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-107834", "label": "benign", "label_confidence": 0.707, "severity": "low", "timestamp": "2026-01-06T10:34:00Z", "trace_id": "647e037b-8e61-1d0c-2d5a-70f4b33a20b9" }
{ "account_age_days": 827, "account_id": "ACCT-100476D0E761", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.921 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 1121, "timestamp": "2026-01-06T10:34:00Z", "transaction_amount_usd": 6261.42 }, { "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": 0.675, "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": 2586.27, "financial_exposure_usd": 3943.37, "recoverable_pct": 0.778 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104214", "label": "fraudulent", "label_confidence": 0.944, "severity": "critical", "timestamp": "2026-01-03T22:14:00Z", "trace_id": "0984aef1-b126-353b-b105-22a127f733f0" }
{ "account_age_days": 761, "account_id": "ACCT-2199CD8714AB", "baseline_risk_score": 0.17, "kyc_tier": "tier_2", "session_entropy": 0.941 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 176, "timestamp": "2026-01-03T22:14:00Z", "transaction_amount_usd": 905521.18 }, { "asset": "USDT", "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": 0.521, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 2069664.06, "financial_exposure_usd": 3613427.07, "recoverable_pct": 0.948 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104533", "label": "fraudulent", "label_confidence": 0.904, "severity": "low", "timestamp": "2026-01-04T03:33:00Z", "trace_id": "f83def8e-9bfc-24a4-7d99-20065914fd26" }
{ "account_age_days": 1297, "account_id": "ACCT-534BEB5FFF08", "baseline_risk_score": 0.401, "kyc_tier": "tier_3", "session_entropy": 0.55 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 1162, "timestamp": "2026-01-04T03:33:00Z", "transaction_amount_usd": 963801.02 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.517, "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": 4356533.59, "financial_exposure_usd": 5659751.39, "recoverable_pct": 0.983 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103095", "label": "fraudulent", "label_confidence": 0.939, "severity": "critical", "timestamp": "2026-01-03T03:35:00Z", "trace_id": "3bff0848-fbee-0489-eaa9-2528245e5d86" }
{ "account_age_days": 921, "account_id": "ACCT-C11C96EFDC09", "baseline_risk_score": 0.503, "kyc_tier": "tier_3", "session_entropy": 0.149 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 342, "timestamp": "2026-01-03T03:35:00Z", "transaction_amount_usd": 117948.11 }, { "asset": "ETH", "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": 0.811, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 299552.86, "financial_exposure_usd": 358302.76, "recoverable_pct": 0.002 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102563", "label": "fraudulent", "label_confidence": 0.755, "severity": "critical", "timestamp": "2026-01-02T18:43:00Z", "trace_id": "6ef72adc-5d11-cf6c-11b1-8068754135f4" }
{ "account_age_days": 326, "account_id": "ACCT-CBC58E4D507F", "baseline_risk_score": 0.378, "kyc_tier": "tier_1", "session_entropy": 0.13 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 385, "timestamp": "2026-01-02T10:07:00Z", "transaction_amount_usd": 13.53 }, { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.868, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 8", "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": 401805.23, "financial_exposure_usd": 486916.76, "recoverable_pct": 0.487 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106142", "label": "fraudulent", "label_confidence": 0.713, "severity": "critical", "timestamp": "2026-01-05T06:22:00Z", "trace_id": "cf3053ee-6635-66f4-7472-ea82600edcb9" }
{ "account_age_days": 1874, "account_id": "ACCT-DCB497226783", "baseline_risk_score": 0.411, "kyc_tier": "tier_1", "session_entropy": 0.556 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 329, "timestamp": "2026-01-05T06:22:00Z", "transaction_amount_usd": 96509.27 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.915, "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": 2787307.03, "financial_exposure_usd": 4359520.24, "recoverable_pct": 0.944 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100818", "label": "fraudulent", "label_confidence": 0.887, "severity": "high", "timestamp": "2026-01-01T13:38:00Z", "trace_id": "37866f34-5fa7-460b-8a49-a3b67ef8d75c" }
{ "account_age_days": 1576, "account_id": "ACCT-842EA0371C85", "baseline_risk_score": 0.277, "kyc_tier": "tier_3", "session_entropy": 0.75 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "GB", "latency_ms": 528, "timestamp": "2026-01-01T13:38:00Z", "transaction_amount_usd": 15302.8 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.879, "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": 637511.98, "financial_exposure_usd": 1014765.83, "recoverable_pct": 0.347 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108371", "label": "benign", "label_confidence": 0.451, "severity": "high", "timestamp": "2026-01-06T19:31:00Z", "trace_id": "eda7a161-24e3-130e-b19a-4e0aae2f5cff" }
{ "account_age_days": 508, "account_id": "ACCT-B797F44175B3", "baseline_risk_score": 0.095, "kyc_tier": "tier_3", "session_entropy": 0.906 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 171, "timestamp": "2026-01-06T09:53:00Z", "transaction_amount_usd": 6.02 }, { "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": 0.787, "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": 1786.31, "financial_exposure_usd": 1946.23, "recoverable_pct": 0.475 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105920", "label": "fraudulent", "label_confidence": 0.656, "severity": "medium", "timestamp": "2026-01-05T02:40:00Z", "trace_id": "dace5063-7336-32a6-0a7d-917b5f3a3a2e" }
{ "account_age_days": 626, "account_id": "ACCT-F251263F33BB", "baseline_risk_score": 0.177, "kyc_tier": "tier_3", "session_entropy": 0.83 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 123, "timestamp": "2026-01-04T19:14:00Z", "transaction_amount_usd": 0.72 }, { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.766, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 4156294.59, "financial_exposure_usd": 5413859.76, "recoverable_pct": 0.853 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103592", "label": "fraudulent", "label_confidence": 0.741, "severity": "high", "timestamp": "2026-01-03T11:52:00Z", "trace_id": "99e0a69d-87d5-e749-1160-b8007e17f485" }
{ "account_age_days": 1816, "account_id": "ACCT-8507B024FCEE", "baseline_risk_score": 0.237, "kyc_tier": "tier_2", "session_entropy": 0.429 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 640, "timestamp": "2026-01-03T11:52:00Z", "transaction_amount_usd": 2404676.35 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.759, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 2578611.93, "financial_exposure_usd": 4437956.97, "recoverable_pct": 0.99 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109495", "label": "benign", "label_confidence": 0.527, "severity": "low", "timestamp": "2026-01-07T14:15:00Z", "trace_id": "c14dc2b0-8a73-80f2-fa6f-25908c976ce6" }
{ "account_age_days": 1114, "account_id": "ACCT-BD20CB36AC74", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.323 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 137, "timestamp": "2026-01-07T02:23:00Z", "transaction_amount_usd": 6.65 }, { "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": 0.737, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, 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": 736.5, "financial_exposure_usd": 1292.75, "recoverable_pct": 0.466 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106803", "label": "benign", "label_confidence": 0.613, "severity": "low", "timestamp": "2026-01-05T17:23:00Z", "trace_id": "4833de2e-fc00-731c-9245-b6d78b3ff4bc" }
{ "account_age_days": 300, "account_id": "ACCT-1AEE2287C60D", "baseline_risk_score": 0.147, "kyc_tier": "tier_3", "session_entropy": 0.336 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 329, "timestamp": "2026-01-05T17:23:00Z", "transaction_amount_usd": 13129.16 }, { "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": 0.724, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1656.71, "financial_exposure_usd": 2578.3, "recoverable_pct": 0.785 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108153", "label": "benign", "label_confidence": 0.676, "severity": "critical", "timestamp": "2026-01-06T15:53:00Z", "trace_id": "9ae2aa64-5bc4-c510-153c-5fd1705ccd25" }
{ "account_age_days": 655, "account_id": "ACCT-16DD0014C839", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.299 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 528, "timestamp": "2026-01-06T15:53:00Z", "transaction_amount_usd": 11857.14 }, { "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": 0.617, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 386.09, "financial_exposure_usd": 619.21, "recoverable_pct": 0.614 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104438", "label": "fraudulent", "label_confidence": 0.9, "severity": "medium", "timestamp": "2026-01-04T01:58:00Z", "trace_id": "65055bf0-d323-d7b3-a6a4-8692d0aad59c" }
{ "account_age_days": 1390, "account_id": "ACCT-41D385838740", "baseline_risk_score": 0.225, "kyc_tier": "tier_2", "session_entropy": 0.311 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 318, "timestamp": "2026-01-03T18:21:00Z", "transaction_amount_usd": 7.68 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.627, "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": 4116776.44, "financial_exposure_usd": 5445746.51, "recoverable_pct": 0.58 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104310", "label": "fraudulent", "label_confidence": 0.871, "severity": "medium", "timestamp": "2026-01-03T23:50:00Z", "trace_id": "b15f87d7-a5df-6649-9abc-328949e030d6" }
{ "account_age_days": 1459, "account_id": "ACCT-131C7F73828C", "baseline_risk_score": 0.107, "kyc_tier": "tier_1", "session_entropy": 0.828 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 933, "timestamp": "2026-01-03T23:50:00Z", "transaction_amount_usd": 1775585.56 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.429, "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": 4136278.26, "financial_exposure_usd": 5052430.4, "recoverable_pct": 0.452 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100282", "label": "fraudulent", "label_confidence": 0.907, "severity": "medium", "timestamp": "2026-01-01T04:42:00Z", "trace_id": "c105ab46-b8ee-0ec6-2b0a-0050235aa8e9" }
{ "account_age_days": 475, "account_id": "ACCT-B71A72C1582C", "baseline_risk_score": 0.329, "kyc_tier": "tier_2", "session_entropy": 0.774 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 145, "timestamp": "2025-12-31T19:35:00Z", "transaction_amount_usd": 15.38 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.626, "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": 378093.66, "financial_exposure_usd": 401434.67, "recoverable_pct": 0.082 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101096", "label": "fraudulent", "label_confidence": 0.82, "severity": "high", "timestamp": "2026-01-01T18:16:00Z", "trace_id": "92642b74-582a-ee02-30e9-a7f25d9c820b" }
{ "account_age_days": 26, "account_id": "ACCT-9402E6A982F5", "baseline_risk_score": 0.428, "kyc_tier": "tier_3", "session_entropy": 0.933 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 361, "timestamp": "2026-01-01T10:51:00Z", "transaction_amount_usd": 23.37 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.589, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, 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": 506119.5, "financial_exposure_usd": 721601.59, "recoverable_pct": 0.81 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106269", "label": "fraudulent", "label_confidence": 0.718, "severity": "high", "timestamp": "2026-01-05T08:29:00Z", "trace_id": "a956ef6b-0053-a43d-b379-66c303bf1fdf" }
{ "account_age_days": 1930, "account_id": "ACCT-AC38996F912A", "baseline_risk_score": 0.362, "kyc_tier": "tier_2", "session_entropy": 0.315 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 653, "timestamp": "2026-01-05T08:29:00Z", "transaction_amount_usd": 1609715.15 }, { "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": 0.935, "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": 7164938.04, "financial_exposure_usd": 7659467.53, "recoverable_pct": 0.442 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101647", "label": "fraudulent", "label_confidence": 0.81, "severity": "high", "timestamp": "2026-01-02T03:27:00Z", "trace_id": "9d542507-c957-7ad6-cc94-575b4db436e2" }
{ "account_age_days": 952, "account_id": "ACCT-ABC209BDB15E", "baseline_risk_score": 0.394, "kyc_tier": "tier_2", "session_entropy": 0.82 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 217, "timestamp": "2026-01-02T03:27:00Z", "transaction_amount_usd": 67682.29 }, { "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": 0.869, "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": 51456.28, "financial_exposure_usd": 71326.59, "recoverable_pct": 0.391 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102240", "label": "fraudulent", "label_confidence": 0.859, "severity": "medium", "timestamp": "2026-01-02T13:20:00Z", "trace_id": "9b818de2-219c-3c28-3fae-e7846510502f" }
{ "account_age_days": 1525, "account_id": "ACCT-EAC9B8AB3794", "baseline_risk_score": 0.637, "kyc_tier": "tier_1", "session_entropy": 0.336 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 1184, "timestamp": "2026-01-02T13:20:00Z", "transaction_amount_usd": 30526.03 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.699, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 531509.99, "financial_exposure_usd": 822467.8, "recoverable_pct": 0.829 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101781", "label": "fraudulent", "label_confidence": 0.785, "severity": "critical", "timestamp": "2026-01-02T05:41:00Z", "trace_id": "0292010d-9249-80fe-b0c8-ff865e58a1aa" }
{ "account_age_days": 57, "account_id": "ACCT-A116CB17A322", "baseline_risk_score": 0.431, "kyc_tier": "tier_1", "session_entropy": 0.429 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "SG", "latency_ms": 449, "timestamp": "2026-01-02T05:41:00Z", "transaction_amount_usd": 27488.29 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.37, "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 HAVING...
{ "customer_funds_at_risk_usd": 269628.64, "financial_exposure_usd": 492958.17, "recoverable_pct": 0.361 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104482", "label": "fraudulent", "label_confidence": 0.89, "severity": "high", "timestamp": "2026-01-04T02:42:00Z", "trace_id": "ebfce517-5844-a818-145a-e96706244c92" }
{ "account_age_days": 99, "account_id": "ACCT-2143048726DB", "baseline_risk_score": 0.436, "kyc_tier": "tier_1", "session_entropy": 0.587 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 347, "timestamp": "2026-01-03T19:26:00Z", "transaction_amount_usd": 24.09 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.591, "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": 3996190.37, "financial_exposure_usd": 5070538.47, "recoverable_pct": 0.496 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107743", "label": "benign", "label_confidence": 0.714, "severity": "critical", "timestamp": "2026-01-06T09:03:00Z", "trace_id": "fe163b95-d925-c4e7-3964-d65ad9d90b23" }
{ "account_age_days": 407, "account_id": "ACCT-B0901E8A5802", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.319 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 203, "timestamp": "2026-01-05T23:17:00Z", "transaction_amount_usd": 20.61 }, { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.653, "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": 1726.22, "financial_exposure_usd": 2313.52, "recoverable_pct": 0.948 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104530", "label": "fraudulent", "label_confidence": 0.601, "severity": "critical", "timestamp": "2026-01-04T03:30:00Z", "trace_id": "13aac7ef-5a92-5c3a-bce8-934165fa5a1f" }
{ "account_age_days": 1005, "account_id": "ACCT-68A0DB9D0F2A", "baseline_risk_score": 0.157, "kyc_tier": "tier_1", "session_entropy": 0.782 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 179, "timestamp": "2026-01-03T23:56:00Z", "transaction_amount_usd": 23.35 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.405, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 6986813.34, "financial_exposure_usd": 7572198.9, "recoverable_pct": 0.522 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104600", "label": "fraudulent", "label_confidence": 0.874, "severity": "medium", "timestamp": "2026-01-04T04:40:00Z", "trace_id": "a337cf65-6b09-e03e-07f6-3b631eb017f8" }
{ "account_age_days": 806, "account_id": "ACCT-84E488DB9287", "baseline_risk_score": 0.405, "kyc_tier": "tier_3", "session_entropy": 0.47 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 217, "timestamp": "2026-01-04T04:40:00Z", "transaction_amount_usd": 1035848.11 }, { "asset": "EUR", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.93, "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": 3357488.76, "financial_exposure_usd": 5076301.94, "recoverable_pct": 0.946 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109679", "label": "benign", "label_confidence": 0.65, "severity": "low", "timestamp": "2026-01-07T17:19:00Z", "trace_id": "b898214e-1e0b-2fb1-593e-9321fdafe740" }
{ "account_age_days": 1827, "account_id": "ACCT-FAF530983B64", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.915 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 385, "timestamp": "2026-01-07T17:19:00Z", "transaction_amount_usd": 13326.35 }, { "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": 0.762, "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": 5046.61, "financial_exposure_usd": 5793.88, "recoverable_pct": 0.577 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102832", "label": "fraudulent", "label_confidence": 0.971, "severity": "medium", "timestamp": "2026-01-02T23:12:00Z", "trace_id": "04053bc9-afc5-56ac-5406-3722f26303d4" }
{ "account_age_days": 1508, "account_id": "ACCT-5610816F274A", "baseline_risk_score": 0.64, "kyc_tier": "tier_2", "session_entropy": 0.657 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 695, "timestamp": "2026-01-02T23:12:00Z", "transaction_amount_usd": 105704.29 }, { "asset": "ETH", "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": 0.658, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 741873.13, "financial_exposure_usd": 995810.02, "recoverable_pct": 0.271 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105575", "label": "fraudulent", "label_confidence": 0.909, "severity": "high", "timestamp": "2026-01-04T20:55:00Z", "trace_id": "67ad56bc-35f0-208b-0232-c48c8338869c" }
{ "account_age_days": 459, "account_id": "ACCT-8D0312D9E316", "baseline_risk_score": 0.31, "kyc_tier": "tier_3", "session_entropy": 0.688 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 665, "timestamp": "2026-01-04T20:55:00Z", "transaction_amount_usd": 1760883.61 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.42, "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 pos...
{ "customer_funds_at_risk_usd": 4277272.47, "financial_exposure_usd": 4405990.2, "recoverable_pct": 0.593 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100956", "label": "fraudulent", "label_confidence": 0.858, "severity": "high", "timestamp": "2026-01-01T15:56:00Z", "trace_id": "becc0ec8-d39e-97fd-8301-7e5a2b9105db" }
{ "account_age_days": 573, "account_id": "ACCT-AFFC4C908096", "baseline_risk_score": 0.484, "kyc_tier": "tier_2", "session_entropy": 0.659 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 933, "timestamp": "2026-01-01T15:56:00Z", "transaction_amount_usd": 64144.96 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.833, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 1174231.99, "financial_exposure_usd": 1414780.97, "recoverable_pct": 0.603 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101393", "label": "fraudulent", "label_confidence": 0.771, "severity": "medium", "timestamp": "2026-01-01T23:13:00Z", "trace_id": "643a685e-490c-56f0-6695-8d4124d0b5a5" }
{ "account_age_days": 1828, "account_id": "ACCT-2823F7B17778", "baseline_risk_score": 0.278, "kyc_tier": "tier_1", "session_entropy": 0.712 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 219, "timestamp": "2026-01-01T16:38:00Z", "transaction_amount_usd": 2.28 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.835, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 643286.74, "financial_exposure_usd": 1002386.49, "recoverable_pct": 0.371 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105075", "label": "fraudulent", "label_confidence": 0.812, "severity": "medium", "timestamp": "2026-01-04T12:35:00Z", "trace_id": "f63a63aa-62da-902c-6e31-b8fd4089458e" }
{ "account_age_days": 1682, "account_id": "ACCT-C38744D32143", "baseline_risk_score": 0.31, "kyc_tier": "tier_2", "session_entropy": 0.194 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 261, "timestamp": "2026-01-04T12:35:00Z", "transaction_amount_usd": 825061.36 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.924, "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": 2151263.57, "financial_exposure_usd": 5106075.61, "recoverable_pct": 0.746 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108615", "label": "benign", "label_confidence": 0.587, "severity": "medium", "timestamp": "2026-01-06T23:35:00Z", "trace_id": "01e901db-4073-cfc1-4b8a-515e16a659a5" }
{ "account_age_days": 1174, "account_id": "ACCT-D6467AED26C0", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.887 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 213, "timestamp": "2026-01-06T23:35:00Z", "transaction_amount_usd": 719.47 }, { "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": 0.557, "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": 861.34, "financial_exposure_usd": 1969.38, "recoverable_pct": 0.996 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105524", "label": "fraudulent", "label_confidence": 0.654, "severity": "medium", "timestamp": "2026-01-04T20:04:00Z", "trace_id": "ea203106-c64c-587e-0d81-684ee7ffde15" }
{ "account_age_days": 29, "account_id": "ACCT-B4CF469F1873", "baseline_risk_score": 0.328, "kyc_tier": "tier_2", "session_entropy": 0.109 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 148, "timestamp": "2026-01-04T17:31:00Z", "transaction_amount_usd": 17.87 }, { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "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": 0.513, "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": 1256553.6, "financial_exposure_usd": 3058976.87, "recoverable_pct": 0.515 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108707", "label": "benign", "label_confidence": 0.47, "severity": "medium", "timestamp": "2026-01-07T01:07:00Z", "trace_id": "16861ed3-e7b3-f5e6-5681-b1896c7dad6d" }
{ "account_age_days": 1360, "account_id": "ACCT-FA438409995C", "baseline_risk_score": 0.084, "kyc_tier": "tier_1", "session_entropy": 0.531 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 1138, "timestamp": "2026-01-07T01:07:00Z", "transaction_amount_usd": 11072.64 }, { "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": 0.593, "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": 959.62, "financial_exposure_usd": 1584.47, "recoverable_pct": 0.581 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107293", "label": "benign", "label_confidence": 0.593, "severity": "low", "timestamp": "2026-01-06T01:33:00Z", "trace_id": "5be2be7e-3266-8cc9-6895-4e8a0051a391" }
{ "account_age_days": 377, "account_id": "ACCT-AC3D766F5BBE", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.269 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 335, "timestamp": "2026-01-05T19:01:00Z", "transaction_amount_usd": 23.87 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.634, "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": 481.07, "financial_exposure_usd": 1005.4, "recoverable_pct": 0.835 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104579", "label": "fraudulent", "label_confidence": 0.635, "severity": "low", "timestamp": "2026-01-04T04:19:00Z", "trace_id": "30856b7c-8dcc-b595-c675-2d484be2369c" }
{ "account_age_days": 1679, "account_id": "ACCT-88294A4E60FE", "baseline_risk_score": 0.149, "kyc_tier": "tier_3", "session_entropy": 0.549 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 1035, "timestamp": "2026-01-04T04:19:00Z", "transaction_amount_usd": 2410692.28 }, { "asset": "SOL", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.395, "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": 6891264.27, "financial_exposure_usd": 9570500.35, "recoverable_pct": 0.799 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103406", "label": "fraudulent", "label_confidence": 0.655, "severity": "medium", "timestamp": "2026-01-03T08:46:00Z", "trace_id": "61d2d47b-6cae-de32-e027-4343ca77d7e3" }
{ "account_age_days": 362, "account_id": "ACCT-655C02EBE0B3", "baseline_risk_score": 0.418, "kyc_tier": "tier_2", "session_entropy": 0.666 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 488, "timestamp": "2026-01-03T08:46:00Z", "transaction_amount_usd": 1929103.75 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BO...
{ "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": 0.718, "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": 7440677.71, "financial_exposure_usd": 8204664.76, "recoverable_pct": 0.846 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106556", "label": "fraudulent", "label_confidence": 0.913, "severity": "high", "timestamp": "2026-01-05T13:16:00Z", "trace_id": "292af2a3-b4ef-561e-1cc3-7aa4ebb1e24c" }
{ "account_age_days": 81, "account_id": "ACCT-461C8B2DF1A5", "baseline_risk_score": 0.209, "kyc_tier": "tier_1", "session_entropy": 0.582 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 376, "timestamp": "2026-01-05T09:04:00Z", "transaction_amount_usd": 13.56 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.923, "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": 6039298.44, "financial_exposure_usd": 8171567.76, "recoverable_pct": 0.684 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108574", "label": "benign", "label_confidence": 0.559, "severity": "high", "timestamp": "2026-01-06T22:54:00Z", "trace_id": "0faf1c12-0992-1e19-030e-cbc6d269f6da" }
{ "account_age_days": 120, "account_id": "ACCT-B9E069A5877C", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.326 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 334, "timestamp": "2026-01-06T17:56:00Z", "transaction_amount_usd": 14.83 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.57, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_tr...
{ "customer_funds_at_risk_usd": 504.71, "financial_exposure_usd": 876.99, "recoverable_pct": 0.502 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108087", "label": "benign", "label_confidence": 0.696, "severity": "critical", "timestamp": "2026-01-06T14:47:00Z", "trace_id": "1ff26f13-bc2f-88d6-3d7b-797008564313" }
{ "account_age_days": 1593, "account_id": "ACCT-44109CD1D59D", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.507 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 89, "timestamp": "2026-01-06T14:47:00Z", "transaction_amount_usd": 13133.39 }, { "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": 0.621, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, 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": 111.2, "financial_exposure_usd": 119.31, "recoverable_pct": 0.537 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105838", "label": "fraudulent", "label_confidence": 0.66, "severity": "low", "timestamp": "2026-01-05T01:18:00Z", "trace_id": "1c1a9320-c16a-3e6a-8611-832b8cf308f6" }
{ "account_age_days": 1826, "account_id": "ACCT-DC018734D340", "baseline_risk_score": 0.165, "kyc_tier": "tier_3", "session_entropy": 0.44 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 1170, "timestamp": "2026-01-05T01:18:00Z", "transaction_amount_usd": 1670860.49 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.429, "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": 4609743.27, "financial_exposure_usd": 5887717.33, "recoverable_pct": 0.969 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100610", "label": "fraudulent", "label_confidence": 0.755, "severity": "high", "timestamp": "2026-01-01T10:10:00Z", "trace_id": "3445b47c-8079-e2ec-ebdc-2c9daef7c60b" }
{ "account_age_days": 178, "account_id": "ACCT-0433D97C1D38", "baseline_risk_score": 0.269, "kyc_tier": "tier_2", "session_entropy": 0.774 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 487, "timestamp": "2026-01-01T10:10:00Z", "transaction_amount_usd": 91673.6 }, { "asset": "GBP", "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": 0.824, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 486192.74, "financial_exposure_usd": 650066.64, "recoverable_pct": 0.099 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103753", "label": "fraudulent", "label_confidence": 0.716, "severity": "high", "timestamp": "2026-01-03T14:33:00Z", "trace_id": "7b3dca28-471f-220c-fef5-373b418bfcc0" }
{ "account_age_days": 1413, "account_id": "ACCT-F16BC0246F44", "baseline_risk_score": 0.206, "kyc_tier": "tier_2", "session_entropy": 0.769 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 316, "timestamp": "2026-01-03T02:56:00Z", "transaction_amount_usd": 22.83 }, { "asset": "JPY", "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": 0.653, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 8", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 2300326.59, "financial_exposure_usd": 2925872.54, "recoverable_pct": 0.501 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106180", "label": "fraudulent", "label_confidence": 0.809, "severity": "high", "timestamp": "2026-01-05T07:00:00Z", "trace_id": "48647646-5e5a-3769-b817-3e99c896da27" }
{ "account_age_days": 1898, "account_id": "ACCT-88C55F85DDEC", "baseline_risk_score": 0.124, "kyc_tier": "tier_2", "session_entropy": 0.458 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 188, "timestamp": "2026-01-05T05:59:00Z", "transaction_amount_usd": 15.19 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.535, "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": 6757420.97, "financial_exposure_usd": 7509033.39, "recoverable_pct": 0.608 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107782", "label": "benign", "label_confidence": 0.695, "severity": "high", "timestamp": "2026-01-06T09:42:00Z", "trace_id": "0eab4843-060e-9443-b40d-e583f89fd5b7" }
{ "account_age_days": 1771, "account_id": "ACCT-07AB1202CD92", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.887 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 173, "timestamp": "2026-01-06T09:42:00Z", "transaction_amount_usd": 10464.51 }, { "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": 0.625, "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": 2994.64, "financial_exposure_usd": 3046.52, "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-101891", "label": "fraudulent", "label_confidence": 0.764, "severity": "critical", "timestamp": "2026-01-02T07:31:00Z", "trace_id": "ee3e2b23-40d5-3971-5239-d9b4c2358189" }
{ "account_age_days": 1326, "account_id": "ACCT-90FC8DA9D581", "baseline_risk_score": 0.426, "kyc_tier": "tier_1", "session_entropy": 0.467 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 234, "timestamp": "2026-01-01T23:04:00Z", "transaction_amount_usd": 5.29 }, { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.835, "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": 824141.33, "financial_exposure_usd": 913233.74, "recoverable_pct": 0.325 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100982", "label": "fraudulent", "label_confidence": 0.922, "severity": "medium", "timestamp": "2026-01-01T16:22:00Z", "trace_id": "125d65fd-d731-d6eb-f235-265571d65ce5" }
{ "account_age_days": 1064, "account_id": "ACCT-CC1C1EB757AB", "baseline_risk_score": 0.569, "kyc_tier": "tier_1", "session_entropy": 0.56 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 118, "timestamp": "2026-01-01T16:22:00Z", "transaction_amount_usd": 97014.51 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.804, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 154633.32, "financial_exposure_usd": 379107.81, "recoverable_pct": 0.282 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103321", "label": "fraudulent", "label_confidence": 0.819, "severity": "high", "timestamp": "2026-01-03T07:21:00Z", "trace_id": "9a198adb-d92b-920b-b610-d630ed800b73" }
{ "account_age_days": 1732, "account_id": "ACCT-E02A6E73D764", "baseline_risk_score": 0.47, "kyc_tier": "tier_1", "session_entropy": 0.667 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 973, "timestamp": "2026-01-03T07:21:00Z", "transaction_amount_usd": 68638.79 }, { "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": 0.499, "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": 540596.85, "financial_exposure_usd": 582386.99, "recoverable_pct": 0.083 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100405", "label": "fraudulent", "label_confidence": 0.838, "severity": "low", "timestamp": "2026-01-01T06:45:00Z", "trace_id": "a618a46b-1991-9b61-8b55-cfe6e43d482d" }
{ "account_age_days": 362, "account_id": "ACCT-BFD554FF2E65", "baseline_risk_score": 0.33, "kyc_tier": "tier_1", "session_entropy": 0.591 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 159, "timestamp": "2026-01-01T00:36:00Z", "transaction_amount_usd": 13.82 }, { "asset": "USD", "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": 0.495, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 681925.89, "financial_exposure_usd": 824902.04, "recoverable_pct": 0.368 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104340", "label": "fraudulent", "label_confidence": 0.949, "severity": "high", "timestamp": "2026-01-04T00:20:00Z", "trace_id": "58da916c-f659-fea7-9a32-819dfd723a30" }
{ "account_age_days": 367, "account_id": "ACCT-B6F54F4BD354", "baseline_risk_score": 0.275, "kyc_tier": "tier_3", "session_entropy": 0.937 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 802, "timestamp": "2026-01-04T00:20:00Z", "transaction_amount_usd": 1756859.37 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.359, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 3960374.23, "financial_exposure_usd": 5067900.5, "recoverable_pct": 0.882 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107275", "label": "benign", "label_confidence": 0.492, "severity": "low", "timestamp": "2026-01-06T01:15:00Z", "trace_id": "1de0f67d-5d50-9ef0-ddbb-653955805bdb" }
{ "account_age_days": 108, "account_id": "ACCT-E1156C2DAD7A", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.481 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 1031, "timestamp": "2026-01-06T01:15:00Z", "transaction_amount_usd": 11156.68 }, { "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": 0.489, "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": 1220.91, "financial_exposure_usd": 2213.23, "recoverable_pct": 0.792 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106392", "label": "fraudulent", "label_confidence": 0.938, "severity": "critical", "timestamp": "2026-01-05T10:32:00Z", "trace_id": "1e05e281-2286-0010-2dca-274171007116" }
{ "account_age_days": 190, "account_id": "ACCT-387F0FBB2338", "baseline_risk_score": 0.361, "kyc_tier": "tier_1", "session_entropy": 0.442 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 483, "timestamp": "2026-01-05T10:32:00Z", "transaction_amount_usd": 2577257.87 }, { "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": 0.573, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 7208577.49, "financial_exposure_usd": 7268709.35, "recoverable_pct": 0.684 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101819", "label": "fraudulent", "label_confidence": 0.892, "severity": "medium", "timestamp": "2026-01-02T06:19:00Z", "trace_id": "cc66dd79-c51f-3f11-6a1f-36bf393035a4" }
{ "account_age_days": 1834, "account_id": "ACCT-E956BE0C9501", "baseline_risk_score": 0.578, "kyc_tier": "tier_2", "session_entropy": 0.887 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "LU", "latency_ms": 580, "timestamp": "2026-01-02T06:19:00Z", "transaction_amount_usd": 34425.87 }, { "asset": "JPY", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.932, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 806256.64, "financial_exposure_usd": 1076966.55, "recoverable_pct": 0.674 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102059", "label": "fraudulent", "label_confidence": 0.848, "severity": "critical", "timestamp": "2026-01-02T10:19:00Z", "trace_id": "4517daa7-3849-8c30-690f-601f1fdaf401" }
{ "account_age_days": 727, "account_id": "ACCT-DE72C1501998", "baseline_risk_score": 0.492, "kyc_tier": "tier_2", "session_entropy": 0.784 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 435, "timestamp": "2026-01-02T10:19:00Z", "transaction_amount_usd": 119220.97 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.848, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 470864, "financial_exposure_usd": 1069494.48, "recoverable_pct": 0.245 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106805", "label": "benign", "label_confidence": 0.513, "severity": "high", "timestamp": "2026-01-05T17:25:00Z", "trace_id": "3bd2c2c7-643c-7811-0dcf-aac0abfd150e" }
{ "account_age_days": 740, "account_id": "ACCT-F80B2AE542E3", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.471 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 103, "timestamp": "2026-01-05T17:25:00Z", "transaction_amount_usd": 8691.02 }, { "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": 0.649, "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": 3973.25, "financial_exposure_usd": 4335.35, "recoverable_pct": 0.738 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108137", "label": "benign", "label_confidence": 0.737, "severity": "high", "timestamp": "2026-01-06T15:37:00Z", "trace_id": "dc7d92c6-b7ad-8260-0468-f11024c6683d" }
{ "account_age_days": 781, "account_id": "ACCT-987C8EEE94B5", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.445 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 187, "timestamp": "2026-01-06T03:36:00Z", "transaction_amount_usd": 5.3 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.456, "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": 2451.65, "financial_exposure_usd": 2758.67, "recoverable_pct": 0.893 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105145", "label": "fraudulent", "label_confidence": 0.687, "severity": "low", "timestamp": "2026-01-04T13:45:00Z", "trace_id": "8135d407-cd06-c617-7972-a7558b6f4289" }
{ "account_age_days": 331, "account_id": "ACCT-9E60FE470355", "baseline_risk_score": 0.306, "kyc_tier": "tier_1", "session_entropy": 0.255 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 375, "timestamp": "2026-01-04T13:45:00Z", "transaction_amount_usd": 1935700 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK_IM...
{ "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": 0.393, "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": 2995995.28, "financial_exposure_usd": 5046155.19, "recoverable_pct": 0.894 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100551", "label": "fraudulent", "label_confidence": 0.927, "severity": "critical", "timestamp": "2026-01-01T09:11:00Z", "trace_id": "5ea3182c-6709-672f-489f-aa3a54a91f62" }
{ "account_age_days": 647, "account_id": "ACCT-380BA8C8B491", "baseline_risk_score": 0.506, "kyc_tier": "tier_1", "session_entropy": 0.481 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 136, "timestamp": "2026-01-01T09:11:00Z", "transaction_amount_usd": 57792.39 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.692, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 928709.47, "financial_exposure_usd": 1102904.3, "recoverable_pct": 0.438 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107528", "label": "benign", "label_confidence": 0.722, "severity": "high", "timestamp": "2026-01-06T05:28:00Z", "trace_id": "54ebdf54-6e09-a977-1572-a55b265dafa2" }
{ "account_age_days": 1894, "account_id": "ACCT-3D481B1629B3", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.711 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 806, "timestamp": "2026-01-06T05:28:00Z", "transaction_amount_usd": 9333.72 }, { "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": 0.478, "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": 2514.37, "financial_exposure_usd": 4312.79, "recoverable_pct": 0.783 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104972", "label": "fraudulent", "label_confidence": 0.764, "severity": "medium", "timestamp": "2026-01-04T10:52:00Z", "trace_id": "0cec7b5d-a8e0-bbab-c011-124144e58b29" }
{ "account_age_days": 1101, "account_id": "ACCT-6111004D633A", "baseline_risk_score": 0.29, "kyc_tier": "tier_2", "session_entropy": 0.101 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 830, "timestamp": "2026-01-04T10:52:00Z", "transaction_amount_usd": 1505768.77 }, { "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": 0.893, "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": 3313228.17, "financial_exposure_usd": 7166912.16, "recoverable_pct": 0.984 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106193", "label": "fraudulent", "label_confidence": 0.855, "severity": "critical", "timestamp": "2026-01-05T07:13:00Z", "trace_id": "38a0c8f6-f74b-a0a2-19e5-42fcd1e082c0" }
{ "account_age_days": 1745, "account_id": "ACCT-C5083DE48221", "baseline_risk_score": 0.298, "kyc_tier": "tier_1", "session_entropy": 0.169 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 167, "timestamp": "2026-01-05T03:30:00Z", "transaction_amount_usd": 0.73 }, { "asset": "USDT", "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": 0.78, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND post...
{ "customer_funds_at_risk_usd": 6554842.81, "financial_exposure_usd": 9263452.82, "recoverable_pct": 0.914 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102973", "label": "fraudulent", "label_confidence": 0.836, "severity": "high", "timestamp": "2026-01-03T01:33:00Z", "trace_id": "99c56b66-3bd7-f504-6028-88cb7b1c0b47" }
{ "account_age_days": 70, "account_id": "ACCT-FBD6F0E0192F", "baseline_risk_score": 0.286, "kyc_tier": "tier_1", "session_entropy": 0.721 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 121, "timestamp": "2026-01-02T16:32:00Z", "transaction_amount_usd": 15.77 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.723, "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": 228035.62, "financial_exposure_usd": 401493.95, "recoverable_pct": 0.191 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104222", "label": "fraudulent", "label_confidence": 0.624, "severity": "high", "timestamp": "2026-01-03T22:22:00Z", "trace_id": "1d0fef10-8860-40e3-2de6-5debf84dbdec" }
{ "account_age_days": 1848, "account_id": "ACCT-69C1331CD207", "baseline_risk_score": 0.076, "kyc_tier": "tier_3", "session_entropy": 0.199 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 517, "timestamp": "2026-01-03T22:22:00Z", "transaction_amount_usd": 2367664.22 }, { "asset": "USDC", "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": 0.851, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 1046600.31, "financial_exposure_usd": 1130999.76, "recoverable_pct": 0.795 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107579", "label": "benign", "label_confidence": 0.559, "severity": "low", "timestamp": "2026-01-06T06:19:00Z", "trace_id": "ee38f3e5-4ab2-114a-765f-bca6084825fd" }
{ "account_age_days": 1136, "account_id": "ACCT-EE3D60F64B6B", "baseline_risk_score": 0.158, "kyc_tier": "tier_1", "session_entropy": 0.942 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 123, "timestamp": "2026-01-06T02:02:00Z", "transaction_amount_usd": 17.89 }, { "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": 0.472, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 2729.02, "financial_exposure_usd": 3632.69, "recoverable_pct": 0.65 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102266", "label": "fraudulent", "label_confidence": 0.925, "severity": "high", "timestamp": "2026-01-02T13:46:00Z", "trace_id": "ba753470-b6f6-4ebb-19a2-3ca1849ba889" }
{ "account_age_days": 1532, "account_id": "ACCT-A747D705296D", "baseline_risk_score": 0.402, "kyc_tier": "tier_1", "session_entropy": 0.82 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 688, "timestamp": "2026-01-02T13:46:00Z", "transaction_amount_usd": 83695.71 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.374, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 1110360.88, "financial_exposure_usd": 1422759.05, "recoverable_pct": 0.593 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108762", "label": "benign", "label_confidence": 0.519, "severity": "low", "timestamp": "2026-01-07T02:02:00Z", "trace_id": "f0a79bb1-878c-47b0-bc0d-e55dcd7db92c" }
{ "account_age_days": 219, "account_id": "ACCT-E9454B2B12C0", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.414 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 1132, "timestamp": "2026-01-07T02:02:00Z", "transaction_amount_usd": 8153.39 }, { "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": 0.693, "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": 5072.38, "financial_exposure_usd": 6222.59, "recoverable_pct": 0.627 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102472", "label": "fraudulent", "label_confidence": 0.836, "severity": "low", "timestamp": "2026-01-02T17:12:00Z", "trace_id": "58bb4df6-d335-8d25-8ab9-16bef5b2258d" }
{ "account_age_days": 1528, "account_id": "ACCT-40328BF7249A", "baseline_risk_score": 0.444, "kyc_tier": "tier_3", "session_entropy": 0.881 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 463, "timestamp": "2026-01-02T17:12:00Z", "transaction_amount_usd": 89762.4 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.932, "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": 508279.31, "financial_exposure_usd": 644296.16, "recoverable_pct": 0.688 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102693", "label": "fraudulent", "label_confidence": 0.786, "severity": "high", "timestamp": "2026-01-02T20:53:00Z", "trace_id": "7218ed35-153d-3c7e-d366-bb2022b94857" }
{ "account_age_days": 1962, "account_id": "ACCT-CAFD5B18D239", "baseline_risk_score": 0.411, "kyc_tier": "tier_1", "session_entropy": 0.11 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 905, "timestamp": "2026-01-02T20:53:00Z", "transaction_amount_usd": 65444.01 }, { "asset": "USDC", "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": 0.366, "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": 629765.21, "financial_exposure_usd": 646312.01, "recoverable_pct": 0.727 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104916", "label": "fraudulent", "label_confidence": 0.802, "severity": "low", "timestamp": "2026-01-04T09:56:00Z", "trace_id": "1492c9de-87cf-19a9-0852-b9df597e3efc" }
{ "account_age_days": 1189, "account_id": "ACCT-B1718FEA8A86", "baseline_risk_score": 0.067, "kyc_tier": "tier_1", "session_entropy": 0.462 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 138, "timestamp": "2026-01-04T06:26:00Z", "transaction_amount_usd": 3.4 }, { "asset": "BTC", "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": 0.416, "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": 3176986.2, "financial_exposure_usd": 6239975.67, "recoverable_pct": 0.726 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104057", "label": "fraudulent", "label_confidence": 0.848, "severity": "medium", "timestamp": "2026-01-03T19:37:00Z", "trace_id": "dc05343e-48d3-7920-abcd-568e6c5f8081" }
{ "account_age_days": 365, "account_id": "ACCT-20515276EBCD", "baseline_risk_score": 0.097, "kyc_tier": "tier_1", "session_entropy": 0.616 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 976, "timestamp": "2026-01-03T19:37:00Z", "transaction_amount_usd": 2025116.75 }, { "asset": "USDC", "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": 0.586, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2700935.55, "financial_exposure_usd": 2749295.29, "recoverable_pct": 0.654 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105379", "label": "fraudulent", "label_confidence": 0.821, "severity": "high", "timestamp": "2026-01-04T17:39:00Z", "trace_id": "38725475-92f6-f352-465e-df389b62d1ae" }
{ "account_age_days": 282, "account_id": "ACCT-AEDFA555E6A9", "baseline_risk_score": 0.343, "kyc_tier": "tier_2", "session_entropy": 0.441 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 313, "timestamp": "2026-01-04T05:23:00Z", "transaction_amount_usd": 16.94 }, { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.512, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 8", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 2087200.51, "financial_exposure_usd": 2313940.51, "recoverable_pct": 0.676 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100544", "label": "fraudulent", "label_confidence": 0.943, "severity": "medium", "timestamp": "2026-01-01T09:04:00Z", "trace_id": "7d31417d-2b9b-65ba-4628-639e112b6856" }
{ "account_age_days": 1679, "account_id": "ACCT-19466804E456", "baseline_risk_score": 0.469, "kyc_tier": "tier_3", "session_entropy": 0.442 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 1110, "timestamp": "2026-01-01T09:04:00Z", "transaction_amount_usd": 28447.06 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.572, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 311098.71, "financial_exposure_usd": 447669.07, "recoverable_pct": 0.669 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107393", "label": "benign", "label_confidence": 0.513, "severity": "medium", "timestamp": "2026-01-06T03:13:00Z", "trace_id": "361aab38-88a9-d998-e26a-d7398bf20b6f" }
{ "account_age_days": 1092, "account_id": "ACCT-8CB93F106DF8", "baseline_risk_score": 0.116, "kyc_tier": "tier_2", "session_entropy": 0.373 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 952, "timestamp": "2026-01-06T03:13:00Z", "transaction_amount_usd": 10938.96 }, { "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": 0.75, "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_t...
{ "customer_funds_at_risk_usd": 2820, "financial_exposure_usd": 5007.97, "recoverable_pct": 0.873 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107318", "label": "benign", "label_confidence": 0.551, "severity": "medium", "timestamp": "2026-01-06T01:58:00Z", "trace_id": "8f74dc86-8a35-84fa-8b92-516dcc7ecfac" }
{ "account_age_days": 480, "account_id": "ACCT-9C324056561A", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.518 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 1154, "timestamp": "2026-01-06T01:58:00Z", "transaction_amount_usd": 14044.09 }, { "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": 0.488, "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": 832.07, "financial_exposure_usd": 1343.53, "recoverable_pct": 0.846 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101930", "label": "fraudulent", "label_confidence": 0.85, "severity": "critical", "timestamp": "2026-01-02T08:10:00Z", "trace_id": "c1383803-895a-e15d-33a2-47f1c01a587a" }
{ "account_age_days": 1353, "account_id": "ACCT-84CD2DBD5674", "baseline_risk_score": 0.604, "kyc_tier": "tier_3", "session_entropy": 0.305 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 313, "timestamp": "2026-01-02T08:10:00Z", "transaction_amount_usd": 102979.63 }, { "asset": "SOL", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.374, "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": 580123.09, "financial_exposure_usd": 711670, "recoverable_pct": 0.309 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105173", "label": "fraudulent", "label_confidence": 0.881, "severity": "medium", "timestamp": "2026-01-04T14:13:00Z", "trace_id": "dd47d5bb-fe14-1241-09ac-f43d8fe55420" }
{ "account_age_days": 1392, "account_id": "ACCT-C7C516058C90", "baseline_risk_score": 0.06, "kyc_tier": "tier_1", "session_entropy": 0.446 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 144, "timestamp": "2026-01-04T11:57:00Z", "transaction_amount_usd": 22.93 }, { "asset": "BTC", "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": 0.871, "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": 3258100.68, "financial_exposure_usd": 4694546.74, "recoverable_pct": 0.769 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101285", "label": "fraudulent", "label_confidence": 0.828, "severity": "high", "timestamp": "2026-01-01T21:25:00Z", "trace_id": "4a9dbbbe-2407-2ab9-557d-5b80884144db" }
{ "account_age_days": 1369, "account_id": "ACCT-A2DF5745F96A", "baseline_risk_score": 0.584, "kyc_tier": "tier_3", "session_entropy": 0.918 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 313, "timestamp": "2026-01-01T12:39:00Z", "transaction_amount_usd": 24.21 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.905, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 1, 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": 106509.88, "financial_exposure_usd": 134327.64, "recoverable_pct": 0.258 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103703", "label": "fraudulent", "label_confidence": 0.736, "severity": "low", "timestamp": "2026-01-03T13:43:00Z", "trace_id": "1cd03b0d-a314-d2c7-6b53-3230f847ed46" }
{ "account_age_days": 1895, "account_id": "ACCT-EE543B16C219", "baseline_risk_score": 0.064, "kyc_tier": "tier_3", "session_entropy": 0.368 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 339, "timestamp": "2026-01-03T01:48:00Z", "transaction_amount_usd": 13.9 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED"...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.467, "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": 1739960.83, "financial_exposure_usd": 2871928.75, "recoverable_pct": 0.4 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105442", "label": "fraudulent", "label_confidence": 0.633, "severity": "high", "timestamp": "2026-01-04T18:42:00Z", "trace_id": "0913f75f-6b0a-9158-8d53-6a1bc653b3f6" }
{ "account_age_days": 198, "account_id": "ACCT-0F67511C3A8B", "baseline_risk_score": 0.435, "kyc_tier": "tier_3", "session_entropy": 0.934 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 468, "timestamp": "2026-01-04T18:42:00Z", "transaction_amount_usd": 487924.96 }, { "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": 0.571, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 2869519.88, "financial_exposure_usd": 4785055.27, "recoverable_pct": 0.706 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102134", "label": "fraudulent", "label_confidence": 0.939, "severity": "high", "timestamp": "2026-01-02T11:34:00Z", "trace_id": "0cd83433-a230-afa0-110e-11ee8d2f8d92" }
{ "account_age_days": 1937, "account_id": "ACCT-4736FCC52D5A", "baseline_risk_score": 0.304, "kyc_tier": "tier_3", "session_entropy": 0.928 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 109, "timestamp": "2026-01-02T05:14:00Z", "transaction_amount_usd": 24.88 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.906, "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": 373384.92, "financial_exposure_usd": 603150.85, "recoverable_pct": 0.619 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102074", "label": "fraudulent", "label_confidence": 0.779, "severity": "high", "timestamp": "2026-01-02T10:34:00Z", "trace_id": "e74b67b9-805b-3688-1b5c-492e06aadd27" }
{ "account_age_days": 1264, "account_id": "ACCT-A7BFA86BFF0C", "baseline_risk_score": 0.589, "kyc_tier": "tier_3", "session_entropy": 0.914 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 383, "timestamp": "2026-01-01T23:05:00Z", "transaction_amount_usd": 20.7 }, { "asset": "EUR", "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": 0.558, "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": 920361.55, "financial_exposure_usd": 1019260.51, "recoverable_pct": 0.425 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105440", "label": "fraudulent", "label_confidence": 0.725, "severity": "critical", "timestamp": "2026-01-04T18:40:00Z", "trace_id": "83c06ea0-090c-22e5-c825-69736b7c892e" }
{ "account_age_days": 237, "account_id": "ACCT-208767E9BA30", "baseline_risk_score": 0.278, "kyc_tier": "tier_3", "session_entropy": 0.771 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 587, "timestamp": "2026-01-04T18:40:00Z", "transaction_amount_usd": 388823.45 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.354, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 1802802.9, "financial_exposure_usd": 2187773.13, "recoverable_pct": 0.839 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103452", "label": "fraudulent", "label_confidence": 0.616, "severity": "critical", "timestamp": "2026-01-03T09:32:00Z", "trace_id": "3d4ba516-3bb9-0659-f0ba-910b65a8a2ee" }
{ "account_age_days": 1383, "account_id": "ACCT-F8A94091E245", "baseline_risk_score": 0.058, "kyc_tier": "tier_3", "session_entropy": 0.232 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 188, "timestamp": "2026-01-03T03:41:00Z", "transaction_amount_usd": 10.01 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTE...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.56, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AN...
{ "customer_funds_at_risk_usd": 3410520.3, "financial_exposure_usd": 5098812.51, "recoverable_pct": 0.775 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100901", "label": "fraudulent", "label_confidence": 0.87, "severity": "medium", "timestamp": "2026-01-01T15:01:00Z", "trace_id": "ec9a8fea-18f3-ddd5-8eed-ee078885d603" }
{ "account_age_days": 1716, "account_id": "ACCT-7CF2787E39B5", "baseline_risk_score": 0.514, "kyc_tier": "tier_2", "session_entropy": 0.64 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 354, "timestamp": "2026-01-01T07:49:00Z", "transaction_amount_usd": 22.12 }, { "asset": "USD", "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": 0.378, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 343017.48, "financial_exposure_usd": 432007.31, "recoverable_pct": 0.423 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105895", "label": "fraudulent", "label_confidence": 0.86, "severity": "medium", "timestamp": "2026-01-05T02:15:00Z", "trace_id": "78ce1215-779e-867b-afb0-a1bf4ef1ff99" }
{ "account_age_days": 946, "account_id": "ACCT-A211453ADC01", "baseline_risk_score": 0.18, "kyc_tier": "tier_2", "session_entropy": 0.493 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 126, "timestamp": "2026-01-05T01:20:00Z", "transaction_amount_usd": 16.68 }, { "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": 0.428, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 1222269.3, "financial_exposure_usd": 2731299.17, "recoverable_pct": 0.786 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105450", "label": "fraudulent", "label_confidence": 0.9, "severity": "critical", "timestamp": "2026-01-04T18:50:00Z", "trace_id": "e7b0aa8a-6b05-1db1-503f-32f594b00231" }
{ "account_age_days": 1874, "account_id": "ACCT-A789F90E9ED1", "baseline_risk_score": 0.167, "kyc_tier": "tier_3", "session_entropy": 0.305 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 531, "timestamp": "2026-01-04T18:50:00Z", "transaction_amount_usd": 238668.47 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.701, "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": 4980744.73, "financial_exposure_usd": 7229050.5, "recoverable_pct": 0.822 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107977", "label": "benign", "label_confidence": 0.452, "severity": "low", "timestamp": "2026-01-06T12:57:00Z", "trace_id": "d9c9756f-c18d-3a0c-ef54-43d81f26267d" }
{ "account_age_days": 1920, "account_id": "ACCT-CAC8D476C0E2", "baseline_risk_score": 0.052, "kyc_tier": "tier_1", "session_entropy": 0.862 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 911, "timestamp": "2026-01-06T12:57:00Z", "transaction_amount_usd": 1524.92 }, { "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": 0.497, "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": 764.97, "financial_exposure_usd": 1037.59, "recoverable_pct": 0.818 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104766", "label": "fraudulent", "label_confidence": 0.828, "severity": "high", "timestamp": "2026-01-04T07:26:00Z", "trace_id": "04c8017d-8869-c87f-4315-d7a24ac4877b" }
{ "account_age_days": 1053, "account_id": "ACCT-AABD202BC2DB", "baseline_risk_score": 0.156, "kyc_tier": "tier_3", "session_entropy": 0.834 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 130, "timestamp": "2026-01-04T02:55:00Z", "transaction_amount_usd": 12.11 }, { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "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": 0.841, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 3568374.56, "financial_exposure_usd": 6177899.65, "recoverable_pct": 0.896 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109217", "label": "benign", "label_confidence": 0.554, "severity": "critical", "timestamp": "2026-01-07T09:37:00Z", "trace_id": "a08886eb-81f1-6ae3-834f-b7b884f00cf5" }
{ "account_age_days": 1358, "account_id": "ACCT-C0F0F8A01CAB", "baseline_risk_score": 0.148, "kyc_tier": "tier_3", "session_entropy": 0.91 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 615, "timestamp": "2026-01-07T09:37:00Z", "transaction_amount_usd": 871.95 }, { "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": 0.482, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1046.48, "financial_exposure_usd": 1353.54, "recoverable_pct": 0.585 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102864", "label": "fraudulent", "label_confidence": 0.853, "severity": "medium", "timestamp": "2026-01-02T23:44:00Z", "trace_id": "ccfeb9d9-c84d-8387-9294-37a44164d811" }
{ "account_age_days": 905, "account_id": "ACCT-0B58A2C699E6", "baseline_risk_score": 0.496, "kyc_tier": "tier_2", "session_entropy": 0.669 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 122, "timestamp": "2026-01-02T20:40:00Z", "transaction_amount_usd": 4.87 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.91, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 8", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAV...
{ "customer_funds_at_risk_usd": 223555.59, "financial_exposure_usd": 434481.77, "recoverable_pct": 0.401 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106258", "label": "fraudulent", "label_confidence": 0.713, "severity": "critical", "timestamp": "2026-01-05T08:18:00Z", "trace_id": "f644ee9e-c11e-a20c-dadf-24377f9b022b" }
{ "account_age_days": 366, "account_id": "ACCT-DF6A6E36396D", "baseline_risk_score": 0.371, "kyc_tier": "tier_3", "session_entropy": 0.767 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 117, "timestamp": "2026-01-05T07:35:00Z", "transaction_amount_usd": 19.95 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTE...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.485, "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": 1851919.28, "financial_exposure_usd": 4415750.79, "recoverable_pct": 0.844 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106275", "label": "fraudulent", "label_confidence": 0.829, "severity": "high", "timestamp": "2026-01-05T08:35:00Z", "trace_id": "06497398-b633-7777-a609-a33b7b0b5c04" }
{ "account_age_days": 844, "account_id": "ACCT-52CC8983533E", "baseline_risk_score": 0.207, "kyc_tier": "tier_1", "session_entropy": 0.766 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 776, "timestamp": "2026-01-05T08:35:00Z", "transaction_amount_usd": 460771.73 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.703, "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": 2051268.37, "financial_exposure_usd": 2543251.57, "recoverable_pct": 0.759 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102196", "label": "fraudulent", "label_confidence": 0.923, "severity": "critical", "timestamp": "2026-01-02T12:36:00Z", "trace_id": "c0eabb63-12ba-8b26-ef88-7a2cbb9ca96e" }
{ "account_age_days": 1537, "account_id": "ACCT-1042F940DE5D", "baseline_risk_score": 0.528, "kyc_tier": "tier_1", "session_entropy": 0.294 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "SG", "latency_ms": 710, "timestamp": "2026-01-02T12:36:00Z", "transaction_amount_usd": 94901.47 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.461, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 281564.42, "financial_exposure_usd": 334042.19, "recoverable_pct": 0.067 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108595", "label": "benign", "label_confidence": 0.622, "severity": "high", "timestamp": "2026-01-06T23:15:00Z", "trace_id": "7d4422bd-9faa-b4a6-24ce-779e2e6fe9b6" }
{ "account_age_days": 1874, "account_id": "ACCT-9E87D7622411", "baseline_risk_score": 0.156, "kyc_tier": "tier_3", "session_entropy": 0.491 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 1059, "timestamp": "2026-01-06T23:15:00Z", "transaction_amount_usd": 6319.4 }, { "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": 0.517, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 1999.7, "financial_exposure_usd": 2012.24, "recoverable_pct": 0.675 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103756", "label": "fraudulent", "label_confidence": 0.612, "severity": "critical", "timestamp": "2026-01-03T14:36:00Z", "trace_id": "8278933e-e694-e8c8-16b8-10a0cee902a1" }
{ "account_age_days": 1340, "account_id": "ACCT-055BB9F02AF5", "baseline_risk_score": 0.373, "kyc_tier": "tier_2", "session_entropy": 0.475 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 252, "timestamp": "2026-01-03T14:36:00Z", "transaction_amount_usd": 699441.62 }, { "asset": "SOL", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.499, "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": 2057528.61, "financial_exposure_usd": 4966501.42, "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-103849", "label": "fraudulent", "label_confidence": 0.936, "severity": "high", "timestamp": "2026-01-03T16:09:00Z", "trace_id": "cd0b4099-a0df-dd44-7c60-abbba18ce7db" }
{ "account_age_days": 1384, "account_id": "ACCT-9C653C7E3E7E", "baseline_risk_score": 0.229, "kyc_tier": "tier_1", "session_entropy": 0.295 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 1197, "timestamp": "2026-01-03T16:09:00Z", "transaction_amount_usd": 1060690.61 }, { "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": 0.429, "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": 4605204.77, "financial_exposure_usd": 6609771.03, "recoverable_pct": 0.762 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107857", "label": "benign", "label_confidence": 0.555, "severity": "low", "timestamp": "2026-01-06T10:57:00Z", "trace_id": "71a6ecca-8bc7-3ad3-8b62-e762dee9bb24" }
{ "account_age_days": 125, "account_id": "ACCT-B33575B63F35", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.577 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 1080, "timestamp": "2026-01-06T10:57:00Z", "transaction_amount_usd": 1108.1 }, { "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": 0.464, "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": 2178.69, "financial_exposure_usd": 2958.1, "recoverable_pct": 0.654 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102320", "label": "fraudulent", "label_confidence": 0.884, "severity": "medium", "timestamp": "2026-01-02T14:40:00Z", "trace_id": "f69b95a5-8ae7-77e0-587b-80260e67c5c8" }
{ "account_age_days": 132, "account_id": "ACCT-CBF4A4FD0A54", "baseline_risk_score": 0.312, "kyc_tier": "tier_2", "session_entropy": 0.299 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "GB", "latency_ms": 749, "timestamp": "2026-01-02T14:40:00Z", "transaction_amount_usd": 94892.18 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.91, "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 HAVING...
{ "customer_funds_at_risk_usd": 580519.69, "financial_exposure_usd": 728342.94, "recoverable_pct": 0.506 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107684", "label": "benign", "label_confidence": 0.699, "severity": "critical", "timestamp": "2026-01-06T08:04:00Z", "trace_id": "8a92862a-6ca9-c2df-d0f7-0f67006c79a9" }
{ "account_age_days": 447, "account_id": "ACCT-406F34A79674", "baseline_risk_score": 0.192, "kyc_tier": "tier_2", "session_entropy": 0.124 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 423, "timestamp": "2026-01-06T08:04:00Z", "transaction_amount_usd": 12383.03 }, { "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": 0.621, "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": 1528.01, "financial_exposure_usd": 2144.24, "recoverable_pct": 0.75 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104318", "label": "fraudulent", "label_confidence": 0.692, "severity": "low", "timestamp": "2026-01-03T23:58:00Z", "trace_id": "6182d9c8-a983-64a0-5cc1-a2eeeb6b2555" }
{ "account_age_days": 213, "account_id": "ACCT-2529650B425C", "baseline_risk_score": 0.392, "kyc_tier": "tier_2", "session_entropy": 0.343 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 635, "timestamp": "2026-01-03T23:58:00Z", "transaction_amount_usd": 2742221.05 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.621, "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": 4199255.03, "financial_exposure_usd": 7114193.49, "recoverable_pct": 0.413 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }