.44 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.897, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 260670.16, "financial_exposure_usd": 345861.6, "recoverable_pct": 0.171 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107266", "label": "benign", "label_confidence": 0.616, "severity": "medium", "timestamp": "2026-01-06T01:06:00Z", "trace_id": "29b22d50-789c-fedf-874a-4a722593e9f9" }
{ "account_age_days": 44, "account_id": "ACCT-3B61F8E2C2B5", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.286 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 398, "timestamp": "2026-01-06T01:06:00Z", "transaction_amount_usd": 6516.34 }, { "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": 0.61, "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 pr...
{ "customer_funds_at_risk_usd": 7484.18, "financial_exposure_usd": 10457.83, "recoverable_pct": 0.991 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104153", "label": "fraudulent", "label_confidence": 0.902, "severity": "high", "timestamp": "2026-01-03T21:13:00Z", "trace_id": "b3e14bdf-38d1-528e-5144-c5261a925f42" }
{ "account_age_days": 211, "account_id": "ACCT-829290023A39", "baseline_risk_score": 0.209, "kyc_tier": "tier_1", "session_entropy": 0.135 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 164, "timestamp": "2026-01-03T12:46:00Z", "transaction_amount_usd": 19.05 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "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": 0.601, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 9", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 4976056.59, "financial_exposure_usd": 7901935.07, "recoverable_pct": 0.561 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105034", "label": "fraudulent", "label_confidence": 0.713, "severity": "high", "timestamp": "2026-01-04T11:54:00Z", "trace_id": "d4e394d1-19c1-a03c-d4ce-8a7538ae279e" }
{ "account_age_days": 1147, "account_id": "ACCT-3F6D89C8C658", "baseline_risk_score": 0.338, "kyc_tier": "tier_3", "session_entropy": 0.736 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 270, "timestamp": "2026-01-04T06:46:00Z", "transaction_amount_usd": 12.01 }, { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "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": 0.606, "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": 4519060.02, "financial_exposure_usd": 7378979.43, "recoverable_pct": 0.988 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107119", "label": "benign", "label_confidence": 0.545, "severity": "medium", "timestamp": "2026-01-05T22:39:00Z", "trace_id": "fd2a3e00-4470-4c2b-e3cc-4b3fa9df9cf5" }
{ "account_age_days": 1305, "account_id": "ACCT-20C2E8F3111C", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.842 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 479, "timestamp": "2026-01-05T22:39:00Z", "transaction_amount_usd": 1049.26 }, { "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": 0.576, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 1332.13, "financial_exposure_usd": 1846.62, "recoverable_pct": 0.453 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100882", "label": "fraudulent", "label_confidence": 0.834, "severity": "medium", "timestamp": "2026-01-01T14:42:00Z", "trace_id": "7ced706b-106b-0b50-070b-1c579bb15579" }
{ "account_age_days": 1665, "account_id": "ACCT-F0366C0C1ED4", "baseline_risk_score": 0.63, "kyc_tier": "tier_1", "session_entropy": 0.254 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 242, "timestamp": "2026-01-01T14:42:00Z", "transaction_amount_usd": 52886.41 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.866, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 696294.74, "financial_exposure_usd": 1170681.24, "recoverable_pct": 0.606 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102734", "label": "fraudulent", "label_confidence": 0.796, "severity": "high", "timestamp": "2026-01-02T21:34:00Z", "trace_id": "68e15b5a-02e4-77ef-cca8-e552ab803759" }
{ "account_age_days": 861, "account_id": "ACCT-88E1ECE94EF4", "baseline_risk_score": 0.43, "kyc_tier": "tier_2", "session_entropy": 0.409 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 1096, "timestamp": "2026-01-02T21:34:00Z", "transaction_amount_usd": 30919.5 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.898, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 353151.77, "financial_exposure_usd": 658599.39, "recoverable_pct": 0.53 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102217", "label": "fraudulent", "label_confidence": 0.769, "severity": "medium", "timestamp": "2026-01-02T12:57:00Z", "trace_id": "27e54d98-49f7-e2ca-e184-c9e777205ad3" }
{ "account_age_days": 1312, "account_id": "ACCT-A65C1FBAE43A", "baseline_risk_score": 0.294, "kyc_tier": "tier_1", "session_entropy": 0.583 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "LU", "latency_ms": 244, "timestamp": "2026-01-02T12:57:00Z", "transaction_amount_usd": 15956.74 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.477, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 530388.43, "financial_exposure_usd": 685419.33, "recoverable_pct": 0.41 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105198", "label": "fraudulent", "label_confidence": 0.947, "severity": "medium", "timestamp": "2026-01-04T14:38:00Z", "trace_id": "51076c35-808a-8107-fd7d-0e1e3138cb14" }
{ "account_age_days": 1478, "account_id": "ACCT-A269F0B72667", "baseline_risk_score": 0.054, "kyc_tier": "tier_3", "session_entropy": 0.752 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 263, "timestamp": "2026-01-04T14:38:00Z", "transaction_amount_usd": 2447461.12 }, { "asset": "EUR", "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": 0.608, "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": 2775641.92, "financial_exposure_usd": 6929503.91, "recoverable_pct": 0.906 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109702", "label": "benign", "label_confidence": 0.606, "severity": "medium", "timestamp": "2026-01-07T17:42:00Z", "trace_id": "9db11ede-d9aa-6433-a840-9a9b5d37acb7" }
{ "account_age_days": 1118, "account_id": "ACCT-DA5B7A625E61", "baseline_risk_score": 0.14, "kyc_tier": "tier_3", "session_entropy": 0.615 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 128, "timestamp": "2026-01-07T17:42:00Z", "transaction_amount_usd": 938.09 }, { "asset": "USDT", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.766, "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": 613.96, "financial_exposure_usd": 1028.38, "recoverable_pct": 0.979 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103689", "label": "fraudulent", "label_confidence": 0.816, "severity": "medium", "timestamp": "2026-01-03T13:29:00Z", "trace_id": "31a87b4e-dd2d-7049-6fb7-bf97e7b2b73d" }
{ "account_age_days": 1528, "account_id": "ACCT-1929890ED7F5", "baseline_risk_score": 0.219, "kyc_tier": "tier_3", "session_entropy": 0.666 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 188, "timestamp": "2026-01-03T11:01:00Z", "transaction_amount_usd": 7.72 }, { "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": 0.593, "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": 5499162.36, "financial_exposure_usd": 6172553.71, "recoverable_pct": 0.551 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101072", "label": "fraudulent", "label_confidence": 0.914, "severity": "medium", "timestamp": "2026-01-01T17:52:00Z", "trace_id": "cdae2efe-cf3b-4737-0630-748ae0fedaec" }
{ "account_age_days": 22, "account_id": "ACCT-32ED61DFA358", "baseline_risk_score": 0.531, "kyc_tier": "tier_1", "session_entropy": 0.521 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 1026, "timestamp": "2026-01-01T17:52:00Z", "transaction_amount_usd": 109221.31 }, { "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": 0.908, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 172550.81, "financial_exposure_usd": 342382.52, "recoverable_pct": 0.17 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101444", "label": "fraudulent", "label_confidence": 0.824, "severity": "medium", "timestamp": "2026-01-02T00:04:00Z", "trace_id": "3f1bb151-89f4-2acd-c4de-412a863c5d68" }
{ "account_age_days": 1160, "account_id": "ACCT-B7383C250701", "baseline_risk_score": 0.453, "kyc_tier": "tier_3", "session_entropy": 0.755 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "HK", "latency_ms": 395, "timestamp": "2026-01-02T00:04:00Z", "transaction_amount_usd": 85532.69 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.883, "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": 658926.23, "financial_exposure_usd": 937740.38, "recoverable_pct": 0.594 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106091", "label": "fraudulent", "label_confidence": 0.903, "severity": "high", "timestamp": "2026-01-05T05:31:00Z", "trace_id": "8b89af11-1340-e3b8-fdeb-444d97baec97" }
{ "account_age_days": 1297, "account_id": "ACCT-A960E0A29314", "baseline_risk_score": 0.414, "kyc_tier": "tier_1", "session_entropy": 0.695 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 683, "timestamp": "2026-01-05T05:31:00Z", "transaction_amount_usd": 1396428.99 }, { "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": 0.396, "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": 1139824.52, "financial_exposure_usd": 2673129.16, "recoverable_pct": 0.821 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106351", "label": "fraudulent", "label_confidence": 0.754, "severity": "medium", "timestamp": "2026-01-05T09:51:00Z", "trace_id": "7b56baeb-17b1-4753-d3ec-b4f3b84a5ff1" }
{ "account_age_days": 97, "account_id": "ACCT-6FEC99CDCF9D", "baseline_risk_score": 0.233, "kyc_tier": "tier_3", "session_entropy": 0.899 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 1135, "timestamp": "2026-01-05T09:51:00Z", "transaction_amount_usd": 2581285.89 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BO...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.394, "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": 2877834.52, "financial_exposure_usd": 5996929.67, "recoverable_pct": 0.523 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100047", "label": "fraudulent", "label_confidence": 0.977, "severity": "high", "timestamp": "2026-01-01T00:47:00Z", "trace_id": "3fc825ac-869b-c00f-cc15-2a1be2789642" }
{ "account_age_days": 1007, "account_id": "ACCT-8AC8AD937E02", "baseline_risk_score": 0.325, "kyc_tier": "tier_1", "session_entropy": 0.363 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 815, "timestamp": "2026-01-01T00:47:00Z", "transaction_amount_usd": 65466.97 }, { "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": 0.384, "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": 485650.77, "financial_exposure_usd": 1178887.64, "recoverable_pct": 0.406 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103380", "label": "fraudulent", "label_confidence": 0.907, "severity": "medium", "timestamp": "2026-01-03T08:20:00Z", "trace_id": "1175aeb6-6f61-3c53-32d8-d434e03e3446" }
{ "account_age_days": 77, "account_id": "ACCT-2A0A563FF0C0", "baseline_risk_score": 0.301, "kyc_tier": "tier_3", "session_entropy": 0.333 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 967, "timestamp": "2026-01-03T08:20:00Z", "transaction_amount_usd": 1919718.9 }, { "asset": "USDC", "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": 0.425, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 1911443.55, "financial_exposure_usd": 3911136.95, "recoverable_pct": 0.567 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103468", "label": "fraudulent", "label_confidence": 0.892, "severity": "critical", "timestamp": "2026-01-03T09:48:00Z", "trace_id": "16603910-e1ca-c5e3-055d-b961756b7dfb" }
{ "account_age_days": 892, "account_id": "ACCT-DF22314C680B", "baseline_risk_score": 0.089, "kyc_tier": "tier_3", "session_entropy": 0.732 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 880, "timestamp": "2026-01-03T09:48:00Z", "transaction_amount_usd": 403669.96 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.832, "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": 3003228.28, "financial_exposure_usd": 6232259.79, "recoverable_pct": 0.595 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106059", "label": "fraudulent", "label_confidence": 0.634, "severity": "low", "timestamp": "2026-01-05T04:59:00Z", "trace_id": "c2e5b1e9-da35-b5ca-671c-6dbe24bae687" }
{ "account_age_days": 692, "account_id": "ACCT-A75803C9FB73", "baseline_risk_score": 0.253, "kyc_tier": "tier_1", "session_entropy": 0.747 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 341, "timestamp": "2026-01-05T04:59:00Z", "transaction_amount_usd": 596629.71 }, { "asset": "JPY", "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": 0.921, "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": 2570362.95, "financial_exposure_usd": 4885728.63, "recoverable_pct": 0.958 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102429", "label": "fraudulent", "label_confidence": 0.902, "severity": "high", "timestamp": "2026-01-02T16:29:00Z", "trace_id": "76f13452-c471-952b-a6a8-dd140a374229" }
{ "account_age_days": 1862, "account_id": "ACCT-7762B285B8F6", "baseline_risk_score": 0.339, "kyc_tier": "tier_2", "session_entropy": 0.141 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 1007, "timestamp": "2026-01-02T16:29:00Z", "transaction_amount_usd": 93814.31 }, { "asset": "JPY", "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": 0.48, "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 HAVIN...
{ "customer_funds_at_risk_usd": 356925.91, "financial_exposure_usd": 624092.49, "recoverable_pct": 0.199 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108705", "label": "benign", "label_confidence": 0.488, "severity": "low", "timestamp": "2026-01-07T01:05:00Z", "trace_id": "035b2705-98e4-80e1-8a58-d147c6bdbb9e" }
{ "account_age_days": 1604, "account_id": "ACCT-C81B9E215102", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.303 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 740, "timestamp": "2026-01-07T01:05:00Z", "transaction_amount_usd": 9167.29 }, { "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": 0.498, "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": 4511.87, "financial_exposure_usd": 4980.2, "recoverable_pct": 0.508 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109180", "label": "benign", "label_confidence": 0.462, "severity": "medium", "timestamp": "2026-01-07T09:00:00Z", "trace_id": "b617c740-cf8e-ab42-bf21-2bdd27eb7b4f" }
{ "account_age_days": 1399, "account_id": "ACCT-E15C1639603D", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.794 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 293, "timestamp": "2026-01-07T01:32:00Z", "transaction_amount_usd": 1.71 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.775, "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": 690.67, "financial_exposure_usd": 953.82, "recoverable_pct": 0.762 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107463", "label": "benign", "label_confidence": 0.573, "severity": "low", "timestamp": "2026-01-06T04:23:00Z", "trace_id": "3fe3216a-cd31-2db7-64ad-dbc1584fdbdf" }
{ "account_age_days": 1567, "account_id": "ACCT-96ACFA45A40A", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.265 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 251, "timestamp": "2026-01-06T04:23:00Z", "transaction_amount_usd": 12664.03 }, { "asset": "JPY", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.516, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 540.15, "financial_exposure_usd": 886.85, "recoverable_pct": 0.563 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109302", "label": "benign", "label_confidence": 0.672, "severity": "low", "timestamp": "2026-01-07T11:02:00Z", "trace_id": "8a8f9745-498c-e68c-485a-5cb249267a87" }
{ "account_age_days": 748, "account_id": "ACCT-C32F908D38BB", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.764 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 232, "timestamp": "2026-01-07T11:02:00Z", "transaction_amount_usd": 4679.07 }, { "asset": "USDT", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.598, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 2339.36, "financial_exposure_usd": 2536, "recoverable_pct": 0.644 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102628", "label": "fraudulent", "label_confidence": 0.792, "severity": "medium", "timestamp": "2026-01-02T19:48:00Z", "trace_id": "903942ab-33db-6559-8bc2-f91a4c6bbd10" }
{ "account_age_days": 1263, "account_id": "ACCT-357165FEC022", "baseline_risk_score": 0.263, "kyc_tier": "tier_1", "session_entropy": 0.443 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 809, "timestamp": "2026-01-02T19:48:00Z", "transaction_amount_usd": 23245.15 }, { "asset": "EUR", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.788, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 374569, "financial_exposure_usd": 842206.48, "recoverable_pct": 0.115 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109891", "label": "benign", "label_confidence": 0.647, "severity": "medium", "timestamp": "2026-01-07T20:51:00Z", "trace_id": "07816fe7-6309-2cd5-8680-54539556ccf7" }
{ "account_age_days": 882, "account_id": "ACCT-B423B6B5C0EE", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.438 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 266, "timestamp": "2026-01-07T14:38:00Z", "transaction_amount_usd": 23.07 }, { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.763, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 3687.92, "financial_exposure_usd": 7676.32, "recoverable_pct": 0.661 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109749", "label": "benign", "label_confidence": 0.608, "severity": "medium", "timestamp": "2026-01-07T18:29:00Z", "trace_id": "fa0416d7-ff4c-322c-fa48-d9131d42b21a" }
{ "account_age_days": 801, "account_id": "ACCT-0579EE1007E1", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.191 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 529, "timestamp": "2026-01-07T18:29:00Z", "transaction_amount_usd": 2792.07 }, { "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": 0.682, "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": 665.76, "financial_exposure_usd": 1283.34, "recoverable_pct": 0.553 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103646", "label": "fraudulent", "label_confidence": 0.624, "severity": "critical", "timestamp": "2026-01-03T12:46:00Z", "trace_id": "eca77835-22d3-e52d-3a83-41d0eb45f5e4" }
{ "account_age_days": 44, "account_id": "ACCT-52736AE5261E", "baseline_risk_score": 0.186, "kyc_tier": "tier_2", "session_entropy": 0.562 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 290, "timestamp": "2026-01-03T12:46:00Z", "transaction_amount_usd": 630060.08 }, { "asset": "GBP", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.638, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 4534016.69, "financial_exposure_usd": 5058709.1, "recoverable_pct": 0.837 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105548", "label": "fraudulent", "label_confidence": 0.61, "severity": "medium", "timestamp": "2026-01-04T20:28:00Z", "trace_id": "28cd514e-08f5-1e4e-b887-3fc0dd198bd8" }
{ "account_age_days": 721, "account_id": "ACCT-8042E0CA6BE6", "baseline_risk_score": 0.212, "kyc_tier": "tier_1", "session_entropy": 0.688 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 210, "timestamp": "2026-01-04T20:28:00Z", "transaction_amount_usd": 2230104.14 }, { "asset": "USD", "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": 0.532, "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": 7115457.19, "financial_exposure_usd": 7270333.14, "recoverable_pct": 0.454 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100331", "label": "fraudulent", "label_confidence": 0.861, "severity": "low", "timestamp": "2026-01-01T05:31:00Z", "trace_id": "e009a2cd-3157-f09a-3edf-dad0c6988643" }
{ "account_age_days": 1753, "account_id": "ACCT-20CBBD966699", "baseline_risk_score": 0.342, "kyc_tier": "tier_2", "session_entropy": 0.903 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 83, "timestamp": "2026-01-01T02:00:00Z", "transaction_amount_usd": 14.8 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "ge...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.541, "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": 172806.78, "financial_exposure_usd": 313552.95, "recoverable_pct": 0.087 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107067", "label": "benign", "label_confidence": 0.743, "severity": "high", "timestamp": "2026-01-05T21:47:00Z", "trace_id": "5f986992-49f7-9100-b3e6-b26403c9ebb2" }
{ "account_age_days": 619, "account_id": "ACCT-77D361CA02B5", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.711 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 574, "timestamp": "2026-01-05T21:47:00Z", "transaction_amount_usd": 4265.9 }, { "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": 0.66, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior...
{ "customer_funds_at_risk_usd": 967.79, "financial_exposure_usd": 2096.46, "recoverable_pct": 0.781 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107405", "label": "benign", "label_confidence": 0.525, "severity": "critical", "timestamp": "2026-01-06T03:25:00Z", "trace_id": "7603f7f0-63c4-2af9-067f-e489b5c75081" }
{ "account_age_days": 209, "account_id": "ACCT-E9F0C57EC4E4", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.299 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 298, "timestamp": "2026-01-05T20:10:00Z", "transaction_amount_usd": 18.79 }, { "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": 0.65, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_tr...
{ "customer_funds_at_risk_usd": 2202.2, "financial_exposure_usd": 4223.52, "recoverable_pct": 0.815 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103950", "label": "fraudulent", "label_confidence": 0.868, "severity": "high", "timestamp": "2026-01-03T17:50:00Z", "trace_id": "26db2e8b-d25c-e7b3-9a3f-4f991e89a9e3" }
{ "account_age_days": 1379, "account_id": "ACCT-DC91BEE52809", "baseline_risk_score": 0.432, "kyc_tier": "tier_3", "session_entropy": 0.661 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 876, "timestamp": "2026-01-03T17:50:00Z", "transaction_amount_usd": 2724974.26 }, { "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": 0.424, "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": 2088977.39, "financial_exposure_usd": 4981135.99, "recoverable_pct": 0.78 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104828", "label": "fraudulent", "label_confidence": 0.635, "severity": "high", "timestamp": "2026-01-04T08:28:00Z", "trace_id": "2e4173c4-e2b2-3a2a-1214-fb4c93893d9c" }
{ "account_age_days": 1510, "account_id": "ACCT-5DC991EE654C", "baseline_risk_score": 0.439, "kyc_tier": "tier_3", "session_entropy": 0.934 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 431, "timestamp": "2026-01-04T08:28:00Z", "transaction_amount_usd": 1126866.03 }, { "asset": "USDT", "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": 0.884, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 1132604.22, "financial_exposure_usd": 2372775.36, "recoverable_pct": 0.802 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104718", "label": "fraudulent", "label_confidence": 0.632, "severity": "low", "timestamp": "2026-01-04T06:38:00Z", "trace_id": "2d76a1b9-6b60-1e4a-a176-c109749b2155" }
{ "account_age_days": 100, "account_id": "ACCT-58808E5681F4", "baseline_risk_score": 0.056, "kyc_tier": "tier_1", "session_entropy": 0.757 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 107, "timestamp": "2026-01-04T06:38:00Z", "transaction_amount_usd": 1207623.44 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.857, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 3260806.55, "financial_exposure_usd": 6135913.6, "recoverable_pct": 0.917 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101363", "label": "fraudulent", "label_confidence": 0.889, "severity": "medium", "timestamp": "2026-01-01T22:43:00Z", "trace_id": "8bb9c636-adb4-c9dc-b7f2-7d6934652fd7" }
{ "account_age_days": 1020, "account_id": "ACCT-8A55748EEC1E", "baseline_risk_score": 0.448, "kyc_tier": "tier_3", "session_entropy": 0.509 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 665, "timestamp": "2026-01-01T22:43:00Z", "transaction_amount_usd": 61173.21 }, { "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": 0.947, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 668979.32, "financial_exposure_usd": 1013177.58, "recoverable_pct": 0.526 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104047", "label": "fraudulent", "label_confidence": 0.712, "severity": "medium", "timestamp": "2026-01-03T19:27:00Z", "trace_id": "460f95a6-8b4c-2441-a5a4-08c715ff41e3" }
{ "account_age_days": 1658, "account_id": "ACCT-4FA9B3C402AB", "baseline_risk_score": 0.285, "kyc_tier": "tier_3", "session_entropy": 0.827 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 163, "timestamp": "2026-01-03T17:29:00Z", "transaction_amount_usd": 23.66 }, { "asset": "BTC", "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": 0.653, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 8", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 3647461.82, "financial_exposure_usd": 5829916.36, "recoverable_pct": 0.927 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100822", "label": "fraudulent", "label_confidence": 0.863, "severity": "medium", "timestamp": "2026-01-01T13:42:00Z", "trace_id": "772b90d5-a5e6-ae05-3a38-99c3240a2db9" }
{ "account_age_days": 959, "account_id": "ACCT-1B9D18715384", "baseline_risk_score": 0.517, "kyc_tier": "tier_2", "session_entropy": 0.174 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 874, "timestamp": "2026-01-01T13:42:00Z", "transaction_amount_usd": 50743.04 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.586, "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": 708304.59, "financial_exposure_usd": 710920.76, "recoverable_pct": 0.058 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109613", "label": "benign", "label_confidence": 0.525, "severity": "high", "timestamp": "2026-01-07T16:13:00Z", "trace_id": "990f0505-7d28-35e2-4e2a-5e43d5bee663" }
{ "account_age_days": 1823, "account_id": "ACCT-A942C4670A5D", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.274 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 362, "timestamp": "2026-01-07T16:13:00Z", "transaction_amount_usd": 2745 }, { "asset": "USDT", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.673, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1787.23, "financial_exposure_usd": 3955.09, "recoverable_pct": 0.492 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105453", "label": "fraudulent", "label_confidence": 0.91, "severity": "high", "timestamp": "2026-01-04T18:53:00Z", "trace_id": "874774a0-fa25-c2df-c0ab-fcc598fb0db8" }
{ "account_age_days": 1159, "account_id": "ACCT-DF14C82BADE5", "baseline_risk_score": 0.428, "kyc_tier": "tier_1", "session_entropy": 0.66 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 111, "timestamp": "2026-01-04T08:33:00Z", "transaction_amount_usd": 15.75 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.843, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 3221316.26, "financial_exposure_usd": 4349925.65, "recoverable_pct": 0.558 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104122", "label": "fraudulent", "label_confidence": 0.937, "severity": "high", "timestamp": "2026-01-03T20:42:00Z", "trace_id": "82630211-61a9-7c58-1726-5621ef813008" }
{ "account_age_days": 829, "account_id": "ACCT-4C5565329782", "baseline_risk_score": 0.09, "kyc_tier": "tier_2", "session_entropy": 0.92 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 975, "timestamp": "2026-01-03T20:42:00Z", "transaction_amount_usd": 2980984.38 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.687, "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": 1620370.66, "financial_exposure_usd": 3979045.84, "recoverable_pct": 0.964 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100021", "label": "fraudulent", "label_confidence": 0.834, "severity": "critical", "timestamp": "2026-01-01T00:21:00Z", "trace_id": "da003f16-b946-9bcf-4082-cbb948bddb3e" }
{ "account_age_days": 1543, "account_id": "ACCT-71B701AAF836", "baseline_risk_score": 0.267, "kyc_tier": "tier_3", "session_entropy": 0.619 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 369, "timestamp": "2026-01-01T00:21:00Z", "transaction_amount_usd": 72522.75 }, { "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": 0.49, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAV...
{ "customer_funds_at_risk_usd": 448030.17, "financial_exposure_usd": 764973.37, "recoverable_pct": 0.687 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103972", "label": "fraudulent", "label_confidence": 0.875, "severity": "critical", "timestamp": "2026-01-03T18:12:00Z", "trace_id": "af8f98e4-58c8-19be-3ee5-7a557e41cc22" }
{ "account_age_days": 900, "account_id": "ACCT-9ACD8E8DB5AD", "baseline_risk_score": 0.367, "kyc_tier": "tier_3", "session_entropy": 0.544 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 281, "timestamp": "2026-01-03T08:40:00Z", "transaction_amount_usd": 11.93 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.479, "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": 2678071.44, "financial_exposure_usd": 5061657.18, "recoverable_pct": 0.427 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101555", "label": "fraudulent", "label_confidence": 0.779, "severity": "medium", "timestamp": "2026-01-02T01:55:00Z", "trace_id": "dacf3e1c-d8dd-9c0e-d8bf-f125ae779026" }
{ "account_age_days": 166, "account_id": "ACCT-1D90F6607722", "baseline_risk_score": 0.6, "kyc_tier": "tier_2", "session_entropy": 0.737 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 148, "timestamp": "2026-01-01T20:44:00Z", "transaction_amount_usd": 5.32 }, { "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": 0.942, "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": 537451.88, "financial_exposure_usd": 736389.83, "recoverable_pct": 0.516 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109570", "label": "benign", "label_confidence": 0.643, "severity": "high", "timestamp": "2026-01-07T15:30:00Z", "trace_id": "e21c728c-2c16-0f35-aefe-8b6675614b4e" }
{ "account_age_days": 1489, "account_id": "ACCT-6F9AC4AB8F4D", "baseline_risk_score": 0.107, "kyc_tier": "tier_2", "session_entropy": 0.276 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 1090, "timestamp": "2026-01-07T15:30:00Z", "transaction_amount_usd": 7328.47 }, { "asset": "USDT", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.737, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 3010.17, "financial_exposure_usd": 3024.65, "recoverable_pct": 0.725 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103591", "label": "fraudulent", "label_confidence": 0.849, "severity": "medium", "timestamp": "2026-01-03T11:51:00Z", "trace_id": "1945a831-0abc-91e4-a4f8-a7445d1b3819" }
{ "account_age_days": 1545, "account_id": "ACCT-403D99D6637D", "baseline_risk_score": 0.203, "kyc_tier": "tier_3", "session_entropy": 0.817 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 280, "timestamp": "2026-01-03T09:41:00Z", "transaction_amount_usd": 0.31 }, { "asset": "BTC", "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": 0.492, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, 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": 940110.16, "financial_exposure_usd": 1220295.59, "recoverable_pct": 0.613 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102206", "label": "fraudulent", "label_confidence": 0.925, "severity": "critical", "timestamp": "2026-01-02T12:46:00Z", "trace_id": "3ab783e4-1dbe-6606-948f-70824274ca58" }
{ "account_age_days": 1298, "account_id": "ACCT-F6100BDDC2A1", "baseline_risk_score": 0.526, "kyc_tier": "tier_3", "session_entropy": 0.39 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 254, "timestamp": "2026-01-02T03:00:00Z", "transaction_amount_usd": 4.22 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.861, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 751203.47, "financial_exposure_usd": 769971.47, "recoverable_pct": 0.403 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107994", "label": "benign", "label_confidence": 0.467, "severity": "high", "timestamp": "2026-01-06T13:14:00Z", "trace_id": "12f67a5d-777b-f89a-aab0-099e722401b9" }
{ "account_age_days": 501, "account_id": "ACCT-8EF291CA5E6A", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.588 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 922, "timestamp": "2026-01-06T13:14:00Z", "transaction_amount_usd": 3175.38 }, { "asset": "JPY", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.609, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 5203.87, "financial_exposure_usd": 6737.25, "recoverable_pct": 0.967 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109264", "label": "benign", "label_confidence": 0.461, "severity": "medium", "timestamp": "2026-01-07T10:24:00Z", "trace_id": "932bd6a7-3603-da81-ed45-37ef1843b043" }
{ "account_age_days": 244, "account_id": "ACCT-A2F746A9896F", "baseline_risk_score": 0.085, "kyc_tier": "tier_1", "session_entropy": 0.726 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 1069, "timestamp": "2026-01-07T10:24:00Z", "transaction_amount_usd": 11564.17 }, { "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": 0.531, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 780.72, "financial_exposure_usd": 1095.38, "recoverable_pct": 0.56 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103991", "label": "fraudulent", "label_confidence": 0.638, "severity": "high", "timestamp": "2026-01-03T18:31:00Z", "trace_id": "843b3a26-0531-6e2a-b3a1-b360c16fcd50" }
{ "account_age_days": 1074, "account_id": "ACCT-EC3CBEFDC175", "baseline_risk_score": 0.308, "kyc_tier": "tier_2", "session_entropy": 0.78 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 108, "timestamp": "2026-01-03T12:14:00Z", "transaction_amount_usd": 4.7 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.641, "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": 2643933.1, "financial_exposure_usd": 3049049.51, "recoverable_pct": 0.73 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102230", "label": "fraudulent", "label_confidence": 0.895, "severity": "medium", "timestamp": "2026-01-02T13:10:00Z", "trace_id": "b1ae96f8-c4af-cb2b-ac3b-07283bf5b54a" }
{ "account_age_days": 614, "account_id": "ACCT-28744CBDCA2D", "baseline_risk_score": 0.529, "kyc_tier": "tier_1", "session_entropy": 0.397 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 110, "timestamp": "2026-01-02T04:53:00Z", "transaction_amount_usd": 20.53 }, { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.814, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 461911.79, "financial_exposure_usd": 476890.42, "recoverable_pct": 0.162 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108278", "label": "benign", "label_confidence": 0.542, "severity": "low", "timestamp": "2026-01-06T17:58:00Z", "trace_id": "6e5cde00-e75c-f36b-a448-cbaefc1d6597" }
{ "account_age_days": 447, "account_id": "ACCT-583C82790118", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.442 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 1042, "timestamp": "2026-01-06T17:58:00Z", "transaction_amount_usd": 536.92 }, { "asset": "ETH", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.517, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 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": 1425.97, "financial_exposure_usd": 3038.49, "recoverable_pct": 0.985 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108229", "label": "benign", "label_confidence": 0.524, "severity": "high", "timestamp": "2026-01-06T17:09:00Z", "trace_id": "899c8736-3f17-6533-fb10-349b624ede34" }
{ "account_age_days": 29, "account_id": "ACCT-0C46E96EE9C4", "baseline_risk_score": 0.093, "kyc_tier": "tier_3", "session_entropy": 0.89 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 1061, "timestamp": "2026-01-06T17:09:00Z", "transaction_amount_usd": 11027.36 }, { "asset": "USDT", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG"...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.647, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 538.58, "financial_exposure_usd": 1180.7, "recoverable_pct": 0.55 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100123", "label": "fraudulent", "label_confidence": 0.83, "severity": "critical", "timestamp": "2026-01-01T02:03:00Z", "trace_id": "92455468-6088-825e-e382-6da16cce4c23" }
{ "account_age_days": 1554, "account_id": "ACCT-67DFC9AFF220", "baseline_risk_score": 0.363, "kyc_tier": "tier_3", "session_entropy": 0.799 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 684, "timestamp": "2026-01-01T02:03:00Z", "transaction_amount_usd": 45205.83 }, { "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": 0.633, "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": 317322.35, "financial_exposure_usd": 345185.87, "recoverable_pct": 0.193 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105791", "label": "fraudulent", "label_confidence": 0.764, "severity": "high", "timestamp": "2026-01-05T00:31:00Z", "trace_id": "b18ab577-6a79-b3d1-69b6-8900f193f09c" }
{ "account_age_days": 207, "account_id": "ACCT-363D160135F8", "baseline_risk_score": 0.158, "kyc_tier": "tier_3", "session_entropy": 0.642 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 960, "timestamp": "2026-01-05T00:31:00Z", "transaction_amount_usd": 1604172.42 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.716, "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": 1977268.32, "financial_exposure_usd": 3939727.7, "recoverable_pct": 0.523 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107072", "label": "benign", "label_confidence": 0.609, "severity": "medium", "timestamp": "2026-01-05T21:52:00Z", "trace_id": "2a899319-0641-f6e3-71c6-fca8f41cee44" }
{ "account_age_days": 1510, "account_id": "ACCT-46E9C04E4512", "baseline_risk_score": 0.097, "kyc_tier": "tier_2", "session_entropy": 0.676 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 1005, "timestamp": "2026-01-05T21:52:00Z", "transaction_amount_usd": 319.65 }, { "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": 0.614, "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": 2421.03, "financial_exposure_usd": 4999.62, "recoverable_pct": 0.446 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105196", "label": "fraudulent", "label_confidence": 0.706, "severity": "medium", "timestamp": "2026-01-04T14:36:00Z", "trace_id": "0f2f64a4-6e71-4b5d-274e-303ca32a036b" }
{ "account_age_days": 1132, "account_id": "ACCT-A644BBB5F605", "baseline_risk_score": 0.399, "kyc_tier": "tier_1", "session_entropy": 0.39 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 1102, "timestamp": "2026-01-04T14:36:00Z", "transaction_amount_usd": 840362.72 }, { "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": 0.444, "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": 2827937.46, "financial_exposure_usd": 2916482.95, "recoverable_pct": 0.724 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101035", "label": "fraudulent", "label_confidence": 0.789, "severity": "medium", "timestamp": "2026-01-01T17:15:00Z", "trace_id": "d67b2ef2-b157-8bc8-4a68-e29010557be7" }
{ "account_age_days": 1670, "account_id": "ACCT-CFF7DF41D6F8", "baseline_risk_score": 0.589, "kyc_tier": "tier_1", "session_entropy": 0.715 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 534, "timestamp": "2026-01-01T17:15:00Z", "transaction_amount_usd": 108234.17 }, { "asset": "EUR", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.368, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 738645.66, "financial_exposure_usd": 1439872.87, "recoverable_pct": 0.83 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103437", "label": "fraudulent", "label_confidence": 0.926, "severity": "medium", "timestamp": "2026-01-03T09:17:00Z", "trace_id": "f4c87f01-014f-6abb-4767-58e57e7d63fe" }
{ "account_age_days": 646, "account_id": "ACCT-D2C31E4778F9", "baseline_risk_score": 0.291, "kyc_tier": "tier_1", "session_entropy": 0.649 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 886, "timestamp": "2026-01-03T09:17:00Z", "transaction_amount_usd": 1940629.44 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.494, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 1671913.17, "financial_exposure_usd": 2798496.09, "recoverable_pct": 0.892 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101876", "label": "fraudulent", "label_confidence": 0.763, "severity": "medium", "timestamp": "2026-01-02T07:16:00Z", "trace_id": "af1ef52e-5757-0093-dbfe-de136def81dc" }
{ "account_age_days": 275, "account_id": "ACCT-26FC616DE472", "baseline_risk_score": 0.532, "kyc_tier": "tier_2", "session_entropy": 0.701 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "HK", "latency_ms": 631, "timestamp": "2026-01-02T07:16:00Z", "transaction_amount_usd": 51901.3 }, { "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": 0.525, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 769793.13, "financial_exposure_usd": 1090530.17, "recoverable_pct": 0.362 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106121", "label": "fraudulent", "label_confidence": 0.736, "severity": "high", "timestamp": "2026-01-05T06:01:00Z", "trace_id": "c64cfd24-2818-ff84-62e1-6b239635ecc4" }
{ "account_age_days": 1922, "account_id": "ACCT-A32CFC0283D5", "baseline_risk_score": 0.423, "kyc_tier": "tier_1", "session_entropy": 0.507 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 829, "timestamp": "2026-01-05T06:01:00Z", "transaction_amount_usd": 1018055.6 }, { "asset": "USD", "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": 0.452, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 2193012.41, "financial_exposure_usd": 4753828.14, "recoverable_pct": 0.851 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108550", "label": "benign", "label_confidence": 0.716, "severity": "low", "timestamp": "2026-01-06T22:30:00Z", "trace_id": "98b00044-48a2-18bc-3682-8a0b0bb9ec2a" }
{ "account_age_days": 1680, "account_id": "ACCT-7A613823BE07", "baseline_risk_score": 0.17, "kyc_tier": "tier_2", "session_entropy": 0.839 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 101, "timestamp": "2026-01-06T14:24:00Z", "transaction_amount_usd": 16.52 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.621, "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": 3819.79, "financial_exposure_usd": 4616.07, "recoverable_pct": 0.615 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107388", "label": "benign", "label_confidence": 0.513, "severity": "low", "timestamp": "2026-01-06T03:08:00Z", "trace_id": "b78dec6a-4997-0a34-80dd-322a61604254" }
{ "account_age_days": 1892, "account_id": "ACCT-44E356560304", "baseline_risk_score": 0.06, "kyc_tier": "tier_2", "session_entropy": 0.183 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 888, "timestamp": "2026-01-06T03:08:00Z", "transaction_amount_usd": 14456.63 }, { "asset": "USDT", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.592, "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": 2742.5, "financial_exposure_usd": 5908.59, "recoverable_pct": 0.775 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101597", "label": "fraudulent", "label_confidence": 0.764, "severity": "critical", "timestamp": "2026-01-02T02:37:00Z", "trace_id": "8d3fd284-4dcb-6a48-27c4-0e05958b6478" }
{ "account_age_days": 145, "account_id": "ACCT-AE24C0AD5D66", "baseline_risk_score": 0.563, "kyc_tier": "tier_3", "session_entropy": 0.396 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "HK", "latency_ms": 709, "timestamp": "2026-01-02T02:37:00Z", "transaction_amount_usd": 110985.01 }, { "asset": "JPY", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.888, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 818548.15, "financial_exposure_usd": 912354.32, "recoverable_pct": 0.08 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106365", "label": "fraudulent", "label_confidence": 0.88, "severity": "medium", "timestamp": "2026-01-05T10:05:00Z", "trace_id": "2ab6fb15-3ba0-0589-ad16-dbc591ea061d" }
{ "account_age_days": 1565, "account_id": "ACCT-E0AF3B516FED", "baseline_risk_score": 0.444, "kyc_tier": "tier_1", "session_entropy": 0.713 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 343, "timestamp": "2026-01-05T01:52:00Z", "transaction_amount_usd": 20.29 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.931, "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": 4090039.66, "financial_exposure_usd": 5847632.27, "recoverable_pct": 0.758 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101342", "label": "fraudulent", "label_confidence": 0.915, "severity": "high", "timestamp": "2026-01-01T22:22:00Z", "trace_id": "eec73937-0cce-e824-6d9b-837cb5286877" }
{ "account_age_days": 1726, "account_id": "ACCT-45CB3BBB3636", "baseline_risk_score": 0.504, "kyc_tier": "tier_2", "session_entropy": 0.11 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 1097, "timestamp": "2026-01-01T22:22:00Z", "transaction_amount_usd": 946.5 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.629, "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": 688552.75, "financial_exposure_usd": 1023163.68, "recoverable_pct": 0.622 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109658", "label": "benign", "label_confidence": 0.657, "severity": "low", "timestamp": "2026-01-07T16:58:00Z", "trace_id": "da939101-3534-3a24-94dc-27b0fe4bc6fa" }
{ "account_age_days": 1456, "account_id": "ACCT-23E631470695", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.38 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 393, "timestamp": "2026-01-07T16:58:00Z", "transaction_amount_usd": 10664.49 }, { "asset": "SOL", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.484, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 212.51, "financial_exposure_usd": 279.31, "recoverable_pct": 0.562 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104053", "label": "fraudulent", "label_confidence": 0.914, "severity": "medium", "timestamp": "2026-01-03T19:33:00Z", "trace_id": "f327c142-408d-9cf0-01a0-aab2c0ec7a76" }
{ "account_age_days": 1246, "account_id": "ACCT-D5697CF4A922", "baseline_risk_score": 0.168, "kyc_tier": "tier_1", "session_entropy": 0.533 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 1134, "timestamp": "2026-01-03T19:33:00Z", "transaction_amount_usd": 2813487.35 }, { "asset": "EUR", "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": 0.469, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 4925760.86, "financial_exposure_usd": 8411292.41, "recoverable_pct": 0.981 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103862", "label": "fraudulent", "label_confidence": 0.701, "severity": "medium", "timestamp": "2026-01-03T16:22:00Z", "trace_id": "66ea6cbe-60fc-e95a-7fa4-5677133ae432" }
{ "account_age_days": 626, "account_id": "ACCT-776098A9BECC", "baseline_risk_score": 0.133, "kyc_tier": "tier_2", "session_entropy": 0.606 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 279, "timestamp": "2026-01-03T16:22:00Z", "transaction_amount_usd": 316096.37 }, { "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": 0.656, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 2380412.67, "financial_exposure_usd": 5584688.08, "recoverable_pct": 0.974 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107783", "label": "benign", "label_confidence": 0.615, "severity": "medium", "timestamp": "2026-01-06T09:43:00Z", "trace_id": "9cd2a032-b78b-fdb9-607d-c98a7caa3e6e" }
{ "account_age_days": 1909, "account_id": "ACCT-395445FFE9B1", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.801 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 1012, "timestamp": "2026-01-06T09:43:00Z", "transaction_amount_usd": 3617.13 }, { "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": 0.66, "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 pr...
{ "customer_funds_at_risk_usd": 1611.98, "financial_exposure_usd": 2846.21, "recoverable_pct": 0.869 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107413", "label": "benign", "label_confidence": 0.709, "severity": "medium", "timestamp": "2026-01-06T03:33:00Z", "trace_id": "ecbef004-9f4b-0ec0-a025-cbea4379d9df" }
{ "account_age_days": 1827, "account_id": "ACCT-A35B2A67D2D8", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.12 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 515, "timestamp": "2026-01-06T03:33:00Z", "transaction_amount_usd": 9193.39 }, { "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": 0.707, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 1113.71, "financial_exposure_usd": 1576.34, "recoverable_pct": 0.668 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103549", "label": "fraudulent", "label_confidence": 0.935, "severity": "high", "timestamp": "2026-01-03T11:09:00Z", "trace_id": "ec707640-af5b-604c-31f4-2de80b601382" }
{ "account_age_days": 1466, "account_id": "ACCT-F97459ABA733", "baseline_risk_score": 0.098, "kyc_tier": "tier_1", "session_entropy": 0.774 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 160, "timestamp": "2026-01-03T08:09:00Z", "transaction_amount_usd": 5.44 }, { "asset": "USD", "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": 0.543, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 1901546.61, "financial_exposure_usd": 2157054.3, "recoverable_pct": 0.458 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106557", "label": "fraudulent", "label_confidence": 0.816, "severity": "high", "timestamp": "2026-01-05T13:17:00Z", "trace_id": "bb3d619e-ae5a-9af7-ac18-55a48c2949ab" }
{ "account_age_days": 988, "account_id": "ACCT-CC582CA53A51", "baseline_risk_score": 0.161, "kyc_tier": "tier_1", "session_entropy": 0.349 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 269, "timestamp": "2026-01-05T13:17:00Z", "transaction_amount_usd": 2012209.79 }, { "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": 0.829, "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": 2138845.76, "financial_exposure_usd": 3913740.24, "recoverable_pct": 0.912 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105420", "label": "fraudulent", "label_confidence": 0.805, "severity": "low", "timestamp": "2026-01-04T18:20:00Z", "trace_id": "e1b43690-c01f-423f-c8b9-2b1852685765" }
{ "account_age_days": 1460, "account_id": "ACCT-C77A1544F229", "baseline_risk_score": 0.202, "kyc_tier": "tier_3", "session_entropy": 0.612 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 831, "timestamp": "2026-01-04T18:20:00Z", "transaction_amount_usd": 1312921.79 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.932, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2974786.23, "financial_exposure_usd": 4172784.63, "recoverable_pct": 0.636 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108262", "label": "benign", "label_confidence": 0.695, "severity": "high", "timestamp": "2026-01-06T17:42:00Z", "trace_id": "235034a5-e05b-5e8b-21c0-f3ed936b0b80" }
{ "account_age_days": 199, "account_id": "ACCT-330EBD7A7348", "baseline_risk_score": 0.182, "kyc_tier": "tier_1", "session_entropy": 0.368 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 113, "timestamp": "2026-01-06T14:08:00Z", "transaction_amount_usd": 16.19 }, { "asset": "GBP", "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": 0.602, "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": 3021.3, "financial_exposure_usd": 5852.75, "recoverable_pct": 0.548 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106262", "label": "fraudulent", "label_confidence": 0.707, "severity": "high", "timestamp": "2026-01-05T08:22:00Z", "trace_id": "acc5e1cb-a11e-732d-2809-a451c87489ce" }
{ "account_age_days": 1992, "account_id": "ACCT-310DA04BF54E", "baseline_risk_score": 0.26, "kyc_tier": "tier_1", "session_entropy": 0.576 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 112, "timestamp": "2026-01-05T08:22:00Z", "transaction_amount_usd": 1759716.74 }, { "asset": "SOL", "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": 0.355, "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": 5251466.29, "financial_exposure_usd": 6489829.08, "recoverable_pct": 0.828 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }