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-104095", "label": "fraudulent", "label_confidence": 0.675, "severity": "medium", "timestamp": "2026-01-03T20:15:00Z", "trace_id": "85e07f2e-1559-0b18-a56b-8fb3fb423421" }
{ "account_age_days": 680, "account_id": "ACCT-EB946DFB0237", "baseline_risk_score": 0.271, "kyc_tier": "tier_1", "session_entropy": 0.444 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 477, "timestamp": "2026-01-03T20:15:00Z", "transaction_amount_usd": 119532.76 }, { "asset": "USDC", "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": 0.488, "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": 4642117.88, "financial_exposure_usd": 7292420.09, "recoverable_pct": 0.428 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109588", "label": "benign", "label_confidence": 0.672, "severity": "low", "timestamp": "2026-01-07T15:48:00Z", "trace_id": "bf499b29-88a3-e867-5020-19ff4ac4ef23" }
{ "account_age_days": 522, "account_id": "ACCT-0828BF250DBF", "baseline_risk_score": 0.126, "kyc_tier": "tier_2", "session_entropy": 0.737 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 1063, "timestamp": "2026-01-07T15:48:00Z", "transaction_amount_usd": 4286.85 }, { "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": 0.707, "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": 1535.24, "financial_exposure_usd": 1883.04, "recoverable_pct": 0.502 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108388", "label": "benign", "label_confidence": 0.555, "severity": "medium", "timestamp": "2026-01-06T19:48:00Z", "trace_id": "7991cfa1-a8e8-a1cb-59e7-c2b348ffff5f" }
{ "account_age_days": 1277, "account_id": "ACCT-A0DE9687603F", "baseline_risk_score": 0.093, "kyc_tier": "tier_1", "session_entropy": 0.388 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 521, "timestamp": "2026-01-06T19:48:00Z", "transaction_amount_usd": 10988.93 }, { "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 1, 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": 3014.74, "financial_exposure_usd": 3389.13, "recoverable_pct": 0.873 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106127", "label": "fraudulent", "label_confidence": 0.752, "severity": "high", "timestamp": "2026-01-05T06:07:00Z", "trace_id": "1d5d2fa4-9d02-9800-1e67-5e8d3421819e" }
{ "account_age_days": 1893, "account_id": "ACCT-D229900EA475", "baseline_risk_score": 0.253, "kyc_tier": "tier_3", "session_entropy": 0.583 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 1169, "timestamp": "2026-01-05T06:07:00Z", "transaction_amount_usd": 1411969.94 }, { "asset": "JPY", "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": 0.893, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 2290888.55, "financial_exposure_usd": 3439137.99, "recoverable_pct": 0.908 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109152", "label": "benign", "label_confidence": 0.456, "severity": "low", "timestamp": "2026-01-07T08:32:00Z", "trace_id": "85279f09-c9da-1c02-c9ac-e4b80fb83331" }
{ "account_age_days": 495, "account_id": "ACCT-C0C40CEBBDFD", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.376 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 647, "timestamp": "2026-01-07T08:32:00Z", "transaction_amount_usd": 2243.52 }, { "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": 0.621, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 3", "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": 454.7, "financial_exposure_usd": 956.01, "recoverable_pct": 0.956 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108770", "label": "benign", "label_confidence": 0.699, "severity": "critical", "timestamp": "2026-01-07T02:10:00Z", "trace_id": "84355598-64eb-62f6-e0fd-c839a508e2eb" }
{ "account_age_days": 813, "account_id": "ACCT-2CD11709C957", "baseline_risk_score": 0.052, "kyc_tier": "tier_2", "session_entropy": 0.154 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 564, "timestamp": "2026-01-07T02:10:00Z", "transaction_amount_usd": 14737.34 }, { "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": 0.54, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND pr...
{ "customer_funds_at_risk_usd": 3183.93, "financial_exposure_usd": 5346.03, "recoverable_pct": 0.408 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105627", "label": "fraudulent", "label_confidence": 0.802, "severity": "high", "timestamp": "2026-01-04T21:47:00Z", "trace_id": "f07456e0-5a65-b74d-0ad9-1e4e9ff21570" }
{ "account_age_days": 110, "account_id": "ACCT-77413C7BEFB2", "baseline_risk_score": 0.394, "kyc_tier": "tier_1", "session_entropy": 0.751 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 587, "timestamp": "2026-01-04T21:47:00Z", "transaction_amount_usd": 2269985.8 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.454, "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": 2669489.37, "financial_exposure_usd": 4322900, "recoverable_pct": 0.493 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103090", "label": "fraudulent", "label_confidence": 0.838, "severity": "high", "timestamp": "2026-01-03T03:30:00Z", "trace_id": "e2c53e62-2e83-6a0e-2cf8-a37e34610429" }
{ "account_age_days": 1191, "account_id": "ACCT-E017F94ACE5E", "baseline_risk_score": 0.265, "kyc_tier": "tier_1", "session_entropy": 0.3 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 718, "timestamp": "2026-01-03T03:30:00Z", "transaction_amount_usd": 13880.12 }, { "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": 0.717, "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": 477695.31, "financial_exposure_usd": 896318.36, "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-102629", "label": "fraudulent", "label_confidence": 0.952, "severity": "critical", "timestamp": "2026-01-02T19:49:00Z", "trace_id": "c9a94a61-2db8-716c-5336-b88d41223729" }
{ "account_age_days": 572, "account_id": "ACCT-B591021C666B", "baseline_risk_score": 0.385, "kyc_tier": "tier_3", "session_entropy": 0.493 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 931, "timestamp": "2026-01-02T19:49:00Z", "transaction_amount_usd": 18886.48 }, { "asset": "SOL", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.743, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 229235.11, "financial_exposure_usd": 519034.64, "recoverable_pct": 0.615 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101038", "label": "fraudulent", "label_confidence": 0.834, "severity": "medium", "timestamp": "2026-01-01T17:18:00Z", "trace_id": "773d2de7-039a-3a5a-b3c9-38295250871b" }
{ "account_age_days": 333, "account_id": "ACCT-71F7BA330DE8", "baseline_risk_score": 0.516, "kyc_tier": "tier_1", "session_entropy": 0.283 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "GB", "latency_ms": 569, "timestamp": "2026-01-01T17:18:00Z", "transaction_amount_usd": 24932.44 }, { "asset": "EUR", "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": 0.621, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 165287.74, "financial_exposure_usd": 366396.31, "recoverable_pct": 0.301 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109541", "label": "benign", "label_confidence": 0.473, "severity": "medium", "timestamp": "2026-01-07T15:01:00Z", "trace_id": "ea9f3791-271f-5bea-365c-4ce40d02e06b" }
{ "account_age_days": 1270, "account_id": "ACCT-2EA078A873AE", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.712 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 91, "timestamp": "2026-01-07T15:01:00Z", "transaction_amount_usd": 13961.25 }, { "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": 0.756, "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": 1828.41, "financial_exposure_usd": 3973.65, "recoverable_pct": 0.614 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105832", "label": "fraudulent", "label_confidence": 0.731, "severity": "medium", "timestamp": "2026-01-05T01:12:00Z", "trace_id": "347c233a-b9f8-e905-b24c-da0fdd9290c0" }
{ "account_age_days": 754, "account_id": "ACCT-AFA8F47A6E4C", "baseline_risk_score": 0.427, "kyc_tier": "tier_3", "session_entropy": 0.587 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 693, "timestamp": "2026-01-05T01:12:00Z", "transaction_amount_usd": 246819.14 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.911, "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": 6045621.92, "financial_exposure_usd": 6438187.16, "recoverable_pct": 0.46 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105363", "label": "fraudulent", "label_confidence": 0.627, "severity": "high", "timestamp": "2026-01-04T17:23:00Z", "trace_id": "d16510b1-13d4-9d83-a0c9-42da25fb9187" }
{ "account_age_days": 1879, "account_id": "ACCT-1EC944EBEAA7", "baseline_risk_score": 0.315, "kyc_tier": "tier_3", "session_entropy": 0.777 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 275, "timestamp": "2026-01-04T16:07:00Z", "transaction_amount_usd": 11.43 }, { "asset": "USDT", "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": 0.51, "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 pos...
{ "customer_funds_at_risk_usd": 3267747.61, "financial_exposure_usd": 6288241.91, "recoverable_pct": 0.584 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101796", "label": "fraudulent", "label_confidence": 0.902, "severity": "high", "timestamp": "2026-01-02T05:56:00Z", "trace_id": "79824b93-05ea-7c28-e671-403a9e271d3a" }
{ "account_age_days": 833, "account_id": "ACCT-EC7F986427B9", "baseline_risk_score": 0.519, "kyc_tier": "tier_2", "session_entropy": 0.251 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 1116, "timestamp": "2026-01-02T05:56:00Z", "transaction_amount_usd": 44232.89 }, { "asset": "SOL", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.49, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAV...
{ "customer_funds_at_risk_usd": 474713.93, "financial_exposure_usd": 1106211.43, "recoverable_pct": 0.284 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107391", "label": "benign", "label_confidence": 0.654, "severity": "medium", "timestamp": "2026-01-06T03:11:00Z", "trace_id": "7b8e74bf-04d8-5b2f-c100-1df899c593fa" }
{ "account_age_days": 722, "account_id": "ACCT-DDB2069AED80", "baseline_risk_score": 0.097, "kyc_tier": "tier_3", "session_entropy": 0.804 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 1159, "timestamp": "2026-01-06T03:11:00Z", "transaction_amount_usd": 10398.31 }, { "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": 0.714, "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": 5199.28, "financial_exposure_usd": 5480.34, "recoverable_pct": 0.423 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102896", "label": "fraudulent", "label_confidence": 0.754, "severity": "medium", "timestamp": "2026-01-03T00:16:00Z", "trace_id": "ec578a65-a828-caf9-fb49-fd7c8b36c565" }
{ "account_age_days": 1436, "account_id": "ACCT-44D094B2DA86", "baseline_risk_score": 0.402, "kyc_tier": "tier_3", "session_entropy": 0.803 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 366, "timestamp": "2026-01-02T19:06:00Z", "transaction_amount_usd": 16.22 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.896, "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": 301382.75, "financial_exposure_usd": 724994.84, "recoverable_pct": 0.024 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106894", "label": "benign", "label_confidence": 0.711, "severity": "low", "timestamp": "2026-01-05T18:54:00Z", "trace_id": "8d908c33-b4f9-c803-b709-a5ae541be2c1" }
{ "account_age_days": 205, "account_id": "ACCT-6FC811AF718E", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.513 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 238, "timestamp": "2026-01-05T18:54:00Z", "transaction_amount_usd": 9655.12 }, { "asset": "JPY", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.499, "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": 3925.6, "financial_exposure_usd": 3944.84, "recoverable_pct": 0.761 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106016", "label": "fraudulent", "label_confidence": 0.604, "severity": "medium", "timestamp": "2026-01-05T04:16:00Z", "trace_id": "e8a7d62d-2fb2-c104-5c9a-a82d7de83c60" }
{ "account_age_days": 455, "account_id": "ACCT-DA107CE3F554", "baseline_risk_score": 0.401, "kyc_tier": "tier_3", "session_entropy": 0.879 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 190, "timestamp": "2026-01-05T04:16:00Z", "transaction_amount_usd": 1860334.68 }, { "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": 0.63, "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 p...
{ "customer_funds_at_risk_usd": 3882310.43, "financial_exposure_usd": 5008473.48, "recoverable_pct": 0.715 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101728", "label": "fraudulent", "label_confidence": 0.827, "severity": "critical", "timestamp": "2026-01-02T04:48:00Z", "trace_id": "361986b0-6d95-2553-76b5-89e572084229" }
{ "account_age_days": 475, "account_id": "ACCT-946F4889F426", "baseline_risk_score": 0.647, "kyc_tier": "tier_3", "session_entropy": 0.193 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 176, "timestamp": "2026-01-02T04:48:00Z", "transaction_amount_usd": 56943.8 }, { "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": 0.391, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 732761.41, "financial_exposure_usd": 789278.12, "recoverable_pct": 0.607 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104592", "label": "fraudulent", "label_confidence": 0.671, "severity": "high", "timestamp": "2026-01-04T04:32:00Z", "trace_id": "b68caaf0-ef89-efac-c230-dffc8afae860" }
{ "account_age_days": 1165, "account_id": "ACCT-23A0995D37E0", "baseline_risk_score": 0.308, "kyc_tier": "tier_1", "session_entropy": 0.143 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 1102, "timestamp": "2026-01-04T04:32:00Z", "transaction_amount_usd": 2809392.18 }, { "asset": "EUR", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.608, "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": 1576337.48, "financial_exposure_usd": 2615475.45, "recoverable_pct": 0.573 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101928", "label": "fraudulent", "label_confidence": 0.933, "severity": "high", "timestamp": "2026-01-02T08:08:00Z", "trace_id": "ca959db3-19b3-026f-dbaf-4b4ff9140b67" }
{ "account_age_days": 1824, "account_id": "ACCT-E22B69192698", "baseline_risk_score": 0.486, "kyc_tier": "tier_3", "session_entropy": 0.411 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 314, "timestamp": "2026-01-02T08:08:00Z", "transaction_amount_usd": 79319 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", "...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.809, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 462867.5, "financial_exposure_usd": 490666.46, "recoverable_pct": 0.02 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106104", "label": "fraudulent", "label_confidence": 0.783, "severity": "high", "timestamp": "2026-01-05T05:44:00Z", "trace_id": "beac7e96-d779-4e68-5f92-a5d406aa8e63" }
{ "account_age_days": 425, "account_id": "ACCT-93316CED9E4D", "baseline_risk_score": 0.264, "kyc_tier": "tier_1", "session_entropy": 0.343 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 639, "timestamp": "2026-01-05T05:44:00Z", "transaction_amount_usd": 1957806.65 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.686, "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": 1994794.21, "financial_exposure_usd": 3614013.58, "recoverable_pct": 0.688 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104007", "label": "fraudulent", "label_confidence": 0.913, "severity": "high", "timestamp": "2026-01-03T18:47:00Z", "trace_id": "d23de3ea-245b-7041-1dbe-e887f5442a86" }
{ "account_age_days": 499, "account_id": "ACCT-8631E62F0BD1", "baseline_risk_score": 0.102, "kyc_tier": "tier_1", "session_entropy": 0.8 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 327, "timestamp": "2026-01-03T12:17:00Z", "transaction_amount_usd": 19.87 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.561, "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": 4237630.73, "financial_exposure_usd": 5136866.17, "recoverable_pct": 0.966 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102978", "label": "fraudulent", "label_confidence": 0.802, "severity": "medium", "timestamp": "2026-01-03T01:38:00Z", "trace_id": "7b21c907-00a9-a495-2c0e-fe4b573782d2" }
{ "account_age_days": 591, "account_id": "ACCT-7D72D9C0EBC6", "baseline_risk_score": 0.649, "kyc_tier": "tier_1", "session_entropy": 0.384 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 129, "timestamp": "2026-01-03T01:38:00Z", "transaction_amount_usd": 29242.11 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.939, "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": 345693.2, "financial_exposure_usd": 639533.67, "recoverable_pct": 0.676 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103048", "label": "fraudulent", "label_confidence": 0.858, "severity": "critical", "timestamp": "2026-01-03T02:48:00Z", "trace_id": "2b029a33-8958-e8ec-aa01-aaf716683f02" }
{ "account_age_days": 909, "account_id": "ACCT-8BCB8A75402C", "baseline_risk_score": 0.276, "kyc_tier": "tier_2", "session_entropy": 0.62 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 133, "timestamp": "2026-01-02T21:07:00Z", "transaction_amount_usd": 3.88 }, { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.549, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 612734.19, "financial_exposure_usd": 752921.68, "recoverable_pct": 0.497 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103530", "label": "fraudulent", "label_confidence": 0.927, "severity": "medium", "timestamp": "2026-01-03T10:50:00Z", "trace_id": "914b1c93-5c31-cbbe-3f04-96f7d54b8168" }
{ "account_age_days": 1442, "account_id": "ACCT-44786D9C1B9B", "baseline_risk_score": 0.222, "kyc_tier": "tier_1", "session_entropy": 0.376 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 825, "timestamp": "2026-01-03T10:50:00Z", "transaction_amount_usd": 2068109.75 }, { "asset": "SOL", "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": 0.632, "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": 4072469.96, "financial_exposure_usd": 4458289.08, "recoverable_pct": 0.935 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105852", "label": "fraudulent", "label_confidence": 0.681, "severity": "medium", "timestamp": "2026-01-05T01:32:00Z", "trace_id": "88f2a92e-6de2-6185-e508-4ba2585dee12" }
{ "account_age_days": 64, "account_id": "ACCT-AC0C7E67E2CE", "baseline_risk_score": 0.215, "kyc_tier": "tier_2", "session_entropy": 0.262 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 134, "timestamp": "2026-01-04T22:16:00Z", "transaction_amount_usd": 24.22 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTE...
{ "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": 0.789, "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": 3661164.31, "financial_exposure_usd": 4610595.64, "recoverable_pct": 0.432 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100115", "label": "fraudulent", "label_confidence": 0.853, "severity": "high", "timestamp": "2026-01-01T01:55:00Z", "trace_id": "d2e55512-6abb-6c41-f928-62a9bb51cd74" }
{ "account_age_days": 1641, "account_id": "ACCT-BA554E35DDC8", "baseline_risk_score": 0.434, "kyc_tier": "tier_3", "session_entropy": 0.376 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 350, "timestamp": "2025-12-31T22:30:00Z", "transaction_amount_usd": 3.23 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.596, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, 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": 793757.46, "financial_exposure_usd": 844291.11, "recoverable_pct": 0.288 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105166", "label": "fraudulent", "label_confidence": 0.881, "severity": "critical", "timestamp": "2026-01-04T14:06:00Z", "trace_id": "32cc9649-84a5-d30c-549a-a02e7365b772" }
{ "account_age_days": 348, "account_id": "ACCT-22BA441BF81C", "baseline_risk_score": 0.261, "kyc_tier": "tier_1", "session_entropy": 0.303 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 178, "timestamp": "2026-01-04T11:59:00Z", "transaction_amount_usd": 22.79 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.645, "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": 5100545.62, "financial_exposure_usd": 5810028.82, "recoverable_pct": 0.7 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100049", "label": "fraudulent", "label_confidence": 0.785, "severity": "high", "timestamp": "2026-01-01T00:49:00Z", "trace_id": "c97a24ad-41b4-55b8-59b9-222c115affac" }
{ "account_age_days": 1358, "account_id": "ACCT-166ECFE36D77", "baseline_risk_score": 0.586, "kyc_tier": "tier_3", "session_entropy": 0.35 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 927, "timestamp": "2026-01-01T00:49:00Z", "transaction_amount_usd": 6253.62 }, { "asset": "EUR", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.638, "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": 242663.73, "financial_exposure_usd": 584110.59, "recoverable_pct": 0.145 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107022", "label": "benign", "label_confidence": 0.597, "severity": "medium", "timestamp": "2026-01-05T21:02:00Z", "trace_id": "52f601c3-e898-b5a1-6968-4b4c54f7bd37" }
{ "account_age_days": 465, "account_id": "ACCT-D883ED737322", "baseline_risk_score": 0.143, "kyc_tier": "tier_1", "session_entropy": 0.946 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 618, "timestamp": "2026-01-05T21:02:00Z", "transaction_amount_usd": 4646.03 }, { "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": 0.479, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 3503.91, "financial_exposure_usd": 5545.13, "recoverable_pct": 0.846 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107364", "label": "benign", "label_confidence": 0.511, "severity": "high", "timestamp": "2026-01-06T02:44:00Z", "trace_id": "2d7d8d66-10b2-73fe-87b4-93dac3de97e6" }
{ "account_age_days": 1304, "account_id": "ACCT-596FDA0F3B48", "baseline_risk_score": 0.172, "kyc_tier": "tier_1", "session_entropy": 0.906 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 282, "timestamp": "2026-01-06T02:44:00Z", "transaction_amount_usd": 2781.05 }, { "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": 0.576, "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": 3348.11, "financial_exposure_usd": 6294.35, "recoverable_pct": 0.845 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109870", "label": "benign", "label_confidence": 0.719, "severity": "high", "timestamp": "2026-01-07T20:30:00Z", "trace_id": "6208cd4e-91c9-44c2-8197-d3e84c57fbcb" }
{ "account_age_days": 1016, "account_id": "ACCT-8FAC62A232F7", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.639 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 317, "timestamp": "2026-01-07T12:24:00Z", "transaction_amount_usd": 17.62 }, { "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": 0.772, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 1075.82, "financial_exposure_usd": 1209.09, "recoverable_pct": 0.97 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104919", "label": "fraudulent", "label_confidence": 0.789, "severity": "critical", "timestamp": "2026-01-04T09:59:00Z", "trace_id": "fb29bab2-d88b-aaea-0cbd-af2a46d3f514" }
{ "account_age_days": 125, "account_id": "ACCT-F266D5A6E236", "baseline_risk_score": 0.368, "kyc_tier": "tier_2", "session_entropy": 0.49 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 250, "timestamp": "2026-01-04T03:12:00Z", "transaction_amount_usd": 1.5 }, { "asset": "ETH", "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": 0.741, "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": 3499848.9, "financial_exposure_usd": 3831966.64, "recoverable_pct": 0.644 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103683", "label": "fraudulent", "label_confidence": 0.751, "severity": "high", "timestamp": "2026-01-03T13:23:00Z", "trace_id": "5464fa17-5cf1-0b2d-be69-0c3bf5fb17f2" }
{ "account_age_days": 660, "account_id": "ACCT-0FB651B04291", "baseline_risk_score": 0.165, "kyc_tier": "tier_3", "session_entropy": 0.537 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 350, "timestamp": "2026-01-03T07:48:00Z", "transaction_amount_usd": 9.81 }, { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.543, "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": 2060250.13, "financial_exposure_usd": 3275227.98, "recoverable_pct": 0.787 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108765", "label": "benign", "label_confidence": 0.651, "severity": "low", "timestamp": "2026-01-07T02:05:00Z", "trace_id": "a95208d1-a2ab-f584-e6c6-a0d395c828b8" }
{ "account_age_days": 749, "account_id": "ACCT-9623CDAFFBDA", "baseline_risk_score": 0.111, "kyc_tier": "tier_3", "session_entropy": 0.142 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 303, "timestamp": "2026-01-06T17:02:00Z", "transaction_amount_usd": 17.67 }, { "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": 0.624, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, 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": 831.39, "financial_exposure_usd": 897.55, "recoverable_pct": 0.846 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109888", "label": "benign", "label_confidence": 0.561, "severity": "low", "timestamp": "2026-01-07T20:48:00Z", "trace_id": "4fdeb364-c030-4535-a5ca-76bfd21c6768" }
{ "account_age_days": 173, "account_id": "ACCT-1EF249D104E9", "baseline_risk_score": 0.092, "kyc_tier": "tier_3", "session_entropy": 0.666 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 299, "timestamp": "2026-01-07T10:10:00Z", "transaction_amount_usd": 22.13 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.749, "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 p...
{ "customer_funds_at_risk_usd": 6200.51, "financial_exposure_usd": 7903.59, "recoverable_pct": 0.767 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105355", "label": "fraudulent", "label_confidence": 0.768, "severity": "high", "timestamp": "2026-01-04T17:15:00Z", "trace_id": "48a41249-8009-4018-ef6d-816dcb8af925" }
{ "account_age_days": 1869, "account_id": "ACCT-5B42D61A1C66", "baseline_risk_score": 0.191, "kyc_tier": "tier_2", "session_entropy": 0.419 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 340, "timestamp": "2026-01-04T17:15:00Z", "transaction_amount_usd": 2196110.78 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.67, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, 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 p...
{ "customer_funds_at_risk_usd": 701883, "financial_exposure_usd": 1257779.81, "recoverable_pct": 0.701 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105955", "label": "fraudulent", "label_confidence": 0.894, "severity": "high", "timestamp": "2026-01-05T03:15:00Z", "trace_id": "6b01bc75-61c8-4785-3a85-8338bbcbafc8" }
{ "account_age_days": 900, "account_id": "ACCT-011361BDCD13", "baseline_risk_score": 0.374, "kyc_tier": "tier_2", "session_entropy": 0.567 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 395, "timestamp": "2026-01-05T01:37:00Z", "transaction_amount_usd": 15.21 }, { "asset": "SOL", "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": 0.391, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 8", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 1580533.22, "financial_exposure_usd": 2043113.36, "recoverable_pct": 0.985 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107301", "label": "benign", "label_confidence": 0.464, "severity": "high", "timestamp": "2026-01-06T01:41:00Z", "trace_id": "f5cfd7fc-df92-55bf-394b-ed7d6f620426" }
{ "account_age_days": 860, "account_id": "ACCT-8FDB24E42102", "baseline_risk_score": 0.084, "kyc_tier": "tier_1", "session_entropy": 0.421 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 422, "timestamp": "2026-01-06T01:41:00Z", "transaction_amount_usd": 7201.4 }, { "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": 0.566, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 2500.14, "financial_exposure_usd": 2998.18, "recoverable_pct": 0.957 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102900", "label": "fraudulent", "label_confidence": 0.913, "severity": "critical", "timestamp": "2026-01-03T00:20:00Z", "trace_id": "6f682a85-0c17-fd69-f4b1-2749e7c861c8" }
{ "account_age_days": 1934, "account_id": "ACCT-1DE212C7EED5", "baseline_risk_score": 0.506, "kyc_tier": "tier_3", "session_entropy": 0.305 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 248, "timestamp": "2026-01-03T00:20:00Z", "transaction_amount_usd": 17236.82 }, { "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": 0.902, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 822474.86, "financial_exposure_usd": 1106499.23, "recoverable_pct": 0.588 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102570", "label": "fraudulent", "label_confidence": 0.822, "severity": "critical", "timestamp": "2026-01-02T18:50:00Z", "trace_id": "e66088f9-fa87-c091-e72c-840e25e8cc15" }
{ "account_age_days": 684, "account_id": "ACCT-C6776C76C096", "baseline_risk_score": 0.516, "kyc_tier": "tier_1", "session_entropy": 0.338 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CH", "latency_ms": 199, "timestamp": "2026-01-02T18:50:00Z", "transaction_amount_usd": 67269.17 }, { "asset": "GBP", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.863, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 658374.74, "financial_exposure_usd": 1243148.15, "recoverable_pct": 0.224 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106759", "label": "benign", "label_confidence": 0.496, "severity": "critical", "timestamp": "2026-01-05T16:39:00Z", "trace_id": "60d2813a-576f-0b14-04a7-27d152c31b95" }
{ "account_age_days": 1022, "account_id": "ACCT-8D78651B0645", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.84 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 378, "timestamp": "2026-01-05T09:44:00Z", "transaction_amount_usd": 16.11 }, { "asset": "SOL", "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": 0.633, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 5502.82, "financial_exposure_usd": 10868.47, "recoverable_pct": 0.781 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106165", "label": "fraudulent", "label_confidence": 0.852, "severity": "medium", "timestamp": "2026-01-05T06:45:00Z", "trace_id": "a0a1a44d-8fad-1cf9-ac7b-e68df4156c8d" }
{ "account_age_days": 1461, "account_id": "ACCT-E8A352E3DF27", "baseline_risk_score": 0.45, "kyc_tier": "tier_2", "session_entropy": 0.611 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 298, "timestamp": "2026-01-04T21:02:00Z", "transaction_amount_usd": 15.61 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTE...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.461, "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": 6235393.01, "financial_exposure_usd": 8762728.22, "recoverable_pct": 0.96 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107296", "label": "benign", "label_confidence": 0.628, "severity": "medium", "timestamp": "2026-01-06T01:36:00Z", "trace_id": "f246485d-54f0-31c9-0482-becd7fc96f0e" }
{ "account_age_days": 73, "account_id": "ACCT-5EF89EF52E03", "baseline_risk_score": 0.174, "kyc_tier": "tier_3", "session_entropy": 0.949 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 372, "timestamp": "2026-01-05T13:47:00Z", "transaction_amount_usd": 2.17 }, { "asset": "EUR", "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": 0.454, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 848.42, "financial_exposure_usd": 1722.93, "recoverable_pct": 0.822 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102569", "label": "fraudulent", "label_confidence": 0.894, "severity": "high", "timestamp": "2026-01-02T18:49:00Z", "trace_id": "67ed0bea-0448-ea22-c440-6185ea0ec2b4" }
{ "account_age_days": 902, "account_id": "ACCT-DA37E9237DCD", "baseline_risk_score": 0.391, "kyc_tier": "tier_1", "session_entropy": 0.217 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 177, "timestamp": "2026-01-02T14:31:00Z", "transaction_amount_usd": 0.57 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.587, "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": 1164228.25, "financial_exposure_usd": 1345871.01, "recoverable_pct": 0.459 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108099", "label": "benign", "label_confidence": 0.557, "severity": "medium", "timestamp": "2026-01-06T14:59:00Z", "trace_id": "b530f239-b9a1-08e9-a937-ba42b31617ed" }
{ "account_age_days": 734, "account_id": "ACCT-A245A1CCDD85", "baseline_risk_score": 0.061, "kyc_tier": "tier_2", "session_entropy": 0.412 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 168, "timestamp": "2026-01-06T14:59:00Z", "transaction_amount_usd": 3490.64 }, { "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": 0.78, "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 prior...
{ "customer_funds_at_risk_usd": 2562.07, "financial_exposure_usd": 5846.6, "recoverable_pct": 0.895 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103162", "label": "fraudulent", "label_confidence": 0.876, "severity": "critical", "timestamp": "2026-01-03T04:42:00Z", "trace_id": "8875757b-6c45-577b-1c6a-58c97cc520fb" }
{ "account_age_days": 377, "account_id": "ACCT-05FF9F913E0B", "baseline_risk_score": 0.373, "kyc_tier": "tier_2", "session_entropy": 0.806 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "MY", "latency_ms": 695, "timestamp": "2026-01-03T04:42:00Z", "transaction_amount_usd": 4171.78 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.527, "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": 681440.6, "financial_exposure_usd": 1088372.52, "recoverable_pct": 0.764 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103178", "label": "fraudulent", "label_confidence": 0.972, "severity": "critical", "timestamp": "2026-01-03T04:58:00Z", "trace_id": "bfc171ed-1a69-bc77-dc71-2e5249951b23" }
{ "account_age_days": 1270, "account_id": "ACCT-F40B55FE83FE", "baseline_risk_score": 0.439, "kyc_tier": "tier_1", "session_entropy": 0.919 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 296, "timestamp": "2026-01-02T22:25:00Z", "transaction_amount_usd": 3.39 }, { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.378, "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": 195595.05, "financial_exposure_usd": 213747.73, "recoverable_pct": 0.258 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101281", "label": "fraudulent", "label_confidence": 0.885, "severity": "medium", "timestamp": "2026-01-01T21:21:00Z", "trace_id": "2994894a-9807-75c0-d053-f08049642d70" }
{ "account_age_days": 211, "account_id": "ACCT-9DAD1A60CE5C", "baseline_risk_score": 0.289, "kyc_tier": "tier_3", "session_entropy": 0.674 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 290, "timestamp": "2026-01-01T21:21:00Z", "transaction_amount_usd": 98784 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.793, "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": 311447.55, "financial_exposure_usd": 683344.69, "recoverable_pct": 0.064 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100197", "label": "fraudulent", "label_confidence": 0.827, "severity": "critical", "timestamp": "2026-01-01T03:17:00Z", "trace_id": "9720b88f-1b98-a0e3-9a06-8a930ac7256b" }
{ "account_age_days": 469, "account_id": "ACCT-CE1EAEB5BD67", "baseline_risk_score": 0.593, "kyc_tier": "tier_2", "session_entropy": 0.811 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 943, "timestamp": "2026-01-01T03:17:00Z", "transaction_amount_usd": 69287.25 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.411, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 569925.02, "financial_exposure_usd": 727250.33, "recoverable_pct": 0.266 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106189", "label": "fraudulent", "label_confidence": 0.75, "severity": "medium", "timestamp": "2026-01-05T07:09:00Z", "trace_id": "07ded3f2-1ac8-637a-a71f-3740f25bdc43" }
{ "account_age_days": 1628, "account_id": "ACCT-C2DF150A3A45", "baseline_risk_score": 0.268, "kyc_tier": "tier_2", "session_entropy": 0.449 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 458, "timestamp": "2026-01-05T07:09:00Z", "transaction_amount_usd": 824626.01 }, { "asset": "EUR", "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": 0.945, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 1917950.76, "financial_exposure_usd": 2996870.21, "recoverable_pct": 0.846 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103989", "label": "fraudulent", "label_confidence": 0.827, "severity": "medium", "timestamp": "2026-01-03T18:29:00Z", "trace_id": "ce8f6e7b-22a0-b8e9-af85-3ccf686efc60" }
{ "account_age_days": 993, "account_id": "ACCT-341C0284BF94", "baseline_risk_score": 0.188, "kyc_tier": "tier_2", "session_entropy": 0.377 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 544, "timestamp": "2026-01-03T18:29:00Z", "transaction_amount_usd": 176747.42 }, { "asset": "EUR", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.404, "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": 3607593.38, "financial_exposure_usd": 3673551, "recoverable_pct": 0.731 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102739", "label": "fraudulent", "label_confidence": 0.977, "severity": "high", "timestamp": "2026-01-02T21:39:00Z", "trace_id": "5ec73f78-b2f7-d2e7-0b97-762de996cdcb" }
{ "account_age_days": 1092, "account_id": "ACCT-AA62FE6325BA", "baseline_risk_score": 0.325, "kyc_tier": "tier_2", "session_entropy": 0.938 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "JP", "latency_ms": 362, "timestamp": "2026-01-02T21:39:00Z", "transaction_amount_usd": 70946.93 }, { "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": 0.743, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 863610.71, "financial_exposure_usd": 956928.41, "recoverable_pct": 0.704 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104169", "label": "fraudulent", "label_confidence": 0.884, "severity": "low", "timestamp": "2026-01-03T21:29:00Z", "trace_id": "85c7db25-66b0-9604-66db-d23b5b3235e8" }
{ "account_age_days": 1085, "account_id": "ACCT-6B17DF0A2208", "baseline_risk_score": 0.372, "kyc_tier": "tier_1", "session_entropy": 0.846 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 124, "timestamp": "2026-01-03T21:29:00Z", "transaction_amount_usd": 2180328.36 }, { "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": 0.354, "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": 2801621.09, "financial_exposure_usd": 4025405.93, "recoverable_pct": 0.99 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108500", "label": "benign", "label_confidence": 0.642, "severity": "high", "timestamp": "2026-01-06T21:40:00Z", "trace_id": "13daad1c-5173-7328-8de0-54cbaeb16b36" }
{ "account_age_days": 1802, "account_id": "ACCT-4EE3B7A3AA37", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.446 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 237, "timestamp": "2026-01-06T21:40:00Z", "transaction_amount_usd": 4218.32 }, { "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": 0.682, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 2597.02, "financial_exposure_usd": 3158.09, "recoverable_pct": 0.998 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100829", "label": "fraudulent", "label_confidence": 0.76, "severity": "critical", "timestamp": "2026-01-01T13:49:00Z", "trace_id": "3d5bd3bb-b612-b36a-feba-5384a97ebc2e" }
{ "account_age_days": 1057, "account_id": "ACCT-0EEBFA4952FE", "baseline_risk_score": 0.327, "kyc_tier": "tier_3", "session_entropy": 0.726 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 238, "timestamp": "2026-01-01T13:49:00Z", "transaction_amount_usd": 23074.32 }, { "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": 0.569, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 685248.07, "financial_exposure_usd": 790088.92, "recoverable_pct": 0.155 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108679", "label": "benign", "label_confidence": 0.528, "severity": "medium", "timestamp": "2026-01-07T00:39:00Z", "trace_id": "1669b9d5-121f-9976-96c4-ca837553f04c" }
{ "account_age_days": 1980, "account_id": "ACCT-1F202E1EB3D0", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.165 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 802, "timestamp": "2026-01-07T00:39:00Z", "transaction_amount_usd": 10521.9 }, { "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": 0.545, "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": 2341.49, "financial_exposure_usd": 3715.09, "recoverable_pct": 0.831 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106994", "label": "benign", "label_confidence": 0.715, "severity": "medium", "timestamp": "2026-01-05T20:34:00Z", "trace_id": "b1f059e5-5d1b-b192-95d8-a09d95324f43" }
{ "account_age_days": 1325, "account_id": "ACCT-4104883900E5", "baseline_risk_score": 0.2, "kyc_tier": "tier_1", "session_entropy": 0.402 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 263, "timestamp": "2026-01-05T20:34:00Z", "transaction_amount_usd": 13486.46 }, { "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": 0.463, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 2793.74, "financial_exposure_usd": 3971.63, "recoverable_pct": 0.796 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101806", "label": "fraudulent", "label_confidence": 0.835, "severity": "high", "timestamp": "2026-01-02T06:06:00Z", "trace_id": "ebed052a-e2d9-7921-07da-d02f98024842" }
{ "account_age_days": 468, "account_id": "ACCT-4846F2EED7E4", "baseline_risk_score": 0.455, "kyc_tier": "tier_3", "session_entropy": 0.804 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 394, "timestamp": "2026-01-02T03:58:00Z", "transaction_amount_usd": 23.35 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.88, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 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": 340062.58, "financial_exposure_usd": 671104.72, "recoverable_pct": 0.479 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104576", "label": "fraudulent", "label_confidence": 0.601, "severity": "high", "timestamp": "2026-01-04T04:16:00Z", "trace_id": "44313a94-cb71-0c87-c4fd-a5a205304a4d" }
{ "account_age_days": 436, "account_id": "ACCT-3CB61A6BA594", "baseline_risk_score": 0.306, "kyc_tier": "tier_3", "session_entropy": 0.897 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 147, "timestamp": "2026-01-04T01:45:00Z", "transaction_amount_usd": 15.66 }, { "asset": "JPY", "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": 0.947, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, 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": 2152753.16, "financial_exposure_usd": 2901690.53, "recoverable_pct": 0.69 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106682", "label": "benign", "label_confidence": 0.528, "severity": "medium", "timestamp": "2026-01-05T15:22:00Z", "trace_id": "42c92a05-9dab-6f4b-c080-c88a7ee052b7" }
{ "account_age_days": 1977, "account_id": "ACCT-727270703530", "baseline_risk_score": 0.119, "kyc_tier": "tier_3", "session_entropy": 0.52 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 313, "timestamp": "2026-01-05T02:43:00Z", "transaction_amount_usd": 18.93 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.455, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, 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": 353.31, "financial_exposure_usd": 541.73, "recoverable_pct": 0.752 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107460", "label": "benign", "label_confidence": 0.681, "severity": "medium", "timestamp": "2026-01-06T04:20:00Z", "trace_id": "b8ab72dc-4acf-954f-e768-bdb976627dfc" }
{ "account_age_days": 1801, "account_id": "ACCT-06C1926A10FE", "baseline_risk_score": 0.063, "kyc_tier": "tier_2", "session_entropy": 0.546 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 128, "timestamp": "2026-01-05T19:44:00Z", "transaction_amount_usd": 24.73 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.709, "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 p...
{ "customer_funds_at_risk_usd": 2546.25, "financial_exposure_usd": 3028.22, "recoverable_pct": 0.537 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105856", "label": "fraudulent", "label_confidence": 0.85, "severity": "medium", "timestamp": "2026-01-05T01:36:00Z", "trace_id": "ac66145f-6032-3c44-0235-30615033dd30" }
{ "account_age_days": 512, "account_id": "ACCT-027FFC719437", "baseline_risk_score": 0.222, "kyc_tier": "tier_3", "session_entropy": 0.436 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 1117, "timestamp": "2026-01-05T01:36:00Z", "transaction_amount_usd": 1092038.01 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.783, "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": 6557499.98, "financial_exposure_usd": 6789886, "recoverable_pct": 0.679 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108207", "label": "benign", "label_confidence": 0.575, "severity": "low", "timestamp": "2026-01-06T16:47:00Z", "trace_id": "21212179-6622-3aac-b31b-070865a3ca32" }
{ "account_age_days": 670, "account_id": "ACCT-73843F4698E6", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.296 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 385, "timestamp": "2026-01-06T07:31:00Z", "transaction_amount_usd": 19.26 }, { "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": 0.621, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 1646.18, "financial_exposure_usd": 2030.5, "recoverable_pct": 0.426 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109005", "label": "benign", "label_confidence": 0.477, "severity": "low", "timestamp": "2026-01-07T06:05:00Z", "trace_id": "e85e181a-45c5-f558-1180-2e46397c7dea" }
{ "account_age_days": 1449, "account_id": "ACCT-924D7FEF0E31", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.301 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 1044, "timestamp": "2026-01-07T06:05:00Z", "transaction_amount_usd": 160.65 }, { "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": 0.511, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, 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": 604.11, "financial_exposure_usd": 1027.04, "recoverable_pct": 0.827 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107877", "label": "benign", "label_confidence": 0.734, "severity": "medium", "timestamp": "2026-01-06T11:17:00Z", "trace_id": "236c8edf-2c90-4a57-4e60-3e9032dcdb6a" }
{ "account_age_days": 871, "account_id": "ACCT-DAF56FFA3FCB", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.599 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 109, "timestamp": "2026-01-06T11:17:00Z", "transaction_amount_usd": 6778.08 }, { "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": 0.467, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 2003.92, "financial_exposure_usd": 4818.24, "recoverable_pct": 0.572 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105527", "label": "fraudulent", "label_confidence": 0.935, "severity": "high", "timestamp": "2026-01-04T20:07:00Z", "trace_id": "2d413df2-0265-55df-c957-7710253e97e0" }
{ "account_age_days": 541, "account_id": "ACCT-26F1A981AA9A", "baseline_risk_score": 0.12, "kyc_tier": "tier_1", "session_entropy": 0.104 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 228, "timestamp": "2026-01-04T11:51:00Z", "transaction_amount_usd": 5.23 }, { "asset": "SOL", "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": 0.933, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 4712719, "financial_exposure_usd": 5127703.55, "recoverable_pct": 0.986 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101416", "label": "fraudulent", "label_confidence": 0.802, "severity": "high", "timestamp": "2026-01-01T23:36:00Z", "trace_id": "a572ed78-2366-34c7-9211-472519a82293" }
{ "account_age_days": 1650, "account_id": "ACCT-78BBDB31E8CF", "baseline_risk_score": 0.458, "kyc_tier": "tier_2", "session_entropy": 0.402 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 385, "timestamp": "2026-01-01T12:01:00Z", "transaction_amount_usd": 16.42 }, { "asset": "GBP", "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": 0.571, "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": 648852.66, "financial_exposure_usd": 1033184.21, "recoverable_pct": 0.241 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100135", "label": "fraudulent", "label_confidence": 0.822, "severity": "low", "timestamp": "2026-01-01T02:15:00Z", "trace_id": "bec5715c-a71d-b3a6-2c28-1bbdf45dbd91" }
{ "account_age_days": 182, "account_id": "ACCT-34CB7B9A9338", "baseline_risk_score": 0.429, "kyc_tier": "tier_3", "session_entropy": 0.655 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "GB", "latency_ms": 862, "timestamp": "2026-01-01T02:15:00Z", "transaction_amount_usd": 118944.09 }, { "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": 0.861, "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": 412509.37, "financial_exposure_usd": 915129.33, "recoverable_pct": 0.106 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107561", "label": "benign", "label_confidence": 0.713, "severity": "low", "timestamp": "2026-01-06T06:01:00Z", "trace_id": "d74f43b5-cf3f-dcbf-1bdd-059fdaa275f5" }
{ "account_age_days": 1332, "account_id": "ACCT-62DE663F637F", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.677 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 824, "timestamp": "2026-01-06T06:01:00Z", "transaction_amount_usd": 1018.85 }, { "asset": "EUR", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.633, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 2010.87, "financial_exposure_usd": 3103.49, "recoverable_pct": 0.998 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105562", "label": "fraudulent", "label_confidence": 0.896, "severity": "critical", "timestamp": "2026-01-04T20:42:00Z", "trace_id": "1cc74e92-8a51-9d5a-4c3f-5443d8d3a36f" }
{ "account_age_days": 563, "account_id": "ACCT-561DC2FA75EE", "baseline_risk_score": 0.34, "kyc_tier": "tier_3", "session_entropy": 0.637 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 761, "timestamp": "2026-01-04T20:42:00Z", "transaction_amount_usd": 538554.59 }, { "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": 0.863, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 2502778.14, "financial_exposure_usd": 4667554.37, "recoverable_pct": 0.444 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100352", "label": "fraudulent", "label_confidence": 0.858, "severity": "critical", "timestamp": "2026-01-01T05:52:00Z", "trace_id": "a6d62d00-5690-d9cd-de12-43a588f05a37" }
{ "account_age_days": 1489, "account_id": "ACCT-134F86EFF071", "baseline_risk_score": 0.447, "kyc_tier": "tier_3", "session_entropy": 0.452 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 80, "timestamp": "2026-01-01T03:01:00Z", "transaction_amount_usd": 14.38 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.923, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 629169.79, "financial_exposure_usd": 657338.13, "recoverable_pct": 0.621 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103757", "label": "fraudulent", "label_confidence": 0.937, "severity": "medium", "timestamp": "2026-01-03T14:37:00Z", "trace_id": "4046a383-549a-6c89-6b1d-cf91d0efb2a9" }
{ "account_age_days": 1592, "account_id": "ACCT-825E7F80A5EF", "baseline_risk_score": 0.422, "kyc_tier": "tier_2", "session_entropy": 0.703 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 370, "timestamp": "2026-01-03T14:37:00Z", "transaction_amount_usd": 2110113.59 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.619, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 1056442.75, "financial_exposure_usd": 1999440.13, "recoverable_pct": 0.842 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106683", "label": "benign", "label_confidence": 0.618, "severity": "medium", "timestamp": "2026-01-05T15:23:00Z", "trace_id": "861f3adc-0cd8-31a0-3d80-f05ad2c9c8e0" }
{ "account_age_days": 1456, "account_id": "ACCT-F4733A496E86", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.637 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 399, "timestamp": "2026-01-05T15:23:00Z", "transaction_amount_usd": 3372.5 }, { "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": 0.744, "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": 3148.94, "financial_exposure_usd": 3288.87, "recoverable_pct": 0.964 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107569", "label": "benign", "label_confidence": 0.603, "severity": "high", "timestamp": "2026-01-06T06:09:00Z", "trace_id": "73cdf237-319c-9d70-0100-a49a250e267b" }
{ "account_age_days": 43, "account_id": "ACCT-D02ACFBF32DE", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.829 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 902, "timestamp": "2026-01-06T06:09:00Z", "transaction_amount_usd": 12142.39 }, { "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": 0.755, "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": 1597.83, "financial_exposure_usd": 3113.82, "recoverable_pct": 0.526 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105754", "label": "fraudulent", "label_confidence": 0.851, "severity": "high", "timestamp": "2026-01-04T23:54:00Z", "trace_id": "cb5f23af-2da5-e572-3585-b75c938c2948" }
{ "account_age_days": 71, "account_id": "ACCT-A4DC4FFBD709", "baseline_risk_score": 0.394, "kyc_tier": "tier_1", "session_entropy": 0.276 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 554, "timestamp": "2026-01-04T23:54:00Z", "transaction_amount_usd": 2028592.09 }, { "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": 0.502, "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": 4886859.96, "financial_exposure_usd": 6200538.91, "recoverable_pct": 0.773 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106526", "label": "fraudulent", "label_confidence": 0.609, "severity": "critical", "timestamp": "2026-01-05T12:46:00Z", "trace_id": "ec9c774d-dd87-1b31-f68b-eab9a53017e5" }
{ "account_age_days": 594, "account_id": "ACCT-658AB787CFB7", "baseline_risk_score": 0.053, "kyc_tier": "tier_3", "session_entropy": 0.655 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 852, "timestamp": "2026-01-05T12:46:00Z", "transaction_amount_usd": 2391551.45 }, { "asset": "GBP", "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": 0.462, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 1704361.11, "financial_exposure_usd": 3023828.37, "recoverable_pct": 0.755 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100150", "label": "fraudulent", "label_confidence": 0.966, "severity": "high", "timestamp": "2026-01-01T02:30:00Z", "trace_id": "6808f471-ac87-ae14-f850-5ae9cac19d2e" }
{ "account_age_days": 1717, "account_id": "ACCT-FED01FCA1966", "baseline_risk_score": 0.531, "kyc_tier": "tier_1", "session_entropy": 0.174 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 1000, "timestamp": "2026-01-01T02:30:00Z", "transaction_amount_usd": 939.39 }, { "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": 0.74, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id ...
{ "customer_funds_at_risk_usd": 434140.13, "financial_exposure_usd": 939280.1, "recoverable_pct": 0.637 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109326", "label": "benign", "label_confidence": 0.476, "severity": "medium", "timestamp": "2026-01-07T11:26:00Z", "trace_id": "5ac86188-2e15-8bce-8b6c-7ed61ecdbac8" }
{ "account_age_days": 143, "account_id": "ACCT-93A82EDFFB4A", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.836 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 257, "timestamp": "2026-01-07T08:28:00Z", "transaction_amount_usd": 12.15 }, { "asset": "SOL", "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": 0.647, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 729.37, "financial_exposure_usd": 1403.45, "recoverable_pct": 0.761 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108684", "label": "benign", "label_confidence": 0.549, "severity": "low", "timestamp": "2026-01-07T00:44:00Z", "trace_id": "a43db9a6-8538-a959-e5f6-1795bf5c26d4" }
{ "account_age_days": 184, "account_id": "ACCT-F7F2ED37187E", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.521 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 613, "timestamp": "2026-01-07T00:44:00Z", "transaction_amount_usd": 11190.6 }, { "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 3", "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": 3374.89, "financial_exposure_usd": 4933.59, "recoverable_pct": 0.751 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107063", "label": "benign", "label_confidence": 0.625, "severity": "low", "timestamp": "2026-01-05T21:43:00Z", "trace_id": "31d79a46-6d21-7db0-47e7-46b12eb1cfa3" }
{ "account_age_days": 1863, "account_id": "ACCT-325E0354C539", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.248 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 172, "timestamp": "2026-01-05T10:29:00Z", "transaction_amount_usd": 22.82 }, { "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": 0.794, "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 p...
{ "customer_funds_at_risk_usd": 2717.77, "financial_exposure_usd": 2843.27, "recoverable_pct": 0.853 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107408", "label": "benign", "label_confidence": 0.664, "severity": "low", "timestamp": "2026-01-06T03:28:00Z", "trace_id": "71fef12c-67ba-a94b-01b6-a7f5e3be453e" }
{ "account_age_days": 1894, "account_id": "ACCT-0E3C6AD9E6DF", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.717 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 675, "timestamp": "2026-01-06T03:28:00Z", "transaction_amount_usd": 4697.79 }, { "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": 0.73, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior...
{ "customer_funds_at_risk_usd": 462.29, "financial_exposure_usd": 883.1, "recoverable_pct": 0.952 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103458", "label": "fraudulent", "label_confidence": 0.908, "severity": "critical", "timestamp": "2026-01-03T09:38:00Z", "trace_id": "ccfb0e93-3cbe-5613-d08d-3cc3e9a8b493" }
{ "account_age_days": 512, "account_id": "ACCT-09C2F1385E96", "baseline_risk_score": 0.305, "kyc_tier": "tier_3", "session_entropy": 0.693 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 244, "timestamp": "2026-01-03T05:09:00Z", "transaction_amount_usd": 3.4 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo...
{ "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": 0.46, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 3823997.26, "financial_exposure_usd": 5536643.09, "recoverable_pct": 0.829 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108833", "label": "benign", "label_confidence": 0.566, "severity": "high", "timestamp": "2026-01-07T03:13:00Z", "trace_id": "f2b20617-6352-9af6-0b07-1e3db1ac93ed" }
{ "account_age_days": 1066, "account_id": "ACCT-2C7AC0C44AD9", "baseline_risk_score": 0.134, "kyc_tier": "tier_3", "session_entropy": 0.458 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 1193, "timestamp": "2026-01-07T03:13:00Z", "transaction_amount_usd": 8313.31 }, { "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": 0.62, "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 pr...
{ "customer_funds_at_risk_usd": 1097.11, "financial_exposure_usd": 1223.61, "recoverable_pct": 0.442 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105315", "label": "fraudulent", "label_confidence": 0.768, "severity": "high", "timestamp": "2026-01-04T16:35:00Z", "trace_id": "03c96291-f7b7-40d5-67b3-b85e3a3492e5" }
{ "account_age_days": 133, "account_id": "ACCT-3C920CD48A17", "baseline_risk_score": 0.217, "kyc_tier": "tier_2", "session_entropy": 0.443 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 182, "timestamp": "2026-01-04T11:43:00Z", "transaction_amount_usd": 4.27 }, { "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": 0.557, "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": 1674439.11, "financial_exposure_usd": 2057153.07, "recoverable_pct": 0.743 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100199", "label": "fraudulent", "label_confidence": 0.907, "severity": "critical", "timestamp": "2026-01-01T03:19:00Z", "trace_id": "94b59339-84c1-1826-d910-498c2fa17fe6" }
{ "account_age_days": 1943, "account_id": "ACCT-46ADDBE7B807", "baseline_risk_score": 0.309, "kyc_tier": "tier_3", "session_entropy": 0.584 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "HK", "latency_ms": 825, "timestamp": "2026-01-01T03:19:00Z", "transaction_amount_usd": 106688.19 }, { "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": 0.778, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 195074.95, "financial_exposure_usd": 296242.28, "recoverable_pct": 0.65 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102675", "label": "fraudulent", "label_confidence": 0.879, "severity": "high", "timestamp": "2026-01-02T20:35:00Z", "trace_id": "e1a4d7bc-29d3-70d8-16eb-818f94720624" }
{ "account_age_days": 1512, "account_id": "ACCT-7DE9D221369E", "baseline_risk_score": 0.492, "kyc_tier": "tier_1", "session_entropy": 0.168 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "LU", "latency_ms": 677, "timestamp": "2026-01-02T20:35:00Z", "transaction_amount_usd": 53836.68 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.562, "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": 526012.41, "financial_exposure_usd": 726307.41, "recoverable_pct": 0.805 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101918", "label": "fraudulent", "label_confidence": 0.757, "severity": "high", "timestamp": "2026-01-02T07:58:00Z", "trace_id": "6dd0d4d7-12d4-ab70-29d5-9fa82f388288" }
{ "account_age_days": 858, "account_id": "ACCT-D69BBBAACF0E", "baseline_risk_score": 0.447, "kyc_tier": "tier_3", "session_entropy": 0.857 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 1001, "timestamp": "2026-01-02T07:58:00Z", "transaction_amount_usd": 69709.57 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.943, "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": 834609.06, "financial_exposure_usd": 1066149.22, "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-108897", "label": "benign", "label_confidence": 0.735, "severity": "low", "timestamp": "2026-01-07T04:17:00Z", "trace_id": "eb026f34-8045-3d8d-8f69-540bce0bbeff" }
{ "account_age_days": 605, "account_id": "ACCT-E0AFC29E6A2F", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.132 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 322, "timestamp": "2026-01-07T02:31:00Z", "transaction_amount_usd": 7.6 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.692, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1264.39, "financial_exposure_usd": 1399.86, "recoverable_pct": 0.581 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107793", "label": "benign", "label_confidence": 0.66, "severity": "high", "timestamp": "2026-01-06T09:53:00Z", "trace_id": "c32c7253-31fb-6515-05f0-b1f6beba0cd2" }
{ "account_age_days": 752, "account_id": "ACCT-6E9FE6491086", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.462 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 959, "timestamp": "2026-01-06T09:53:00Z", "transaction_amount_usd": 3392.65 }, { "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": 0.532, "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": 2691.77, "financial_exposure_usd": 2727.02, "recoverable_pct": 0.566 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100423", "label": "fraudulent", "label_confidence": 0.886, "severity": "medium", "timestamp": "2026-01-01T07:03:00Z", "trace_id": "e4f96eed-d192-dcc4-125e-a338a9c84868" }
{ "account_age_days": 1497, "account_id": "ACCT-B76091DFA233", "baseline_risk_score": 0.41, "kyc_tier": "tier_2", "session_entropy": 0.182 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 336, "timestamp": "2025-12-31T18:46:00Z", "transaction_amount_usd": 23.56 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.643, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 897105.47, "financial_exposure_usd": 911214.66, "recoverable_pct": 0.106 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103716", "label": "fraudulent", "label_confidence": 0.864, "severity": "medium", "timestamp": "2026-01-03T13:56:00Z", "trace_id": "eaba0204-179f-c778-e4f3-0c6e6b79aed2" }
{ "account_age_days": 1132, "account_id": "ACCT-63E5D58CE791", "baseline_risk_score": 0.341, "kyc_tier": "tier_3", "session_entropy": 0.273 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 1121, "timestamp": "2026-01-03T13:56:00Z", "transaction_amount_usd": 442485.64 }, { "asset": "USD", "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": 0.878, "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": 2941816.45, "financial_exposure_usd": 6112045.33, "recoverable_pct": 0.765 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103172", "label": "fraudulent", "label_confidence": 0.932, "severity": "medium", "timestamp": "2026-01-03T04:52:00Z", "trace_id": "829a4365-b086-6da6-52e8-d5ca84bbebb7" }
{ "account_age_days": 1785, "account_id": "ACCT-48A350CD6EB2", "baseline_risk_score": 0.577, "kyc_tier": "tier_1", "session_entropy": 0.361 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "BR", "latency_ms": 1058, "timestamp": "2026-01-03T04:52:00Z", "transaction_amount_usd": 35522.38 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.368, "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": 375546.29, "financial_exposure_usd": 930278.18, "recoverable_pct": 0.311 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104156", "label": "fraudulent", "label_confidence": 0.727, "severity": "medium", "timestamp": "2026-01-03T21:16:00Z", "trace_id": "044f951a-9ae4-ef79-ce04-1f5b80fb68a8" }
{ "account_age_days": 948, "account_id": "ACCT-8650C01260A2", "baseline_risk_score": 0.363, "kyc_tier": "tier_1", "session_entropy": 0.341 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 160, "timestamp": "2026-01-03T09:46:00Z", "transaction_amount_usd": 24.86 }, { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTE...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.698, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 3822943.61, "financial_exposure_usd": 4912227.13, "recoverable_pct": 0.969 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104503", "label": "fraudulent", "label_confidence": 0.645, "severity": "medium", "timestamp": "2026-01-04T03:03:00Z", "trace_id": "738b5b08-be97-088a-f517-6ee8208b1d50" }
{ "account_age_days": 1413, "account_id": "ACCT-1C101FE5ED81", "baseline_risk_score": 0.374, "kyc_tier": "tier_1", "session_entropy": 0.388 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 570, "timestamp": "2026-01-04T03:03:00Z", "transaction_amount_usd": 661596.31 }, { "asset": "SOL", "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": 0.728, "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": 3707661.92, "financial_exposure_usd": 4854764.39, "recoverable_pct": 0.798 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108128", "label": "benign", "label_confidence": 0.722, "severity": "high", "timestamp": "2026-01-06T15:28:00Z", "trace_id": "6c74c4ce-5460-2721-a657-e9b514484eb4" }
{ "account_age_days": 1815, "account_id": "ACCT-BDD2750EAFDF", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.592 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 542, "timestamp": "2026-01-06T15:28:00Z", "transaction_amount_usd": 5900.89 }, { "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": 0.583, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 743.29, "financial_exposure_usd": 1385.79, "recoverable_pct": 0.679 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104417", "label": "fraudulent", "label_confidence": 0.873, "severity": "low", "timestamp": "2026-01-04T01:37:00Z", "trace_id": "04b4906a-a591-5810-1782-bed08e47e0a5" }
{ "account_age_days": 1891, "account_id": "ACCT-C7E12CD540EF", "baseline_risk_score": 0.44, "kyc_tier": "tier_2", "session_entropy": 0.476 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 538, "timestamp": "2026-01-04T01:37:00Z", "transaction_amount_usd": 2404093.74 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.92, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2174849.14, "financial_exposure_usd": 3081414.39, "recoverable_pct": 0.762 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108800", "label": "benign", "label_confidence": 0.665, "severity": "medium", "timestamp": "2026-01-07T02:40:00Z", "trace_id": "8ff8f083-fe22-5da0-ca12-9141d62b2940" }
{ "account_age_days": 1549, "account_id": "ACCT-4FF1CC2968DC", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.382 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 81, "timestamp": "2026-01-07T02:40:00Z", "transaction_amount_usd": 3861.29 }, { "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": 0.791, "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": 10736.58, "financial_exposure_usd": 11339.15, "recoverable_pct": 0.916 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101232", "label": "fraudulent", "label_confidence": 0.976, "severity": "high", "timestamp": "2026-01-01T20:32:00Z", "trace_id": "79e5c313-1540-3fc2-f19b-a98d38146caf" }
{ "account_age_days": 990, "account_id": "ACCT-F69052AF7BEC", "baseline_risk_score": 0.468, "kyc_tier": "tier_1", "session_entropy": 0.766 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 130, "timestamp": "2026-01-01T09:02:00Z", "transaction_amount_usd": 12.13 }, { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.655, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 251503.36, "financial_exposure_usd": 585239.89, "recoverable_pct": 0.474 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }