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-104529", "label": "fraudulent", "label_confidence": 0.825, "severity": "medium", "timestamp": "2026-01-04T03:29:00Z", "trace_id": "44081206-ba98-a679-9b4e-6ac7e48349e7" }
{ "account_age_days": 1534, "account_id": "ACCT-DCD40C12D6F7", "baseline_risk_score": 0.126, "kyc_tier": "tier_3", "session_entropy": 0.429 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 215, "timestamp": "2026-01-04T03:29:00Z", "transaction_amount_usd": 2328633.89 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.744, "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": 1757417.11, "financial_exposure_usd": 2635967.25, "recoverable_pct": 0.867 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103785", "label": "fraudulent", "label_confidence": 0.863, "severity": "critical", "timestamp": "2026-01-03T15:05:00Z", "trace_id": "9b6cf38a-6a9f-e2b8-08cb-d91f2cb2f78f" }
{ "account_age_days": 1548, "account_id": "ACCT-137CCC9AC50E", "baseline_risk_score": 0.097, "kyc_tier": "tier_1", "session_entropy": 0.944 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 501, "timestamp": "2026-01-03T15:05:00Z", "transaction_amount_usd": 2134549.84 }, { "asset": "EUR", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.829, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 4419145.91, "financial_exposure_usd": 4811185.01, "recoverable_pct": 0.779 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105253", "label": "fraudulent", "label_confidence": 0.78, "severity": "medium", "timestamp": "2026-01-04T15:33:00Z", "trace_id": "35060932-1ba9-69ba-43cc-bf1b15408e22" }
{ "account_age_days": 1076, "account_id": "ACCT-23E913967671", "baseline_risk_score": 0.136, "kyc_tier": "tier_1", "session_entropy": 0.178 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 1161, "timestamp": "2026-01-04T15:33:00Z", "transaction_amount_usd": 1458823.85 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.558, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 1981021.17, "financial_exposure_usd": 2567715.64, "recoverable_pct": 0.758 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109006", "label": "benign", "label_confidence": 0.692, "severity": "low", "timestamp": "2026-01-07T06:06:00Z", "trace_id": "1964c72a-d057-aa77-bf0c-fd88ed513bee" }
{ "account_age_days": 552, "account_id": "ACCT-EBC9B8C46D88", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.413 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 831, "timestamp": "2026-01-07T06:06:00Z", "transaction_amount_usd": 3291.65 }, { "asset": "BTC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.505, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 0, 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": 0, "financial_exposure_usd": 0, "recoverable_pct": 0.823 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100022", "label": "fraudulent", "label_confidence": 0.912, "severity": "high", "timestamp": "2026-01-01T00:22:00Z", "trace_id": "ada58417-5e2a-d32d-31ab-0b56d5c9fdc7" }
{ "account_age_days": 527, "account_id": "ACCT-E7E646C70158", "baseline_risk_score": 0.306, "kyc_tier": "tier_1", "session_entropy": 0.167 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 937, "timestamp": "2026-01-01T00:22:00Z", "transaction_amount_usd": 55670.76 }, { "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": 0.679, "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": 631088.33, "financial_exposure_usd": 1352200.45, "recoverable_pct": 0.245 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101652", "label": "fraudulent", "label_confidence": 0.796, "severity": "medium", "timestamp": "2026-01-02T03:32:00Z", "trace_id": "e03946cd-f3fc-cd1d-183f-a358d3c436c5" }
{ "account_age_days": 170, "account_id": "ACCT-DE7D07C3FB74", "baseline_risk_score": 0.619, "kyc_tier": "tier_1", "session_entropy": 0.124 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 986, "timestamp": "2026-01-02T03:32:00Z", "transaction_amount_usd": 19153.62 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.399, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, 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": 438200.06, "financial_exposure_usd": 450498.63, "recoverable_pct": 0.611 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109917", "label": "benign", "label_confidence": 0.62, "severity": "low", "timestamp": "2026-01-07T21:17:00Z", "trace_id": "b9a71793-3de4-9d89-c2ba-db8649fe99f0" }
{ "account_age_days": 1191, "account_id": "ACCT-8F2A91070A18", "baseline_risk_score": 0.098, "kyc_tier": "tier_2", "session_entropy": 0.553 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 328, "timestamp": "2026-01-07T12:14:00Z", "transaction_amount_usd": 13.97 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.557, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 662.97, "financial_exposure_usd": 1010.01, "recoverable_pct": 0.573 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104951", "label": "fraudulent", "label_confidence": 0.908, "severity": "critical", "timestamp": "2026-01-04T10:31:00Z", "trace_id": "90e6ad1b-f755-a482-4db7-fc89222dd5e4" }
{ "account_age_days": 897, "account_id": "ACCT-43C279F268CF", "baseline_risk_score": 0.334, "kyc_tier": "tier_2", "session_entropy": 0.182 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 120, "timestamp": "2026-01-04T10:31:00Z", "transaction_amount_usd": 1956528.88 }, { "asset": "SOL", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.786, "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": 3405524.96, "financial_exposure_usd": 6061488.24, "recoverable_pct": 0.556 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100944", "label": "fraudulent", "label_confidence": 0.948, "severity": "high", "timestamp": "2026-01-01T15:44:00Z", "trace_id": "72deef9f-5e6e-422d-6460-c7d2749f6ea9" }
{ "account_age_days": 875, "account_id": "ACCT-8ABC5819974E", "baseline_risk_score": 0.486, "kyc_tier": "tier_2", "session_entropy": 0.775 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 251, "timestamp": "2026-01-01T06:18:00Z", "transaction_amount_usd": 10.52 }, { "asset": "SOL", "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": 0.767, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 419975.44, "financial_exposure_usd": 912153.56, "recoverable_pct": 0.473 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105859", "label": "fraudulent", "label_confidence": 0.695, "severity": "medium", "timestamp": "2026-01-05T01:39:00Z", "trace_id": "74f7ec22-986e-8aff-1eb4-5cf47ce2b0b1" }
{ "account_age_days": 385, "account_id": "ACCT-FD15FCF0CA19", "baseline_risk_score": 0.265, "kyc_tier": "tier_2", "session_entropy": 0.294 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 185, "timestamp": "2026-01-04T19:59:00Z", "transaction_amount_usd": 9.26 }, { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.91, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AN...
{ "customer_funds_at_risk_usd": 2630185.49, "financial_exposure_usd": 5231182.25, "recoverable_pct": 0.658 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105274", "label": "fraudulent", "label_confidence": 0.925, "severity": "high", "timestamp": "2026-01-04T15:54:00Z", "trace_id": "3d6d3199-6186-5ef7-61f5-d1c16cb206e8" }
{ "account_age_days": 1282, "account_id": "ACCT-D650348193B3", "baseline_risk_score": 0.384, "kyc_tier": "tier_1", "session_entropy": 0.505 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 1004, "timestamp": "2026-01-04T15:54:00Z", "transaction_amount_usd": 2298651.25 }, { "asset": "GBP", "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": 0.919, "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": 1812608.09, "financial_exposure_usd": 3798900.8, "recoverable_pct": 0.733 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108581", "label": "benign", "label_confidence": 0.579, "severity": "low", "timestamp": "2026-01-06T23:01:00Z", "trace_id": "d1e9c9e9-ae56-97a5-ea77-ab8381e61215" }
{ "account_age_days": 199, "account_id": "ACCT-A086F2077424", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.616 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 430, "timestamp": "2026-01-06T23:01:00Z", "transaction_amount_usd": 11182.9 }, { "asset": "USD", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.68, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior...
{ "customer_funds_at_risk_usd": 2094.54, "financial_exposure_usd": 4761.62, "recoverable_pct": 0.446 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107003", "label": "benign", "label_confidence": 0.704, "severity": "low", "timestamp": "2026-01-05T20:43:00Z", "trace_id": "2a07b077-bd7b-a1f9-676c-ef84425a3e88" }
{ "account_age_days": 43, "account_id": "ACCT-E1B05E9C3B6C", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.118 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 145, "timestamp": "2026-01-05T20:43:00Z", "transaction_amount_usd": 2439.01 }, { "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": 0.789, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 1598.49, "financial_exposure_usd": 1988.52, "recoverable_pct": 0.812 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105423", "label": "fraudulent", "label_confidence": 0.722, "severity": "high", "timestamp": "2026-01-04T18:23:00Z", "trace_id": "9820e26d-4628-6ba2-ead7-16558e6c23f3" }
{ "account_age_days": 1388, "account_id": "ACCT-2B0A51E54B9E", "baseline_risk_score": 0.307, "kyc_tier": "tier_2", "session_entropy": 0.285 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 877, "timestamp": "2026-01-04T18:23:00Z", "transaction_amount_usd": 2824686.94 }, { "asset": "EUR", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.824, "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": 2719728.48, "financial_exposure_usd": 3999606.89, "recoverable_pct": 0.831 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107588", "label": "benign", "label_confidence": 0.573, "severity": "low", "timestamp": "2026-01-06T06:28:00Z", "trace_id": "2aa5c929-18fc-aa41-f741-80a148d03df1" }
{ "account_age_days": 1064, "account_id": "ACCT-7C9B84231172", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.616 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 542, "timestamp": "2026-01-06T06:28:00Z", "transaction_amount_usd": 11658.94 }, { "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": 0.797, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1369.38, "financial_exposure_usd": 1476.55, "recoverable_pct": 0.859 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102580", "label": "fraudulent", "label_confidence": 0.859, "severity": "high", "timestamp": "2026-01-02T19:00:00Z", "trace_id": "c166bf18-d2bc-a8c4-a4bb-6bdd1291df2e" }
{ "account_age_days": 1285, "account_id": "ACCT-5703F7464482", "baseline_risk_score": 0.416, "kyc_tier": "tier_2", "session_entropy": 0.348 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 130, "timestamp": "2026-01-02T13:13:00Z", "transaction_amount_usd": 18.45 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.467, "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": 448201.84, "financial_exposure_usd": 530005.91, "recoverable_pct": 0.249 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106470", "label": "fraudulent", "label_confidence": 0.851, "severity": "high", "timestamp": "2026-01-05T11:50:00Z", "trace_id": "523882bd-6a5c-b6f2-4ae0-3e3616014ee5" }
{ "account_age_days": 1985, "account_id": "ACCT-511714C41811", "baseline_risk_score": 0.408, "kyc_tier": "tier_2", "session_entropy": 0.702 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 667, "timestamp": "2026-01-05T11:50:00Z", "transaction_amount_usd": 2150758.67 }, { "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": 0.553, "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": 1790976.63, "financial_exposure_usd": 4352799.2, "recoverable_pct": 0.952 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106500", "label": "fraudulent", "label_confidence": 0.725, "severity": "medium", "timestamp": "2026-01-05T12:20:00Z", "trace_id": "4f56c515-b775-2417-5a06-d09e781b34e4" }
{ "account_age_days": 1020, "account_id": "ACCT-B842F65D48D6", "baseline_risk_score": 0.402, "kyc_tier": "tier_2", "session_entropy": 0.108 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 301, "timestamp": "2026-01-05T12:20:00Z", "transaction_amount_usd": 1970377.17 }, { "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": 0.877, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 2395456.7, "financial_exposure_usd": 4168629.87, "recoverable_pct": 0.888 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103089", "label": "fraudulent", "label_confidence": 0.84, "severity": "critical", "timestamp": "2026-01-03T03:29:00Z", "trace_id": "331db0e9-4764-e241-9f6e-3c52a67ee7d3" }
{ "account_age_days": 1729, "account_id": "ACCT-EED79EBD390F", "baseline_risk_score": 0.284, "kyc_tier": "tier_3", "session_entropy": 0.179 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 285, "timestamp": "2026-01-02T16:58:00Z", "transaction_amount_usd": 11.52 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.366, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 8", "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": 334992.49, "financial_exposure_usd": 712209.7, "recoverable_pct": 0.578 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107014", "label": "benign", "label_confidence": 0.472, "severity": "medium", "timestamp": "2026-01-05T20:54:00Z", "trace_id": "a2800ba0-6e8b-090e-cce9-202f3b4c5353" }
{ "account_age_days": 1393, "account_id": "ACCT-68E449D2E1CA", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.755 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 1020, "timestamp": "2026-01-05T20:54:00Z", "transaction_amount_usd": 6044.16 }, { "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": 0.519, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 4413.16, "financial_exposure_usd": 5487.73, "recoverable_pct": 0.904 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107268", "label": "benign", "label_confidence": 0.694, "severity": "medium", "timestamp": "2026-01-06T01:08:00Z", "trace_id": "6cae99fd-fc8e-2b4c-7998-6a6f9e907662" }
{ "account_age_days": 796, "account_id": "ACCT-736F0D778075", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.226 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 202, "timestamp": "2026-01-05T23:47:00Z", "transaction_amount_usd": 9.06 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.603, "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 prio...
{ "customer_funds_at_risk_usd": 295.83, "financial_exposure_usd": 385.43, "recoverable_pct": 0.668 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102037", "label": "fraudulent", "label_confidence": 0.842, "severity": "low", "timestamp": "2026-01-02T09:57:00Z", "trace_id": "772ddcb1-53b8-5aa9-a478-764ebac5f70f" }
{ "account_age_days": 1537, "account_id": "ACCT-B2AF333382CF", "baseline_risk_score": 0.455, "kyc_tier": "tier_2", "session_entropy": 0.279 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "DE", "latency_ms": 106, "timestamp": "2026-01-02T09:57:00Z", "transaction_amount_usd": 88660.85 }, { "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": 0.743, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 755563.6, "financial_exposure_usd": 1227158.07, "recoverable_pct": 0.155 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108076", "label": "benign", "label_confidence": 0.62, "severity": "high", "timestamp": "2026-01-06T14:36:00Z", "trace_id": "308dd1f6-cfec-7543-ac52-cc22a802c063" }
{ "account_age_days": 1091, "account_id": "ACCT-80415468143A", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.333 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 265, "timestamp": "2026-01-06T11:48:00Z", "transaction_amount_usd": 9.26 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.692, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 1072.13, "financial_exposure_usd": 1150.5, "recoverable_pct": 0.484 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109068", "label": "benign", "label_confidence": 0.697, "severity": "low", "timestamp": "2026-01-07T07:08:00Z", "trace_id": "50c53890-7366-85bb-6721-1db141739c7e" }
{ "account_age_days": 1345, "account_id": "ACCT-A921893798F4", "baseline_risk_score": 0.14, "kyc_tier": "tier_3", "session_entropy": 0.117 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 451, "timestamp": "2026-01-07T07:08:00Z", "transaction_amount_usd": 6491 }, { "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": 0.599, "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": 5044.08, "financial_exposure_usd": 8234.79, "recoverable_pct": 0.643 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109571", "label": "benign", "label_confidence": 0.638, "severity": "high", "timestamp": "2026-01-07T15:31:00Z", "trace_id": "f7ebabf0-a8e5-94e4-b642-ebbbe0f41f0d" }
{ "account_age_days": 777, "account_id": "ACCT-AC781DD7B8CA", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.926 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 953, "timestamp": "2026-01-07T15:31:00Z", "transaction_amount_usd": 2959.01 }, { "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": 0.736, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 3821.95, "financial_exposure_usd": 3898.69, "recoverable_pct": 0.801 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104113", "label": "fraudulent", "label_confidence": 0.93, "severity": "medium", "timestamp": "2026-01-03T20:33:00Z", "trace_id": "b013f529-07b0-ebfc-5bf1-24b2486b6cbd" }
{ "account_age_days": 666, "account_id": "ACCT-A3C2790DA9C3", "baseline_risk_score": 0.398, "kyc_tier": "tier_2", "session_entropy": 0.713 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 684, "timestamp": "2026-01-03T20:33:00Z", "transaction_amount_usd": 997587.42 }, { "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": 0.703, "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": 4938301.35, "financial_exposure_usd": 5732518.43, "recoverable_pct": 0.446 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104776", "label": "fraudulent", "label_confidence": 0.654, "severity": "low", "timestamp": "2026-01-04T07:36:00Z", "trace_id": "bf073ca0-f30d-0149-c84f-6ce55f584a07" }
{ "account_age_days": 1091, "account_id": "ACCT-57A9440C8995", "baseline_risk_score": 0.202, "kyc_tier": "tier_1", "session_entropy": 0.221 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 375, "timestamp": "2026-01-03T21:06:00Z", "transaction_amount_usd": 4.29 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED"...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.352, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2793456.85, "financial_exposure_usd": 4702257.77, "recoverable_pct": 0.66 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104633", "label": "fraudulent", "label_confidence": 0.901, "severity": "critical", "timestamp": "2026-01-04T05:13:00Z", "trace_id": "a8a7d163-fe3c-033e-c64b-b53adb29a0bb" }
{ "account_age_days": 1349, "account_id": "ACCT-86E0C008AD76", "baseline_risk_score": 0.199, "kyc_tier": "tier_1", "session_entropy": 0.437 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 444, "timestamp": "2026-01-04T05:13:00Z", "transaction_amount_usd": 774126.38 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.811, "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": 8033827.09, "financial_exposure_usd": 8363166.03, "recoverable_pct": 0.994 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106971", "label": "benign", "label_confidence": 0.597, "severity": "low", "timestamp": "2026-01-05T20:11:00Z", "trace_id": "c2ce1495-96e3-92cb-afa3-f73b852243a6" }
{ "account_age_days": 1346, "account_id": "ACCT-E20B9435EDB1", "baseline_risk_score": 0.189, "kyc_tier": "tier_1", "session_entropy": 0.542 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 378, "timestamp": "2026-01-05T20:11:00Z", "transaction_amount_usd": 14350.84 }, { "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": 0.576, "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": 2312.49, "financial_exposure_usd": 2323.95, "recoverable_pct": 0.823 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106911", "label": "benign", "label_confidence": 0.484, "severity": "high", "timestamp": "2026-01-05T19:11:00Z", "trace_id": "77a04e4c-6e62-d36d-08e3-68d306c047a2" }
{ "account_age_days": 1961, "account_id": "ACCT-7319DB53F204", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.896 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 426, "timestamp": "2026-01-05T19:11:00Z", "transaction_amount_usd": 12611.74 }, { "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": 0.575, "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": 2280.17, "financial_exposure_usd": 4132.04, "recoverable_pct": 0.65 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108509", "label": "benign", "label_confidence": 0.581, "severity": "medium", "timestamp": "2026-01-06T21:49:00Z", "trace_id": "77aac5f6-2094-be05-3f5d-f2ea9ea25034" }
{ "account_age_days": 64, "account_id": "ACCT-91C9C24A450A", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.904 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 693, "timestamp": "2026-01-06T21:49:00Z", "transaction_amount_usd": 6007.76 }, { "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 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 2837.49, "financial_exposure_usd": 4983.48, "recoverable_pct": 0.967 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107283", "label": "benign", "label_confidence": 0.451, "severity": "medium", "timestamp": "2026-01-06T01:23:00Z", "trace_id": "0b129ced-bfb0-c325-e98f-88252317f725" }
{ "account_age_days": 1157, "account_id": "ACCT-E026D05B36DA", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.887 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 191, "timestamp": "2026-01-05T14:59:00Z", "transaction_amount_usd": 3.15 }, { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.489, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 1933.44, "financial_exposure_usd": 3906.14, "recoverable_pct": 0.734 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101949", "label": "fraudulent", "label_confidence": 0.758, "severity": "medium", "timestamp": "2026-01-02T08:29:00Z", "trace_id": "8192ae93-cc7c-afc4-f639-38643d7c04f6" }
{ "account_age_days": 1030, "account_id": "ACCT-43ECFB52E96C", "baseline_risk_score": 0.535, "kyc_tier": "tier_1", "session_entropy": 0.651 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 528, "timestamp": "2026-01-02T08:29:00Z", "transaction_amount_usd": 104195.29 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.715, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, 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": 298689.47, "financial_exposure_usd": 649151.12, "recoverable_pct": 0.62 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102935", "label": "fraudulent", "label_confidence": 0.809, "severity": "high", "timestamp": "2026-01-03T00:55:00Z", "trace_id": "8609f4d1-d726-9602-f18f-d1c1cbeed30a" }
{ "account_age_days": 772, "account_id": "ACCT-BFC74263ABFA", "baseline_risk_score": 0.301, "kyc_tier": "tier_2", "session_entropy": 0.153 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 157, "timestamp": "2026-01-03T00:55:00Z", "transaction_amount_usd": 45189.62 }, { "asset": "EUR", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.726, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 176942.83, "financial_exposure_usd": 213449.39, "recoverable_pct": 0.028 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102461", "label": "fraudulent", "label_confidence": 0.951, "severity": "low", "timestamp": "2026-01-02T17:01:00Z", "trace_id": "e377bc0c-5df7-943c-e9d7-c94d9aad1a24" }
{ "account_age_days": 592, "account_id": "ACCT-EBD1EE2C0DDC", "baseline_risk_score": 0.553, "kyc_tier": "tier_3", "session_entropy": 0.923 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 1049, "timestamp": "2026-01-02T17:01:00Z", "transaction_amount_usd": 14947.22 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.869, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 1, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 38308.03, "financial_exposure_usd": 52625.32, "recoverable_pct": 0.072 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107582", "label": "benign", "label_confidence": 0.588, "severity": "low", "timestamp": "2026-01-06T06:22:00Z", "trace_id": "664e1322-d994-5de1-c3de-74aa266a68bb" }
{ "account_age_days": 530, "account_id": "ACCT-81C6D718EC9E", "baseline_risk_score": 0.062, "kyc_tier": "tier_3", "session_entropy": 0.711 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 802, "timestamp": "2026-01-06T06:22:00Z", "transaction_amount_usd": 6408.46 }, { "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": 0.785, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, 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": 664.26, "financial_exposure_usd": 782.27, "recoverable_pct": 0.963 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105876", "label": "fraudulent", "label_confidence": 0.902, "severity": "critical", "timestamp": "2026-01-05T01:56:00Z", "trace_id": "f78459a6-135f-90e3-e792-e854c6602fcb" }
{ "account_age_days": 832, "account_id": "ACCT-EE806FE4CA79", "baseline_risk_score": 0.244, "kyc_tier": "tier_3", "session_entropy": 0.925 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 229, "timestamp": "2026-01-04T21:41:00Z", "transaction_amount_usd": 5.27 }, { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.495, "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": 3148090.39, "financial_exposure_usd": 5086655.57, "recoverable_pct": 0.982 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103730", "label": "fraudulent", "label_confidence": 0.833, "severity": "high", "timestamp": "2026-01-03T14:10:00Z", "trace_id": "e59232b0-35ed-dfc3-18ba-f9398362ff5d" }
{ "account_age_days": 95, "account_id": "ACCT-8B447E10CE09", "baseline_risk_score": 0.24, "kyc_tier": "tier_2", "session_entropy": 0.714 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 303, "timestamp": "2026-01-03T14:10:00Z", "transaction_amount_usd": 2238685.1 }, { "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": 0.553, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 1523532.72, "financial_exposure_usd": 3428071.9, "recoverable_pct": 0.508 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107486", "label": "benign", "label_confidence": 0.562, "severity": "low", "timestamp": "2026-01-06T04:46:00Z", "trace_id": "7a0bc202-3719-8c36-a28e-56e9d36f587e" }
{ "account_age_days": 1354, "account_id": "ACCT-A934D82113AA", "baseline_risk_score": 0.132, "kyc_tier": "tier_2", "session_entropy": 0.208 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 1192, "timestamp": "2026-01-06T04:46:00Z", "transaction_amount_usd": 14371.52 }, { "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": 0.785, "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": 3428.2, "financial_exposure_usd": 6859.43, "recoverable_pct": 0.853 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107614", "label": "benign", "label_confidence": 0.744, "severity": "medium", "timestamp": "2026-01-06T06:54:00Z", "trace_id": "ac9849c9-fd93-b46b-b4be-57bd46bfb9fa" }
{ "account_age_days": 581, "account_id": "ACCT-B1B58A0FA153", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.934 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 215, "timestamp": "2026-01-05T19:28:00Z", "transaction_amount_usd": 14.65 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.457, "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": 2148.65, "financial_exposure_usd": 4706.83, "recoverable_pct": 0.887 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108677", "label": "benign", "label_confidence": 0.495, "severity": "high", "timestamp": "2026-01-07T00:37:00Z", "trace_id": "b9fb3183-6fc5-b4b0-68ec-27a5d05cd9db" }
{ "account_age_days": 285, "account_id": "ACCT-053CCE1E49D5", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.518 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 328, "timestamp": "2026-01-06T22:46:00Z", "transaction_amount_usd": 10.3 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.547, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 2090.01, "financial_exposure_usd": 3009.95, "recoverable_pct": 0.833 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106230", "label": "fraudulent", "label_confidence": 0.729, "severity": "high", "timestamp": "2026-01-05T07:50:00Z", "trace_id": "d5712aa1-2ef3-24b8-239c-c166c0a82240" }
{ "account_age_days": 1643, "account_id": "ACCT-3C8BF0A8DE68", "baseline_risk_score": 0.059, "kyc_tier": "tier_1", "session_entropy": 0.919 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 340, "timestamp": "2026-01-05T07:50:00Z", "transaction_amount_usd": 2045980.45 }, { "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": 0.595, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 3472618.96, "financial_exposure_usd": 5610435.53, "recoverable_pct": 0.73 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103778", "label": "fraudulent", "label_confidence": 0.908, "severity": "high", "timestamp": "2026-01-03T14:58:00Z", "trace_id": "2141f397-a9ac-fe89-4b37-ab1162179bda" }
{ "account_age_days": 1909, "account_id": "ACCT-20A7B0A1E2B1", "baseline_risk_score": 0.277, "kyc_tier": "tier_2", "session_entropy": 0.478 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 109, "timestamp": "2026-01-03T14:58:00Z", "transaction_amount_usd": 774824.13 }, { "asset": "SOL", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.516, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 217124.14, "financial_exposure_usd": 335891.39, "recoverable_pct": 0.595 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106245", "label": "fraudulent", "label_confidence": 0.716, "severity": "high", "timestamp": "2026-01-05T08:05:00Z", "trace_id": "83dabe3c-3b42-5926-6fde-4bb819106a94" }
{ "account_age_days": 919, "account_id": "ACCT-E5B714166157", "baseline_risk_score": 0.179, "kyc_tier": "tier_1", "session_entropy": 0.613 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 276, "timestamp": "2026-01-04T20:48:00Z", "transaction_amount_usd": 7.73 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.921, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, 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": 2976891.45, "financial_exposure_usd": 5945002.75, "recoverable_pct": 0.598 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107284", "label": "benign", "label_confidence": 0.576, "severity": "high", "timestamp": "2026-01-06T01:24:00Z", "trace_id": "27d1dcdb-304e-31c4-5f26-bf68c1105d50" }
{ "account_age_days": 1146, "account_id": "ACCT-5B1D4DDE3AEF", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.245 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 1053, "timestamp": "2026-01-06T01:24:00Z", "transaction_amount_usd": 4070.91 }, { "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": 0.779, "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": 6561.59, "financial_exposure_usd": 8017.79, "recoverable_pct": 0.444 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102097", "label": "fraudulent", "label_confidence": 0.782, "severity": "medium", "timestamp": "2026-01-02T10:57:00Z", "trace_id": "30d1b5a7-d39b-4369-f758-34b0c5d69586" }
{ "account_age_days": 1858, "account_id": "ACCT-F8A345ADFAB3", "baseline_risk_score": 0.448, "kyc_tier": "tier_2", "session_entropy": 0.267 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 154, "timestamp": "2026-01-02T00:34:00Z", "transaction_amount_usd": 10 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.922, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 8", "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": 1193972.79, "financial_exposure_usd": 1236395.79, "recoverable_pct": 0.379 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101508", "label": "fraudulent", "label_confidence": 0.757, "severity": "high", "timestamp": "2026-01-02T01:08:00Z", "trace_id": "dc5ea866-240c-818e-d4c3-98f307619596" }
{ "account_age_days": 1140, "account_id": "ACCT-47AA14C8840C", "baseline_risk_score": 0.541, "kyc_tier": "tier_2", "session_entropy": 0.193 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 85, "timestamp": "2026-01-01T23:14:00Z", "transaction_amount_usd": 23.79 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.462, "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": 677099.82, "financial_exposure_usd": 709135.44, "recoverable_pct": 0.499 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103557", "label": "fraudulent", "label_confidence": 0.613, "severity": "high", "timestamp": "2026-01-03T11:17:00Z", "trace_id": "efe60285-813a-0c84-b656-5a702e21e94c" }
{ "account_age_days": 215, "account_id": "ACCT-558FAB6F7D15", "baseline_risk_score": 0.091, "kyc_tier": "tier_1", "session_entropy": 0.778 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 301, "timestamp": "2026-01-03T11:17:00Z", "transaction_amount_usd": 1399466.35 }, { "asset": "USD", "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": 0.593, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 4073553.07, "financial_exposure_usd": 4218808.06, "recoverable_pct": 0.61 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106481", "label": "fraudulent", "label_confidence": 0.879, "severity": "medium", "timestamp": "2026-01-05T12:01:00Z", "trace_id": "9c6b8ee6-027c-3c6a-4a27-f9ef8a77b8c0" }
{ "account_age_days": 1858, "account_id": "ACCT-96C29F9D9DE8", "baseline_risk_score": 0.229, "kyc_tier": "tier_3", "session_entropy": 0.617 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 589, "timestamp": "2026-01-05T12:01:00Z", "transaction_amount_usd": 2839439.89 }, { "asset": "EUR", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.713, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 1813261.98, "financial_exposure_usd": 2199791.14, "recoverable_pct": 0.446 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107353", "label": "benign", "label_confidence": 0.536, "severity": "low", "timestamp": "2026-01-06T02:33:00Z", "trace_id": "e05cf158-eb3d-fe43-5238-c14148edb118" }
{ "account_age_days": 470, "account_id": "ACCT-0F73A443A38C", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.866 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 667, "timestamp": "2026-01-06T02:33:00Z", "transaction_amount_usd": 14746.53 }, { "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": 0.773, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 1583.25, "financial_exposure_usd": 3445.09, "recoverable_pct": 0.918 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109200", "label": "benign", "label_confidence": 0.476, "severity": "medium", "timestamp": "2026-01-07T09:20:00Z", "trace_id": "13b0b4db-7204-b29e-bfcb-030c69ad3de0" }
{ "account_age_days": 952, "account_id": "ACCT-61EC96D9BD4E", "baseline_risk_score": 0.08, "kyc_tier": "tier_1", "session_entropy": 0.335 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 235, "timestamp": "2026-01-07T09:20:00Z", "transaction_amount_usd": 3150.17 }, { "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": 0.703, "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": 1120.27, "financial_exposure_usd": 1895.81, "recoverable_pct": 0.541 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107923", "label": "benign", "label_confidence": 0.568, "severity": "critical", "timestamp": "2026-01-06T12:03:00Z", "trace_id": "f28787bd-b2cb-8a7d-412e-14c087c1fefc" }
{ "account_age_days": 595, "account_id": "ACCT-3C0497A92ADB", "baseline_risk_score": 0.108, "kyc_tier": "tier_3", "session_entropy": 0.121 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 222, "timestamp": "2026-01-06T12:03:00Z", "transaction_amount_usd": 14641.71 }, { "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": 0.691, "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 prio...
{ "customer_funds_at_risk_usd": 1428.23, "financial_exposure_usd": 1911.04, "recoverable_pct": 0.507 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103923", "label": "fraudulent", "label_confidence": 0.64, "severity": "medium", "timestamp": "2026-01-03T17:23:00Z", "trace_id": "d67f7c19-9f35-8ac2-65d6-252f07983031" }
{ "account_age_days": 291, "account_id": "ACCT-FE2B8566219F", "baseline_risk_score": 0.226, "kyc_tier": "tier_3", "session_entropy": 0.432 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 814, "timestamp": "2026-01-03T17:23:00Z", "transaction_amount_usd": 514512.91 }, { "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": 0.926, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 2941811.06, "financial_exposure_usd": 6600171.61, "recoverable_pct": 0.85 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104804", "label": "fraudulent", "label_confidence": 0.718, "severity": "low", "timestamp": "2026-01-04T08:04:00Z", "trace_id": "80dfbbfb-1167-55f6-b77a-6aa00d13e438" }
{ "account_age_days": 1229, "account_id": "ACCT-0656CE10F619", "baseline_risk_score": 0.267, "kyc_tier": "tier_3", "session_entropy": 0.113 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 1130, "timestamp": "2026-01-04T08:04:00Z", "transaction_amount_usd": 1531684.46 }, { "asset": "USD", "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": 0.839, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 4749620.35, "financial_exposure_usd": 6278055.54, "recoverable_pct": 0.661 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108160", "label": "benign", "label_confidence": 0.55, "severity": "low", "timestamp": "2026-01-06T16:00:00Z", "trace_id": "8360bb8e-81a9-d561-54d5-f693642a1384" }
{ "account_age_days": 834, "account_id": "ACCT-6554E63F1C3A", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.464 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 528, "timestamp": "2026-01-06T16:00:00Z", "transaction_amount_usd": 9789.68 }, { "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": 0.715, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 3", "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": 3309.72, "financial_exposure_usd": 3369.22, "recoverable_pct": 0.909 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109816", "label": "benign", "label_confidence": 0.642, "severity": "medium", "timestamp": "2026-01-07T19:36:00Z", "trace_id": "0dccab01-612d-bfff-e29b-144532f116b1" }
{ "account_age_days": 1897, "account_id": "ACCT-02D57211A674", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.691 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 1011, "timestamp": "2026-01-07T19:36:00Z", "transaction_amount_usd": 8985.5 }, { "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": 0.488, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 241.26, "financial_exposure_usd": 525.58, "recoverable_pct": 0.416 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107061", "label": "benign", "label_confidence": 0.649, "severity": "low", "timestamp": "2026-01-05T21:41:00Z", "trace_id": "79cb7947-3688-ea9e-ecee-7b23c6cb9ecb" }
{ "account_age_days": 693, "account_id": "ACCT-6BE310DD7F54", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.191 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 853, "timestamp": "2026-01-05T21:41:00Z", "transaction_amount_usd": 1080.5 }, { "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": 0.648, "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": 54.29, "financial_exposure_usd": 80.13, "recoverable_pct": 0.8 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103416", "label": "fraudulent", "label_confidence": 0.812, "severity": "high", "timestamp": "2026-01-03T08:56:00Z", "trace_id": "a76986ba-194d-f7bb-e038-6056c30a1c2d" }
{ "account_age_days": 762, "account_id": "ACCT-EE8FF81A1DFF", "baseline_risk_score": 0.067, "kyc_tier": "tier_2", "session_entropy": 0.8 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 437, "timestamp": "2026-01-03T08:56:00Z", "transaction_amount_usd": 212759.72 }, { "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": 0.755, "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": 4762286.26, "financial_exposure_usd": 5215965.09, "recoverable_pct": 0.957 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100063", "label": "fraudulent", "label_confidence": 0.875, "severity": "critical", "timestamp": "2026-01-01T01:03:00Z", "trace_id": "f3981e9e-7cb8-82a0-94a1-eab0b9c037aa" }
{ "account_age_days": 752, "account_id": "ACCT-A766861778DB", "baseline_risk_score": 0.471, "kyc_tier": "tier_2", "session_entropy": 0.759 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 476, "timestamp": "2026-01-01T01:03:00Z", "transaction_amount_usd": 80719.82 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.885, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 373144.6, "financial_exposure_usd": 776852.51, "recoverable_pct": 0.426 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104117", "label": "fraudulent", "label_confidence": 0.939, "severity": "low", "timestamp": "2026-01-03T20:37:00Z", "trace_id": "6145d69f-8bb9-b031-e4d9-7bc83ff43850" }
{ "account_age_days": 1701, "account_id": "ACCT-617ED56407E2", "baseline_risk_score": 0.362, "kyc_tier": "tier_3", "session_entropy": 0.249 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 484, "timestamp": "2026-01-03T20:37:00Z", "transaction_amount_usd": 2332059.59 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.716, "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": 7416059.72, "financial_exposure_usd": 9893995, "recoverable_pct": 0.897 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103702", "label": "fraudulent", "label_confidence": 0.643, "severity": "high", "timestamp": "2026-01-03T13:42:00Z", "trace_id": "10280999-97d4-ba90-5ddf-4106417f502b" }
{ "account_age_days": 566, "account_id": "ACCT-BFE4A4660D5B", "baseline_risk_score": 0.079, "kyc_tier": "tier_2", "session_entropy": 0.464 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 1047, "timestamp": "2026-01-03T13:42:00Z", "transaction_amount_usd": 630223.95 }, { "asset": "USD", "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": 0.618, "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": 3986040.93, "financial_exposure_usd": 5134470.04, "recoverable_pct": 0.453 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108817", "label": "benign", "label_confidence": 0.739, "severity": "low", "timestamp": "2026-01-07T02:57:00Z", "trace_id": "6ce081ad-fa2c-4dd1-0834-e092751f5ade" }
{ "account_age_days": 352, "account_id": "ACCT-418B3F03DFE7", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.489 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 441, "timestamp": "2026-01-07T02:57:00Z", "transaction_amount_usd": 14457.02 }, { "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": 0.655, "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": 819.65, "financial_exposure_usd": 981.21, "recoverable_pct": 0.54 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105285", "label": "fraudulent", "label_confidence": 0.763, "severity": "low", "timestamp": "2026-01-04T16:05:00Z", "trace_id": "61f156d2-f16b-e765-b8c6-df971b553f2f" }
{ "account_age_days": 1627, "account_id": "ACCT-D9C80A0573F7", "baseline_risk_score": 0.109, "kyc_tier": "tier_2", "session_entropy": 0.344 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 187, "timestamp": "2026-01-04T16:05:00Z", "transaction_amount_usd": 1608870.7 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.607, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 2882722.26, "financial_exposure_usd": 4028828.31, "recoverable_pct": 0.42 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109167", "label": "benign", "label_confidence": 0.567, "severity": "medium", "timestamp": "2026-01-07T08:47:00Z", "trace_id": "2a2f9c65-f72f-2924-c05b-4a29603b6c2e" }
{ "account_age_days": 400, "account_id": "ACCT-4B3CBC244659", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.332 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 1057, "timestamp": "2026-01-07T08:47:00Z", "transaction_amount_usd": 3897.51 }, { "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": 0.633, "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": 214.75, "financial_exposure_usd": 521.7, "recoverable_pct": 0.876 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103536", "label": "fraudulent", "label_confidence": 0.76, "severity": "medium", "timestamp": "2026-01-03T10:56:00Z", "trace_id": "9357f1f8-3d88-93cf-bb4a-63922efc0084" }
{ "account_age_days": 155, "account_id": "ACCT-E9C337D8B0B7", "baseline_risk_score": 0.352, "kyc_tier": "tier_3", "session_entropy": 0.794 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 314, "timestamp": "2026-01-03T10:56:00Z", "transaction_amount_usd": 653518.18 }, { "asset": "SOL", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.614, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 5468986.59, "financial_exposure_usd": 5508588.62, "recoverable_pct": 0.603 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104778", "label": "fraudulent", "label_confidence": 0.719, "severity": "low", "timestamp": "2026-01-04T07:38:00Z", "trace_id": "c5071d12-d499-8967-73b2-75193d67cba2" }
{ "account_age_days": 118, "account_id": "ACCT-9920F5C833F8", "baseline_risk_score": 0.23, "kyc_tier": "tier_3", "session_entropy": 0.894 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 208, "timestamp": "2026-01-04T07:38:00Z", "transaction_amount_usd": 2408065.99 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.443, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 6034170.38, "financial_exposure_usd": 6939825.04, "recoverable_pct": 0.979 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107337", "label": "benign", "label_confidence": 0.704, "severity": "high", "timestamp": "2026-01-06T02:17:00Z", "trace_id": "8e0cbee3-34ab-4190-a14b-1c24a6d46cf9" }
{ "account_age_days": 1864, "account_id": "ACCT-99DA5A98AB7F", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.865 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 288, "timestamp": "2026-01-06T02:17:00Z", "transaction_amount_usd": 11629.79 }, { "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": 0.763, "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": 5885.25, "financial_exposure_usd": 6501.92, "recoverable_pct": 0.707 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105229", "label": "fraudulent", "label_confidence": 0.809, "severity": "low", "timestamp": "2026-01-04T15:09:00Z", "trace_id": "f1090303-0b8b-a3e5-b38d-71c370da668b" }
{ "account_age_days": 918, "account_id": "ACCT-A2EA45F3CEFD", "baseline_risk_score": 0.278, "kyc_tier": "tier_2", "session_entropy": 0.185 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 374, "timestamp": "2026-01-04T06:38:00Z", "transaction_amount_usd": 18.61 }, { "asset": "USDT", "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": 0.458, "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": 3172727.24, "financial_exposure_usd": 3268210.55, "recoverable_pct": 0.746 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102547", "label": "fraudulent", "label_confidence": 0.775, "severity": "medium", "timestamp": "2026-01-02T18:27:00Z", "trace_id": "c5175ce3-cf18-22d5-6c5e-5a346946aa8c" }
{ "account_age_days": 782, "account_id": "ACCT-FEB1FEE03889", "baseline_risk_score": 0.259, "kyc_tier": "tier_3", "session_entropy": 0.158 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 301, "timestamp": "2026-01-02T09:22:00Z", "transaction_amount_usd": 23 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.407, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 1053704.42, "financial_exposure_usd": 1448539.58, "recoverable_pct": 0.423 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101229", "label": "fraudulent", "label_confidence": 0.837, "severity": "low", "timestamp": "2026-01-01T20:29:00Z", "trace_id": "b1391102-4bdf-bff3-52da-f806c88b1e26" }
{ "account_age_days": 1834, "account_id": "ACCT-3197F10DFEEF", "baseline_risk_score": 0.546, "kyc_tier": "tier_3", "session_entropy": 0.361 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 624, "timestamp": "2026-01-01T20:29:00Z", "transaction_amount_usd": 39943.61 }, { "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": 0.429, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 234859.2, "financial_exposure_usd": 289798.62, "recoverable_pct": 0.124 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103617", "label": "fraudulent", "label_confidence": 0.72, "severity": "critical", "timestamp": "2026-01-03T12:17:00Z", "trace_id": "fb60d2ed-3715-e0e8-f94b-d1da07f1d0d1" }
{ "account_age_days": 1828, "account_id": "ACCT-F29E3E22BA0A", "baseline_risk_score": 0.145, "kyc_tier": "tier_1", "session_entropy": 0.134 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 80, "timestamp": "2026-01-03T06:26:00Z", "transaction_amount_usd": 0.86 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.396, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 3772751.06, "financial_exposure_usd": 5083719.11, "recoverable_pct": 0.864 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108254", "label": "benign", "label_confidence": 0.496, "severity": "medium", "timestamp": "2026-01-06T17:34:00Z", "trace_id": "e91404f2-b431-162f-b61d-ae32cff499a1" }
{ "account_age_days": 445, "account_id": "ACCT-C1D250287A9B", "baseline_risk_score": 0.109, "kyc_tier": "tier_1", "session_entropy": 0.301 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 715, "timestamp": "2026-01-06T17:34:00Z", "transaction_amount_usd": 13868.74 }, { "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": 0.669, "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": 2339.59, "financial_exposure_usd": 2662.75, "recoverable_pct": 0.485 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106433", "label": "fraudulent", "label_confidence": 0.829, "severity": "low", "timestamp": "2026-01-05T11:13:00Z", "trace_id": "3314d23a-608e-f636-8cfb-d442a51730ca" }
{ "account_age_days": 1139, "account_id": "ACCT-0EA7EA8DD762", "baseline_risk_score": 0.352, "kyc_tier": "tier_3", "session_entropy": 0.556 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 428, "timestamp": "2026-01-05T11:13:00Z", "transaction_amount_usd": 2074614.53 }, { "asset": "SOL", "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": 0.578, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 2378734.78, "financial_exposure_usd": 4926507.81, "recoverable_pct": 0.806 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101544", "label": "fraudulent", "label_confidence": 0.945, "severity": "medium", "timestamp": "2026-01-02T01:44:00Z", "trace_id": "a5f1a0d0-a541-ddca-e5cb-58756c50d918" }
{ "account_age_days": 612, "account_id": "ACCT-916C376F3571", "baseline_risk_score": 0.529, "kyc_tier": "tier_1", "session_entropy": 0.942 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 870, "timestamp": "2026-01-02T01:44:00Z", "transaction_amount_usd": 57711.73 }, { "asset": "GBP", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.607, "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": 649380.96, "financial_exposure_usd": 787933.72, "recoverable_pct": 0.834 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101313", "label": "fraudulent", "label_confidence": 0.885, "severity": "low", "timestamp": "2026-01-01T21:53:00Z", "trace_id": "7032f15f-ec8b-1fc5-b32a-fff42dcd12bd" }
{ "account_age_days": 972, "account_id": "ACCT-A16CA675FA3F", "baseline_risk_score": 0.519, "kyc_tier": "tier_2", "session_entropy": 0.177 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 183, "timestamp": "2026-01-01T21:53:00Z", "transaction_amount_usd": 112917.35 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.476, "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": 569676.95, "financial_exposure_usd": 738903.4, "recoverable_pct": 0.276 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104502", "label": "fraudulent", "label_confidence": 0.834, "severity": "medium", "timestamp": "2026-01-04T03:02:00Z", "trace_id": "5f7235b3-65b1-6ce3-12f8-0006c328cc88" }
{ "account_age_days": 1720, "account_id": "ACCT-383BEF855A57", "baseline_risk_score": 0.331, "kyc_tier": "tier_1", "session_entropy": 0.85 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 324, "timestamp": "2026-01-03T16:03:00Z", "transaction_amount_usd": 1.03 }, { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED"...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.751, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 7186946.99, "financial_exposure_usd": 7228268.83, "recoverable_pct": 0.741 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107357", "label": "benign", "label_confidence": 0.657, "severity": "medium", "timestamp": "2026-01-06T02:37:00Z", "trace_id": "0c30b2af-bc40-ef70-3a03-14a88ee8153b" }
{ "account_age_days": 1401, "account_id": "ACCT-27F332B29636", "baseline_risk_score": 0.069, "kyc_tier": "tier_2", "session_entropy": 0.825 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 464, "timestamp": "2026-01-06T02:37:00Z", "transaction_amount_usd": 12771.27 }, { "asset": "USDT", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.673, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 1367.67, "financial_exposure_usd": 2889.36, "recoverable_pct": 0.602 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100554", "label": "fraudulent", "label_confidence": 0.936, "severity": "high", "timestamp": "2026-01-01T09:14:00Z", "trace_id": "997886b2-4c5a-e8f2-f4d7-8cb1eff595ef" }
{ "account_age_days": 1908, "account_id": "ACCT-E06CA4A0AC67", "baseline_risk_score": 0.494, "kyc_tier": "tier_1", "session_entropy": 0.234 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 361, "timestamp": "2026-01-01T01:53:00Z", "transaction_amount_usd": 9.9 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "ge...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.581, "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": 644503.95, "financial_exposure_usd": 919794.18, "recoverable_pct": 0.312 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104409", "label": "fraudulent", "label_confidence": 0.815, "severity": "critical", "timestamp": "2026-01-04T01:29:00Z", "trace_id": "749531d3-ccea-6419-d2a8-e1a425c9cd63" }
{ "account_age_days": 1346, "account_id": "ACCT-D4C499247E19", "baseline_risk_score": 0.241, "kyc_tier": "tier_2", "session_entropy": 0.611 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 1050, "timestamp": "2026-01-04T01:29:00Z", "transaction_amount_usd": 1863639.54 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_B...
{ "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": 0.86, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND p...
{ "customer_funds_at_risk_usd": 2837248.33, "financial_exposure_usd": 5910544.82, "recoverable_pct": 0.529 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104390", "label": "fraudulent", "label_confidence": 0.713, "severity": "medium", "timestamp": "2026-01-04T01:10:00Z", "trace_id": "92f7738c-a79a-0daf-e331-1ae7ba7bb422" }
{ "account_age_days": 150, "account_id": "ACCT-F743A71F1935", "baseline_risk_score": 0.403, "kyc_tier": "tier_2", "session_entropy": 0.78 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 589, "timestamp": "2026-01-04T01:10:00Z", "transaction_amount_usd": 2266329.17 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.414, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 3073762.47, "financial_exposure_usd": 3502091.12, "recoverable_pct": 0.654 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109125", "label": "benign", "label_confidence": 0.694, "severity": "medium", "timestamp": "2026-01-07T08:05:00Z", "trace_id": "4fbf50d7-25a9-20c4-2f6a-755b56f1641a" }
{ "account_age_days": 1676, "account_id": "ACCT-CE472372C54B", "baseline_risk_score": 0.162, "kyc_tier": "tier_3", "session_entropy": 0.855 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 639, "timestamp": "2026-01-07T08:05:00Z", "transaction_amount_usd": 14867.82 }, { "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": 0.473, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 3", "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": 1259.82, "financial_exposure_usd": 2051.76, "recoverable_pct": 0.603 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101499", "label": "fraudulent", "label_confidence": 0.757, "severity": "high", "timestamp": "2026-01-02T00:59:00Z", "trace_id": "6cf498f2-6f9a-aaf6-c34d-d6bc93443385" }
{ "account_age_days": 1534, "account_id": "ACCT-AC9F218CD4A6", "baseline_risk_score": 0.647, "kyc_tier": "tier_1", "session_entropy": 0.442 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 379, "timestamp": "2026-01-01T12:56:00Z", "transaction_amount_usd": 18.83 }, { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.911, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 8", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 503316.24, "financial_exposure_usd": 564227.31, "recoverable_pct": 0.119 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109317", "label": "benign", "label_confidence": 0.655, "severity": "low", "timestamp": "2026-01-07T11:17:00Z", "trace_id": "4959e492-27ee-67e6-5727-9a8f46309a92" }
{ "account_age_days": 962, "account_id": "ACCT-3956A5DF8023", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.847 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 951, "timestamp": "2026-01-07T11:17:00Z", "transaction_amount_usd": 6273.33 }, { "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": 0.46, "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_tr...
{ "customer_funds_at_risk_usd": 2377.02, "financial_exposure_usd": 2694.76, "recoverable_pct": 0.534 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101906", "label": "fraudulent", "label_confidence": 0.801, "severity": "critical", "timestamp": "2026-01-02T07:46:00Z", "trace_id": "60b089c6-9b37-bf2c-363c-7f07f1cbfb99" }
{ "account_age_days": 1129, "account_id": "ACCT-EB0407B77DCB", "baseline_risk_score": 0.595, "kyc_tier": "tier_2", "session_entropy": 0.185 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 84, "timestamp": "2026-01-02T01:54:00Z", "transaction_amount_usd": 1.71 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.607, "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": 534434.65, "financial_exposure_usd": 640167.94, "recoverable_pct": 0.419 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106288", "label": "fraudulent", "label_confidence": 0.93, "severity": "critical", "timestamp": "2026-01-05T08:48:00Z", "trace_id": "90716d01-daf1-908f-e52b-580355a2cbd5" }
{ "account_age_days": 1101, "account_id": "ACCT-50654D880CEC", "baseline_risk_score": 0.264, "kyc_tier": "tier_1", "session_entropy": 0.58 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 257, "timestamp": "2026-01-05T05:13:00Z", "transaction_amount_usd": 15.36 }, { "asset": "USD", "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": 0.454, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 9", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 4208517.35, "financial_exposure_usd": 4396621.74, "recoverable_pct": 0.448 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108393", "label": "benign", "label_confidence": 0.454, "severity": "high", "timestamp": "2026-01-06T19:53:00Z", "trace_id": "1c3a654b-40a2-2c72-d509-56822cdb011e" }
{ "account_age_days": 1583, "account_id": "ACCT-374B44EA6FC3", "baseline_risk_score": 0.083, "kyc_tier": "tier_3", "session_entropy": 0.917 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 755, "timestamp": "2026-01-06T19:53:00Z", "transaction_amount_usd": 8540.92 }, { "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": 0.79, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_tr...
{ "customer_funds_at_risk_usd": 6283.76, "financial_exposure_usd": 8588.31, "recoverable_pct": 0.652 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100500", "label": "fraudulent", "label_confidence": 0.931, "severity": "critical", "timestamp": "2026-01-01T08:20:00Z", "trace_id": "b5d79e8e-8f21-e8ec-4e92-f23704dbae9f" }
{ "account_age_days": 29, "account_id": "ACCT-3352EB6C3126", "baseline_risk_score": 0.322, "kyc_tier": "tier_3", "session_entropy": 0.617 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "DE", "latency_ms": 921, "timestamp": "2026-01-01T08:20:00Z", "transaction_amount_usd": 30664.22 }, { "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": 0.86, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVING...
{ "customer_funds_at_risk_usd": 141287.84, "financial_exposure_usd": 228624.18, "recoverable_pct": 0.023 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100885", "label": "fraudulent", "label_confidence": 0.902, "severity": "low", "timestamp": "2026-01-01T14:45:00Z", "trace_id": "3aa46a18-cfae-89a2-2f6f-b81a4502cff1" }
{ "account_age_days": 387, "account_id": "ACCT-EDE5DB18F72F", "baseline_risk_score": 0.31, "kyc_tier": "tier_1", "session_entropy": 0.95 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "LU", "latency_ms": 337, "timestamp": "2026-01-01T14:45:00Z", "transaction_amount_usd": 40844.67 }, { "asset": "JPY", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.637, "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": 811248.48, "financial_exposure_usd": 1108548.15, "recoverable_pct": 0.317 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105240", "label": "fraudulent", "label_confidence": 0.818, "severity": "critical", "timestamp": "2026-01-04T15:20:00Z", "trace_id": "2112df8d-f8ce-bf9f-f31f-dc39ab604729" }
{ "account_age_days": 856, "account_id": "ACCT-E6D32D0346FD", "baseline_risk_score": 0.369, "kyc_tier": "tier_2", "session_entropy": 0.599 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 555, "timestamp": "2026-01-04T15:20:00Z", "transaction_amount_usd": 1399067.83 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.509, "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": 1933447.98, "financial_exposure_usd": 3177651.16, "recoverable_pct": 0.446 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101998", "label": "fraudulent", "label_confidence": 0.824, "severity": "high", "timestamp": "2026-01-02T09:18:00Z", "trace_id": "40de858e-c547-04d0-44dd-2a17832fc469" }
{ "account_age_days": 1370, "account_id": "ACCT-46E261D7FD38", "baseline_risk_score": 0.401, "kyc_tier": "tier_2", "session_entropy": 0.78 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 769, "timestamp": "2026-01-02T09:18:00Z", "transaction_amount_usd": 23026.7 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.798, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 3", "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": 572810.6, "financial_exposure_usd": 1222721.6, "recoverable_pct": 0.098 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109971", "label": "benign", "label_confidence": 0.644, "severity": "medium", "timestamp": "2026-01-07T22:11:00Z", "trace_id": "38234c03-170b-7016-9814-ad94a64be3cf" }
{ "account_age_days": 1937, "account_id": "ACCT-80D9B54316FB", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.18 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 591, "timestamp": "2026-01-07T22:11:00Z", "transaction_amount_usd": 5982.16 }, { "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": 0.62, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_tr...
{ "customer_funds_at_risk_usd": 915.77, "financial_exposure_usd": 2053.3, "recoverable_pct": 0.789 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102718", "label": "fraudulent", "label_confidence": 0.979, "severity": "medium", "timestamp": "2026-01-02T21:18:00Z", "trace_id": "00ff35d2-5a2d-5530-8257-6aac230e3b7b" }
{ "account_age_days": 179, "account_id": "ACCT-D351F17B2C8A", "baseline_risk_score": 0.387, "kyc_tier": "tier_2", "session_entropy": 0.421 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 106, "timestamp": "2026-01-02T21:18:00Z", "transaction_amount_usd": 3566.19 }, { "asset": "SOL", "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": 0.763, "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": 683853.66, "financial_exposure_usd": 714462.06, "recoverable_pct": 0.148 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100786", "label": "fraudulent", "label_confidence": 0.925, "severity": "critical", "timestamp": "2026-01-01T13:06:00Z", "trace_id": "711345e3-36d4-7214-d8ff-a063ec4ef44a" }
{ "account_age_days": 1707, "account_id": "ACCT-A541BB078AF4", "baseline_risk_score": 0.285, "kyc_tier": "tier_2", "session_entropy": 0.723 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 1028, "timestamp": "2026-01-01T13:06:00Z", "transaction_amount_usd": 90217.57 }, { "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": 0.741, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 237003.72, "financial_exposure_usd": 289674.41, "recoverable_pct": 0.512 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107422", "label": "benign", "label_confidence": 0.687, "severity": "low", "timestamp": "2026-01-06T03:42:00Z", "trace_id": "69aa3213-e338-38cb-e534-225144b3eec9" }
{ "account_age_days": 1677, "account_id": "ACCT-4A08D88F5B98", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.582 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 849, "timestamp": "2026-01-06T03:42:00Z", "transaction_amount_usd": 14959.68 }, { "asset": "SOL", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.722, "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": 2454.76, "financial_exposure_usd": 3677.58, "recoverable_pct": 0.57 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100716", "label": "fraudulent", "label_confidence": 0.777, "severity": "high", "timestamp": "2026-01-01T11:56:00Z", "trace_id": "954d9337-d0f4-1b30-37f2-7fe634efbf2f" }
{ "account_age_days": 638, "account_id": "ACCT-BDF218F91C0C", "baseline_risk_score": 0.287, "kyc_tier": "tier_3", "session_entropy": 0.864 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 1090, "timestamp": "2026-01-01T11:56:00Z", "transaction_amount_usd": 41899.13 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE",...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.476, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 334155.19, "financial_exposure_usd": 468577.98, "recoverable_pct": 0.518 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101860", "label": "fraudulent", "label_confidence": 0.935, "severity": "high", "timestamp": "2026-01-02T07:00:00Z", "trace_id": "fa662bed-a885-d7a2-d0d6-fb0832a9d95d" }
{ "account_age_days": 1066, "account_id": "ACCT-AAA197A2B071", "baseline_risk_score": 0.58, "kyc_tier": "tier_1", "session_entropy": 0.669 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 242, "timestamp": "2026-01-02T07:00:00Z", "transaction_amount_usd": 84666.74 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.351, "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": 228900.22, "financial_exposure_usd": 260599.29, "recoverable_pct": 0.184 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108324", "label": "benign", "label_confidence": 0.575, "severity": "critical", "timestamp": "2026-01-06T18:44:00Z", "trace_id": "a3d43971-4417-bba0-d08e-86c6a5a9af87" }
{ "account_age_days": 517, "account_id": "ACCT-6274F2AEDA6E", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.918 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 383, "timestamp": "2026-01-06T13:41:00Z", "transaction_amount_usd": 1.66 }, { "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": 0.745, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 1178.16, "financial_exposure_usd": 1541.34, "recoverable_pct": 0.851 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105260", "label": "fraudulent", "label_confidence": 0.788, "severity": "low", "timestamp": "2026-01-04T15:40:00Z", "trace_id": "721c78ed-ab20-fa6a-20fd-01cf3d5e1b2d" }
{ "account_age_days": 133, "account_id": "ACCT-4F20C3947C5F", "baseline_risk_score": 0.223, "kyc_tier": "tier_1", "session_entropy": 0.183 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 371, "timestamp": "2026-01-04T04:04:00Z", "transaction_amount_usd": 22.13 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.459, "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": 3138585.57, "financial_exposure_usd": 3675336.32, "recoverable_pct": 0.708 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103976", "label": "fraudulent", "label_confidence": 0.647, "severity": "medium", "timestamp": "2026-01-03T18:16:00Z", "trace_id": "2fc68dc8-bc49-6ddb-383c-ced895f91b38" }
{ "account_age_days": 739, "account_id": "ACCT-23FF100610B9", "baseline_risk_score": 0.301, "kyc_tier": "tier_1", "session_entropy": 0.329 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 585, "timestamp": "2026-01-03T18:16:00Z", "transaction_amount_usd": 2131995.49 }, { "asset": "USDC", "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": 0.515, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 3953830.56, "financial_exposure_usd": 6595110.51, "recoverable_pct": 0.628 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109924", "label": "benign", "label_confidence": 0.639, "severity": "high", "timestamp": "2026-01-07T21:24:00Z", "trace_id": "b6b63202-dbd4-7090-b7d6-0ea046a03a27" }
{ "account_age_days": 1681, "account_id": "ACCT-30C709B70A2A", "baseline_risk_score": 0.052, "kyc_tier": "tier_2", "session_entropy": 0.702 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 772, "timestamp": "2026-01-07T21:24:00Z", "transaction_amount_usd": 10590.83 }, { "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": 0.737, "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": 756.95, "financial_exposure_usd": 1232.85, "recoverable_pct": 0.513 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }