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-103767", "label": "fraudulent", "label_confidence": 0.707, "severity": "high", "timestamp": "2026-01-03T14:47:00Z", "trace_id": "5d202453-d622-5ac3-d680-5c86ca68cd62" }
{ "account_age_days": 698, "account_id": "ACCT-76ACD0354245", "baseline_risk_score": 0.147, "kyc_tier": "tier_3", "session_entropy": 0.884 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 438, "timestamp": "2026-01-03T14:47:00Z", "transaction_amount_usd": 1524072.4 }, { "asset": "USDC", "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": 0.491, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 0, 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": 0, "financial_exposure_usd": 0, "recoverable_pct": 0.495 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109363", "label": "benign", "label_confidence": 0.638, "severity": "critical", "timestamp": "2026-01-07T12:03:00Z", "trace_id": "c02edf0f-0733-7a1b-b629-5025b6cc8674" }
{ "account_age_days": 832, "account_id": "ACCT-1C4B4008A6B8", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.379 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 370, "timestamp": "2026-01-07T02:41:00Z", "transaction_amount_usd": 10.71 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.528, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 3833.21, "financial_exposure_usd": 4820.13, "recoverable_pct": 0.957 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101163", "label": "fraudulent", "label_confidence": 0.77, "severity": "high", "timestamp": "2026-01-01T19:23:00Z", "trace_id": "50179a7d-b1ea-2e35-b137-d9fc355af95b" }
{ "account_age_days": 1900, "account_id": "ACCT-7DFD523D4318", "baseline_risk_score": 0.312, "kyc_tier": "tier_2", "session_entropy": 0.715 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 183, "timestamp": "2026-01-01T19:23:00Z", "transaction_amount_usd": 13090.08 }, { "asset": "SOL", "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": 0.71, "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 HAVIN...
{ "customer_funds_at_risk_usd": 532688.29, "financial_exposure_usd": 1057347.64, "recoverable_pct": 0.252 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107725", "label": "benign", "label_confidence": 0.567, "severity": "medium", "timestamp": "2026-01-06T08:45:00Z", "trace_id": "2bc1cbf9-0531-1e77-fc09-bbe3533cec7b" }
{ "account_age_days": 1488, "account_id": "ACCT-9C13054DAC0F", "baseline_risk_score": 0.125, "kyc_tier": "tier_2", "session_entropy": 0.831 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 270, "timestamp": "2026-01-05T20:46:00Z", "transaction_amount_usd": 17.69 }, { "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": 0.683, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 442.7, "financial_exposure_usd": 744.12, "recoverable_pct": 0.71 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106330", "label": "fraudulent", "label_confidence": 0.605, "severity": "high", "timestamp": "2026-01-05T09:30:00Z", "trace_id": "bac98cb9-661c-5e38-9ee7-34a18a644c98" }
{ "account_age_days": 949, "account_id": "ACCT-493B330168B2", "baseline_risk_score": 0.412, "kyc_tier": "tier_3", "session_entropy": 0.379 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 565, "timestamp": "2026-01-05T09:30:00Z", "transaction_amount_usd": 117510.88 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.501, "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": 4639465.52, "financial_exposure_usd": 7037317.56, "recoverable_pct": 0.976 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105710", "label": "fraudulent", "label_confidence": 0.605, "severity": "medium", "timestamp": "2026-01-04T23:10:00Z", "trace_id": "f923c68e-3358-53c3-0265-eef47b091014" }
{ "account_age_days": 784, "account_id": "ACCT-CA56B95344F3", "baseline_risk_score": 0.411, "kyc_tier": "tier_2", "session_entropy": 0.446 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 1162, "timestamp": "2026-01-04T23:10:00Z", "transaction_amount_usd": 2496371.3 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.602, "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": 6094529.8, "financial_exposure_usd": 6896806.62, "recoverable_pct": 0.686 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104755", "label": "fraudulent", "label_confidence": 0.612, "severity": "critical", "timestamp": "2026-01-04T07:15:00Z", "trace_id": "9dd0b7fe-c2b5-bce4-7f3e-1df16fc3bfe8" }
{ "account_age_days": 1947, "account_id": "ACCT-39181A0145FE", "baseline_risk_score": 0.239, "kyc_tier": "tier_2", "session_entropy": 0.629 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 471, "timestamp": "2026-01-04T07:15:00Z", "transaction_amount_usd": 1482657.08 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.887, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 1746116.7, "financial_exposure_usd": 2138629.55, "recoverable_pct": 0.5 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108427", "label": "benign", "label_confidence": 0.543, "severity": "low", "timestamp": "2026-01-06T20:27:00Z", "trace_id": "23fc9153-1e25-de2f-87d4-c629c1f8f258" }
{ "account_age_days": 184, "account_id": "ACCT-A3D3BE3AD478", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.113 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 635, "timestamp": "2026-01-06T20:27:00Z", "transaction_amount_usd": 3615.49 }, { "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": 0.665, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1415.97, "financial_exposure_usd": 2398.27, "recoverable_pct": 0.487 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103586", "label": "fraudulent", "label_confidence": 0.679, "severity": "medium", "timestamp": "2026-01-03T11:46:00Z", "trace_id": "92ba541b-ddc4-4f07-c1a0-0facc77f5c65" }
{ "account_age_days": 481, "account_id": "ACCT-B641C3E2EC57", "baseline_risk_score": 0.324, "kyc_tier": "tier_2", "session_entropy": 0.229 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 196, "timestamp": "2026-01-03T11:46:00Z", "transaction_amount_usd": 2828265.02 }, { "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": 0.742, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 605123.8, "financial_exposure_usd": 1430028.2, "recoverable_pct": 0.954 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103050", "label": "fraudulent", "label_confidence": 0.798, "severity": "low", "timestamp": "2026-01-03T02:50:00Z", "trace_id": "d95c41eb-30c6-bb0e-33cb-552ec3984008" }
{ "account_age_days": 861, "account_id": "ACCT-56A22FD6339A", "baseline_risk_score": 0.55, "kyc_tier": "tier_3", "session_entropy": 0.775 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 295, "timestamp": "2026-01-03T02:50:00Z", "transaction_amount_usd": 98298.2 }, { "asset": "BTC", "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": 0.812, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 217348.69, "financial_exposure_usd": 272645.1, "recoverable_pct": 0.066 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106854", "label": "benign", "label_confidence": 0.699, "severity": "low", "timestamp": "2026-01-05T18:14:00Z", "trace_id": "7760053e-efad-7950-aa5d-b59580a05e5f" }
{ "account_age_days": 1776, "account_id": "ACCT-C60FB4D318B4", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.444 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 198, "timestamp": "2026-01-05T16:56:00Z", "transaction_amount_usd": 5.39 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.697, "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": 700.69, "financial_exposure_usd": 1497.26, "recoverable_pct": 0.902 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106496", "label": "fraudulent", "label_confidence": 0.704, "severity": "medium", "timestamp": "2026-01-05T12:16:00Z", "trace_id": "ea369a2b-2c41-8132-b513-bf2c2647b063" }
{ "account_age_days": 597, "account_id": "ACCT-576F80A1A2B1", "baseline_risk_score": 0.278, "kyc_tier": "tier_3", "session_entropy": 0.419 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 353, "timestamp": "2026-01-05T12:16:00Z", "transaction_amount_usd": 2502443.83 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.422, "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": 6447722.39, "financial_exposure_usd": 7058709.37, "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-107368", "label": "benign", "label_confidence": 0.525, "severity": "low", "timestamp": "2026-01-06T02:48:00Z", "trace_id": "1c624c78-3c06-44f6-5176-323e466f42e6" }
{ "account_age_days": 1741, "account_id": "ACCT-24A824EB1D69", "baseline_risk_score": 0.153, "kyc_tier": "tier_3", "session_entropy": 0.412 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 577, "timestamp": "2026-01-06T02:48:00Z", "transaction_amount_usd": 6267.17 }, { "asset": "USD", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.626, "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": 3057.16, "financial_exposure_usd": 6361.39, "recoverable_pct": 0.584 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101147", "label": "fraudulent", "label_confidence": 0.752, "severity": "medium", "timestamp": "2026-01-01T19:07:00Z", "trace_id": "6aefcbd7-7ae1-102d-e338-acaa18c90b8b" }
{ "account_age_days": 1948, "account_id": "ACCT-E26A3364D177", "baseline_risk_score": 0.322, "kyc_tier": "tier_2", "session_entropy": 0.542 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 523, "timestamp": "2026-01-01T19:07:00Z", "transaction_amount_usd": 74222.06 }, { "asset": "BTC", "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": 0.884, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 0, 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": 0, "financial_exposure_usd": 0, "recoverable_pct": 0.169 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108425", "label": "benign", "label_confidence": 0.507, "severity": "medium", "timestamp": "2026-01-06T20:25:00Z", "trace_id": "b7b6155f-366d-7624-4abd-37dec2dc2868" }
{ "account_age_days": 441, "account_id": "ACCT-5E572283F449", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.364 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 319, "timestamp": "2026-01-06T08:25:00Z", "transaction_amount_usd": 24.52 }, { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.499, "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": 527.42, "financial_exposure_usd": 925.75, "recoverable_pct": 0.816 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105517", "label": "fraudulent", "label_confidence": 0.91, "severity": "low", "timestamp": "2026-01-04T19:57:00Z", "trace_id": "7a3bee88-4f72-e384-7e69-70cf1537cd5a" }
{ "account_age_days": 701, "account_id": "ACCT-787FFB9D53AA", "baseline_risk_score": 0.413, "kyc_tier": "tier_1", "session_entropy": 0.248 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 272, "timestamp": "2026-01-04T19:57:00Z", "transaction_amount_usd": 254580.28 }, { "asset": "EUR", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.942, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 3", "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": 5198868.53, "financial_exposure_usd": 6183236.21, "recoverable_pct": 0.408 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109399", "label": "benign", "label_confidence": 0.49, "severity": "high", "timestamp": "2026-01-07T12:39:00Z", "trace_id": "e0fd77e5-7fa5-debd-9c49-c9362202d4d3" }
{ "account_age_days": 741, "account_id": "ACCT-B685F06F3300", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.204 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 939, "timestamp": "2026-01-07T12:39:00Z", "transaction_amount_usd": 10927.73 }, { "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": 0.737, "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": 3616.04, "financial_exposure_usd": 3831.28, "recoverable_pct": 0.984 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100666", "label": "fraudulent", "label_confidence": 0.97, "severity": "high", "timestamp": "2026-01-01T11:06:00Z", "trace_id": "ef9c783e-84dc-a558-c36e-91d9c27b6b3e" }
{ "account_age_days": 243, "account_id": "ACCT-C97F9769B749", "baseline_risk_score": 0.445, "kyc_tier": "tier_3", "session_entropy": 0.322 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 658, "timestamp": "2026-01-01T11:06:00Z", "transaction_amount_usd": 63271.54 }, { "asset": "BTC", "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": 0.684, "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": 307573.76, "financial_exposure_usd": 699947.52, "recoverable_pct": 0.447 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106946", "label": "benign", "label_confidence": 0.492, "severity": "medium", "timestamp": "2026-01-05T19:46:00Z", "trace_id": "7631baf4-63aa-e3a0-24f6-8ae14679f457" }
{ "account_age_days": 1204, "account_id": "ACCT-A62D5D454F96", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.858 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 347, "timestamp": "2026-01-05T11:08:00Z", "transaction_amount_usd": 12.5 }, { "asset": "BTC", "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": 0.738, "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": 5036.55, "financial_exposure_usd": 5185.09, "recoverable_pct": 0.504 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108069", "label": "benign", "label_confidence": 0.566, "severity": "medium", "timestamp": "2026-01-06T14:29:00Z", "trace_id": "a397609b-09a8-f73c-c568-9209993ca31f" }
{ "account_age_days": 1088, "account_id": "ACCT-B56EF3CB3FAC", "baseline_risk_score": 0.196, "kyc_tier": "tier_1", "session_entropy": 0.771 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 546, "timestamp": "2026-01-06T14:29:00Z", "transaction_amount_usd": 1802.44 }, { "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": 0.747, "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": 961.77, "financial_exposure_usd": 989.03, "recoverable_pct": 0.864 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100536", "label": "fraudulent", "label_confidence": 0.798, "severity": "high", "timestamp": "2026-01-01T08:56:00Z", "trace_id": "34cd130a-b193-fe29-0e53-9f2282dc6f92" }
{ "account_age_days": 1154, "account_id": "ACCT-C90012713A55", "baseline_risk_score": 0.396, "kyc_tier": "tier_2", "session_entropy": 0.853 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NL", "latency_ms": 141, "timestamp": "2026-01-01T08:56:00Z", "transaction_amount_usd": 75615.46 }, { "asset": "EUR", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.742, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 366857.27, "financial_exposure_usd": 889526.45, "recoverable_pct": 0.086 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101196", "label": "fraudulent", "label_confidence": 0.827, "severity": "medium", "timestamp": "2026-01-01T19:56:00Z", "trace_id": "dd60c37c-00da-1c06-5003-232533e84c0c" }
{ "account_age_days": 384, "account_id": "ACCT-E68014050364", "baseline_risk_score": 0.296, "kyc_tier": "tier_3", "session_entropy": 0.935 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CH", "latency_ms": 551, "timestamp": "2026-01-01T19:56:00Z", "transaction_amount_usd": 64400.26 }, { "asset": "USDT", "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": 0.755, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 996883.26, "financial_exposure_usd": 1213237.59, "recoverable_pct": 0.168 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107623", "label": "benign", "label_confidence": 0.599, "severity": "medium", "timestamp": "2026-01-06T07:03:00Z", "trace_id": "769b7d01-32ba-1a6e-f958-717dda5b087f" }
{ "account_age_days": 1369, "account_id": "ACCT-C7557A90AB8E", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.397 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 196, "timestamp": "2026-01-06T03:16:00Z", "transaction_amount_usd": 16.89 }, { "asset": "SOL", "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": 0.794, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 465.49, "financial_exposure_usd": 553.15, "recoverable_pct": 0.528 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104126", "label": "fraudulent", "label_confidence": 0.943, "severity": "medium", "timestamp": "2026-01-03T20:46:00Z", "trace_id": "371ca0af-9da6-4b35-6292-833159c8ed6a" }
{ "account_age_days": 893, "account_id": "ACCT-EE4D282AAE72", "baseline_risk_score": 0.356, "kyc_tier": "tier_3", "session_entropy": 0.212 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 148, "timestamp": "2026-01-03T20:46:00Z", "transaction_amount_usd": 2414860.57 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.827, "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": 3709972.66, "financial_exposure_usd": 4985482.51, "recoverable_pct": 0.874 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108438", "label": "benign", "label_confidence": 0.702, "severity": "medium", "timestamp": "2026-01-06T20:38:00Z", "trace_id": "5319f0fc-f4bd-52aa-bfce-c45261aa1080" }
{ "account_age_days": 1952, "account_id": "ACCT-CC70FF0E9B41", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.884 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 347, "timestamp": "2026-01-06T18:23:00Z", "transaction_amount_usd": 5.87 }, { "asset": "JPY", "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": 0.577, "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": 335.38, "financial_exposure_usd": 543.19, "recoverable_pct": 0.575 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100591", "label": "fraudulent", "label_confidence": 0.973, "severity": "high", "timestamp": "2026-01-01T09:51:00Z", "trace_id": "b8235d5e-e88f-fe9b-7cb1-52c219c6efa4" }
{ "account_age_days": 1303, "account_id": "ACCT-5306C1950116", "baseline_risk_score": 0.424, "kyc_tier": "tier_1", "session_entropy": 0.299 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 792, "timestamp": "2026-01-01T09:51:00Z", "transaction_amount_usd": 16691.46 }, { "asset": "USDT", "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": 0.444, "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": 491065.21, "financial_exposure_usd": 602560.87, "recoverable_pct": 0.35 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107080", "label": "benign", "label_confidence": 0.508, "severity": "medium", "timestamp": "2026-01-05T22:00:00Z", "trace_id": "a2a4d717-28f2-a602-e7f3-bac7bc417534" }
{ "account_age_days": 1061, "account_id": "ACCT-B060873C9223", "baseline_risk_score": 0.144, "kyc_tier": "tier_2", "session_entropy": 0.434 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 897, "timestamp": "2026-01-05T22:00:00Z", "transaction_amount_usd": 6026.89 }, { "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": 0.632, "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": 1593.05, "financial_exposure_usd": 1839.17, "recoverable_pct": 0.626 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101902", "label": "fraudulent", "label_confidence": 0.753, "severity": "critical", "timestamp": "2026-01-02T07:42:00Z", "trace_id": "117656c7-92dc-a0c4-e493-585f1496787c" }
{ "account_age_days": 1147, "account_id": "ACCT-7A8B34F2834C", "baseline_risk_score": 0.329, "kyc_tier": "tier_1", "session_entropy": 0.917 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 81, "timestamp": "2026-01-02T07:42:00Z", "transaction_amount_usd": 88195.11 }, { "asset": "EUR", "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": 0.495, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 3", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 176961.08, "financial_exposure_usd": 362028.3, "recoverable_pct": 0.171 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101350", "label": "fraudulent", "label_confidence": 0.924, "severity": "medium", "timestamp": "2026-01-01T22:30:00Z", "trace_id": "0e2ab7b0-a42d-fed1-b9a5-042ce4c5a7d1" }
{ "account_age_days": 1135, "account_id": "ACCT-547B7C17017A", "baseline_risk_score": 0.392, "kyc_tier": "tier_3", "session_entropy": 0.529 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 1139, "timestamp": "2026-01-01T22:30:00Z", "transaction_amount_usd": 105701.21 }, { "asset": "BTC", "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": 0.622, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 369541, "financial_exposure_usd": 401692.17, "recoverable_pct": 0.007 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104481", "label": "fraudulent", "label_confidence": 0.681, "severity": "medium", "timestamp": "2026-01-04T02:41:00Z", "trace_id": "d1096adb-9fb2-b2ee-b490-939446919fea" }
{ "account_age_days": 875, "account_id": "ACCT-CB28703B617B", "baseline_risk_score": 0.295, "kyc_tier": "tier_2", "session_entropy": 0.619 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 560, "timestamp": "2026-01-04T02:41:00Z", "transaction_amount_usd": 2377677.14 }, { "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": 0.875, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 1348257.01, "financial_exposure_usd": 3229133.82, "recoverable_pct": 0.501 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105886", "label": "fraudulent", "label_confidence": 0.808, "severity": "low", "timestamp": "2026-01-05T02:06:00Z", "trace_id": "a55d215e-c8ee-30c4-e3fa-d5841ca0e706" }
{ "account_age_days": 1128, "account_id": "ACCT-D19CB74BB1E4", "baseline_risk_score": 0.136, "kyc_tier": "tier_3", "session_entropy": 0.901 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 431, "timestamp": "2026-01-05T02:06:00Z", "transaction_amount_usd": 2495841.88 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.417, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 1166548.07, "financial_exposure_usd": 1677412.08, "recoverable_pct": 0.605 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108203", "label": "benign", "label_confidence": 0.453, "severity": "low", "timestamp": "2026-01-06T16:43:00Z", "trace_id": "3597490f-41c7-fd2b-eb0a-a7c5880f2e3e" }
{ "account_age_days": 683, "account_id": "ACCT-476B5BDBA4B7", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.745 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 621, "timestamp": "2026-01-06T16:43:00Z", "transaction_amount_usd": 11982.04 }, { "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": 0.6, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND pri...
{ "customer_funds_at_risk_usd": 2897.17, "financial_exposure_usd": 4160.84, "recoverable_pct": 0.495 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105080", "label": "fraudulent", "label_confidence": 0.611, "severity": "medium", "timestamp": "2026-01-04T12:40:00Z", "trace_id": "d90845ff-4b86-761f-3f19-27eeab9bbb3c" }
{ "account_age_days": 956, "account_id": "ACCT-0532222FFA92", "baseline_risk_score": 0.298, "kyc_tier": "tier_3", "session_entropy": 0.795 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 547, "timestamp": "2026-01-04T12:40:00Z", "transaction_amount_usd": 2331246.16 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.376, "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": 2880580.32, "financial_exposure_usd": 4994047.47, "recoverable_pct": 0.653 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103669", "label": "fraudulent", "label_confidence": 0.776, "severity": "high", "timestamp": "2026-01-03T13:09:00Z", "trace_id": "0d4b91a9-8587-ebe1-4cdb-fcf606eaac50" }
{ "account_age_days": 1317, "account_id": "ACCT-771B4DD868BA", "baseline_risk_score": 0.291, "kyc_tier": "tier_3", "session_entropy": 0.221 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 146, "timestamp": "2026-01-03T10:50:00Z", "transaction_amount_usd": 19.57 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.808, "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": 6694767.43, "financial_exposure_usd": 7779156.57, "recoverable_pct": 0.767 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103287", "label": "fraudulent", "label_confidence": 0.967, "severity": "high", "timestamp": "2026-01-03T06:47:00Z", "trace_id": "41153a97-362a-2c84-497c-0f3d0500e032" }
{ "account_age_days": 1419, "account_id": "ACCT-4D0EC7B81E58", "baseline_risk_score": 0.472, "kyc_tier": "tier_2", "session_entropy": 0.581 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "LU", "latency_ms": 1034, "timestamp": "2026-01-03T06:47:00Z", "transaction_amount_usd": 40214.03 }, { "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": 0.684, "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": 415241.27, "financial_exposure_usd": 566110.38, "recoverable_pct": 0.314 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101244", "label": "fraudulent", "label_confidence": 0.808, "severity": "high", "timestamp": "2026-01-01T20:44:00Z", "trace_id": "662e7b01-9232-33d0-9468-1f2af3ba6acd" }
{ "account_age_days": 911, "account_id": "ACCT-3415665A37C6", "baseline_risk_score": 0.634, "kyc_tier": "tier_1", "session_entropy": 0.316 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 321, "timestamp": "2026-01-01T18:01:00Z", "transaction_amount_usd": 12.02 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.625, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, 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": 486393.21, "financial_exposure_usd": 933720.89, "recoverable_pct": 0.57 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106698", "label": "benign", "label_confidence": 0.66, "severity": "medium", "timestamp": "2026-01-05T15:38:00Z", "trace_id": "a1df2ef4-cc80-ce69-345d-2525d85347ea" }
{ "account_age_days": 739, "account_id": "ACCT-25DE1CAD1007", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.72 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 491, "timestamp": "2026-01-05T15:38:00Z", "transaction_amount_usd": 1321.4 }, { "asset": "ETH", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.455, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, 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": 2234.25, "financial_exposure_usd": 3564.46, "recoverable_pct": 0.874 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101432", "label": "fraudulent", "label_confidence": 0.764, "severity": "high", "timestamp": "2026-01-01T23:52:00Z", "trace_id": "24b4da50-aa8f-5ad0-1212-209b3a0d08af" }
{ "account_age_days": 1343, "account_id": "ACCT-1481C309B844", "baseline_risk_score": 0.634, "kyc_tier": "tier_1", "session_entropy": 0.597 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 209, "timestamp": "2026-01-01T13:13:00Z", "transaction_amount_usd": 2.33 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.942, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 351555.62, "financial_exposure_usd": 364673.35, "recoverable_pct": 0.57 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106100", "label": "fraudulent", "label_confidence": 0.868, "severity": "low", "timestamp": "2026-01-05T05:40:00Z", "trace_id": "fc5b0ba7-8c06-55e7-5c5f-7194a7e4e19a" }
{ "account_age_days": 680, "account_id": "ACCT-BE93B564433B", "baseline_risk_score": 0.205, "kyc_tier": "tier_1", "session_entropy": 0.854 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 137, "timestamp": "2026-01-05T05:40:00Z", "transaction_amount_usd": 1782529.45 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.551, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 3324247.56, "financial_exposure_usd": 7131493.74, "recoverable_pct": 0.564 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109863", "label": "benign", "label_confidence": 0.564, "severity": "low", "timestamp": "2026-01-07T20:23:00Z", "trace_id": "6298cd30-9e0e-bc7e-7f89-4069bde985a5" }
{ "account_age_days": 594, "account_id": "ACCT-8F64C51E1C33", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.277 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 270, "timestamp": "2026-01-07T20:23:00Z", "transaction_amount_usd": 417.68 }, { "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": 0.717, "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": 2365.19, "financial_exposure_usd": 5226.85, "recoverable_pct": 0.786 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109717", "label": "benign", "label_confidence": 0.513, "severity": "critical", "timestamp": "2026-01-07T17:57:00Z", "trace_id": "b7f6f94b-511d-7313-4379-185e45768a38" }
{ "account_age_days": 1243, "account_id": "ACCT-8A65E441563F", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.897 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 1095, "timestamp": "2026-01-07T17:57:00Z", "transaction_amount_usd": 6574.71 }, { "asset": "ETH", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.602, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 43.23, "financial_exposure_usd": 69.78, "recoverable_pct": 0.806 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108145", "label": "benign", "label_confidence": 0.58, "severity": "high", "timestamp": "2026-01-06T15:45:00Z", "trace_id": "708a96aa-d52a-fbe0-20c7-018364a1c125" }
{ "account_age_days": 1292, "account_id": "ACCT-290435FCE721", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.837 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 843, "timestamp": "2026-01-06T15:45:00Z", "transaction_amount_usd": 11469.8 }, { "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": 0.465, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1594.93, "financial_exposure_usd": 3742.88, "recoverable_pct": 0.492 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105146", "label": "fraudulent", "label_confidence": 0.933, "severity": "high", "timestamp": "2026-01-04T13:46:00Z", "trace_id": "64a5d3c6-b0a6-b7e1-b4eb-275d6a7ef5fe" }
{ "account_age_days": 1655, "account_id": "ACCT-AEEA56795C7A", "baseline_risk_score": 0.195, "kyc_tier": "tier_2", "session_entropy": 0.874 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 196, "timestamp": "2026-01-04T04:18:00Z", "transaction_amount_usd": 5.36 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.727, "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": 3823853.71, "financial_exposure_usd": 4820063.69, "recoverable_pct": 0.719 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105374", "label": "fraudulent", "label_confidence": 0.859, "severity": "high", "timestamp": "2026-01-04T17:34:00Z", "trace_id": "27a552df-be74-5a10-6228-ad247ed18a7e" }
{ "account_age_days": 1841, "account_id": "ACCT-717A0BA14011", "baseline_risk_score": 0.168, "kyc_tier": "tier_2", "session_entropy": 0.941 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 1124, "timestamp": "2026-01-04T17:34:00Z", "transaction_amount_usd": 1635495.08 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BO...
{ "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": 0.78, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND p...
{ "customer_funds_at_risk_usd": 1642183.2, "financial_exposure_usd": 2670512.22, "recoverable_pct": 0.539 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104982", "label": "fraudulent", "label_confidence": 0.834, "severity": "high", "timestamp": "2026-01-04T11:02:00Z", "trace_id": "91ff67f0-4e1f-ed5b-7c00-bf4a0d340a4f" }
{ "account_age_days": 782, "account_id": "ACCT-CDCB4E3246BC", "baseline_risk_score": 0.3, "kyc_tier": "tier_1", "session_entropy": 0.621 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 1016, "timestamp": "2026-01-04T11:02:00Z", "transaction_amount_usd": 240860.2 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.575, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 5197027.14, "financial_exposure_usd": 5276765.63, "recoverable_pct": 0.868 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105036", "label": "fraudulent", "label_confidence": 0.871, "severity": "medium", "timestamp": "2026-01-04T11:56:00Z", "trace_id": "c1b1f171-8291-5f84-c7c1-209bb18135cf" }
{ "account_age_days": 448, "account_id": "ACCT-C0BD7FBE0E34", "baseline_risk_score": 0.386, "kyc_tier": "tier_1", "session_entropy": 0.61 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 406, "timestamp": "2026-01-04T11:56:00Z", "transaction_amount_usd": 2956305.48 }, { "asset": "SOL", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.358, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 5631550.7, "financial_exposure_usd": 7881935.91, "recoverable_pct": 0.751 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106695", "label": "benign", "label_confidence": 0.597, "severity": "low", "timestamp": "2026-01-05T15:35:00Z", "trace_id": "cd010077-fda3-e0d1-5ca9-8375492b44c3" }
{ "account_age_days": 1440, "account_id": "ACCT-195F086DF0DC", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.648 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 249, "timestamp": "2026-01-05T15:35:00Z", "transaction_amount_usd": 10885.22 }, { "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": 0.602, "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": 2390.3, "financial_exposure_usd": 5413.51, "recoverable_pct": 0.593 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103207", "label": "fraudulent", "label_confidence": 0.877, "severity": "medium", "timestamp": "2026-01-03T05:27:00Z", "trace_id": "6469b91b-8019-3314-c7e3-dd618cb9ccf9" }
{ "account_age_days": 1307, "account_id": "ACCT-C1802C5FEB69", "baseline_risk_score": 0.373, "kyc_tier": "tier_1", "session_entropy": 0.345 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 239, "timestamp": "2026-01-03T05:27:00Z", "transaction_amount_usd": 48531.26 }, { "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": 0.76, "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 HAVIN...
{ "customer_funds_at_risk_usd": 637291.8, "financial_exposure_usd": 650005.14, "recoverable_pct": 0.503 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100088", "label": "fraudulent", "label_confidence": 0.913, "severity": "critical", "timestamp": "2026-01-01T01:28:00Z", "trace_id": "d1ccc8d3-c167-6505-43af-6c46a46b3932" }
{ "account_age_days": 1347, "account_id": "ACCT-9ACCB00DDB3F", "baseline_risk_score": 0.505, "kyc_tier": "tier_3", "session_entropy": 0.21 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 199, "timestamp": "2025-12-31T22:45:00Z", "transaction_amount_usd": 11.91 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.832, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 636529.73, "financial_exposure_usd": 678891.92, "recoverable_pct": 0.591 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105526", "label": "fraudulent", "label_confidence": 0.922, "severity": "medium", "timestamp": "2026-01-04T20:06:00Z", "trace_id": "dbf9a5ad-e6d2-7a23-55c3-dd2643d93a65" }
{ "account_age_days": 1114, "account_id": "ACCT-B33BB041F5F2", "baseline_risk_score": 0.051, "kyc_tier": "tier_2", "session_entropy": 0.938 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 983, "timestamp": "2026-01-04T20:06:00Z", "transaction_amount_usd": 2581068.03 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.788, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 2719549.27, "financial_exposure_usd": 3908879.66, "recoverable_pct": 0.499 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101082", "label": "fraudulent", "label_confidence": 0.838, "severity": "critical", "timestamp": "2026-01-01T18:02:00Z", "trace_id": "a97629e4-21b0-4c29-46f8-1c8d72cc147c" }
{ "account_age_days": 1399, "account_id": "ACCT-244764033982", "baseline_risk_score": 0.559, "kyc_tier": "tier_1", "session_entropy": 0.213 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 383, "timestamp": "2026-01-01T18:02:00Z", "transaction_amount_usd": 25697.74 }, { "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": 0.841, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 1028988.95, "financial_exposure_usd": 1376356.22, "recoverable_pct": 0.751 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101468", "label": "fraudulent", "label_confidence": 0.813, "severity": "medium", "timestamp": "2026-01-02T00:28:00Z", "trace_id": "d517f641-057d-b865-54f6-325666df52a3" }
{ "account_age_days": 1806, "account_id": "ACCT-CB04CE570060", "baseline_risk_score": 0.568, "kyc_tier": "tier_3", "session_entropy": 0.444 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 282, "timestamp": "2026-01-02T00:28:00Z", "transaction_amount_usd": 99725.12 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.583, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 692735.4, "financial_exposure_usd": 706347.95, "recoverable_pct": 0.471 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102474", "label": "fraudulent", "label_confidence": 0.873, "severity": "medium", "timestamp": "2026-01-02T17:14:00Z", "trace_id": "4bed1400-f4da-4570-d36d-648e7bd038b3" }
{ "account_age_days": 1557, "account_id": "ACCT-3EDE8975B6A5", "baseline_risk_score": 0.252, "kyc_tier": "tier_2", "session_entropy": 0.328 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 314, "timestamp": "2026-01-02T11:48:00Z", "transaction_amount_usd": 7.38 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.515, "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": 933836.5, "financial_exposure_usd": 980310.45, "recoverable_pct": 0.474 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106312", "label": "fraudulent", "label_confidence": 0.612, "severity": "low", "timestamp": "2026-01-05T09:12:00Z", "trace_id": "ec328f76-d208-96f5-1b12-1db779433a61" }
{ "account_age_days": 1607, "account_id": "ACCT-1BED819942F3", "baseline_risk_score": 0.164, "kyc_tier": "tier_1", "session_entropy": 0.163 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 499, "timestamp": "2026-01-05T09:12:00Z", "transaction_amount_usd": 1808596.99 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.869, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 3385010.35, "financial_exposure_usd": 7592671.95, "recoverable_pct": 0.45 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109827", "label": "benign", "label_confidence": 0.686, "severity": "medium", "timestamp": "2026-01-07T19:47:00Z", "trace_id": "86967f0c-a15f-f556-1d3e-0426974908d0" }
{ "account_age_days": 509, "account_id": "ACCT-BE08E9E72B50", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.302 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 915, "timestamp": "2026-01-07T19:47:00Z", "transaction_amount_usd": 3453.81 }, { "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": 0.63, "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_tr...
{ "customer_funds_at_risk_usd": 1763.93, "financial_exposure_usd": 2085.95, "recoverable_pct": 0.421 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100765", "label": "fraudulent", "label_confidence": 0.832, "severity": "medium", "timestamp": "2026-01-01T12:45:00Z", "trace_id": "1b6e82f3-2d25-c3f3-ed06-adf60c2635c6" }
{ "account_age_days": 1709, "account_id": "ACCT-E3ADF2FBDA6C", "baseline_risk_score": 0.385, "kyc_tier": "tier_1", "session_entropy": 0.34 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 1051, "timestamp": "2026-01-01T12:45:00Z", "transaction_amount_usd": 9795.65 }, { "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": 0.446, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 477559.53, "financial_exposure_usd": 721178.55, "recoverable_pct": 0.384 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103152", "label": "fraudulent", "label_confidence": 0.864, "severity": "low", "timestamp": "2026-01-03T04:32:00Z", "trace_id": "780b9e88-0a3c-364c-9182-b62c3f5c874a" }
{ "account_age_days": 817, "account_id": "ACCT-2FB7481F10D5", "baseline_risk_score": 0.336, "kyc_tier": "tier_1", "session_entropy": 0.321 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 118, "timestamp": "2026-01-03T04:32:00Z", "transaction_amount_usd": 34977.98 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.802, "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": 530895.16, "financial_exposure_usd": 811677, "recoverable_pct": 0.66 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101004", "label": "fraudulent", "label_confidence": 0.846, "severity": "high", "timestamp": "2026-01-01T16:44:00Z", "trace_id": "7482ae0a-97d6-4d7b-0a60-52a80067a623" }
{ "account_age_days": 1484, "account_id": "ACCT-4E23A74AA081", "baseline_risk_score": 0.45, "kyc_tier": "tier_1", "session_entropy": 0.706 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 361, "timestamp": "2026-01-01T16:44:00Z", "transaction_amount_usd": 102091.63 }, { "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": 0.864, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 188122.96, "financial_exposure_usd": 248173.89, "recoverable_pct": 0.171 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104163", "label": "fraudulent", "label_confidence": 0.63, "severity": "high", "timestamp": "2026-01-03T21:23:00Z", "trace_id": "3d345a23-3a55-7e50-0e05-79d25c88548e" }
{ "account_age_days": 1499, "account_id": "ACCT-4997BF33B5BE", "baseline_risk_score": 0.425, "kyc_tier": "tier_1", "session_entropy": 0.87 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 998, "timestamp": "2026-01-03T21:23:00Z", "transaction_amount_usd": 136393.14 }, { "asset": "JPY", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.493, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 1229168.36, "financial_exposure_usd": 2915750.98, "recoverable_pct": 0.854 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103461", "label": "fraudulent", "label_confidence": 0.801, "severity": "medium", "timestamp": "2026-01-03T09:41:00Z", "trace_id": "551ba470-8ed9-0000-57d6-b9142024ef09" }
{ "account_age_days": 718, "account_id": "ACCT-CD039FFAC862", "baseline_risk_score": 0.118, "kyc_tier": "tier_1", "session_entropy": 0.355 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 1157, "timestamp": "2026-01-03T09:41:00Z", "transaction_amount_usd": 1379254.41 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.776, "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": 1850110.61, "financial_exposure_usd": 3416438.6, "recoverable_pct": 0.623 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108844", "label": "benign", "label_confidence": 0.739, "severity": "medium", "timestamp": "2026-01-07T03:24:00Z", "trace_id": "823eee91-ee72-c2d0-9f4d-b2776b8364ce" }
{ "account_age_days": 1859, "account_id": "ACCT-EE9E0389138A", "baseline_risk_score": 0.071, "kyc_tier": "tier_3", "session_entropy": 0.905 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 1074, "timestamp": "2026-01-07T03:24:00Z", "transaction_amount_usd": 2455.45 }, { "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": 0.64, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_tr...
{ "customer_funds_at_risk_usd": 3933.42, "financial_exposure_usd": 7252.19, "recoverable_pct": 0.515 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106989", "label": "benign", "label_confidence": 0.665, "severity": "medium", "timestamp": "2026-01-05T20:29:00Z", "trace_id": "98dab838-b8c2-692f-a8ff-2a1a10e9a1be" }
{ "account_age_days": 492, "account_id": "ACCT-5FCD33DF293E", "baseline_risk_score": 0.181, "kyc_tier": "tier_3", "session_entropy": 0.275 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 183, "timestamp": "2026-01-05T15:25:00Z", "transaction_amount_usd": 16.7 }, { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.689, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 467.02, "financial_exposure_usd": 957.16, "recoverable_pct": 0.603 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104391", "label": "fraudulent", "label_confidence": 0.776, "severity": "medium", "timestamp": "2026-01-04T01:11:00Z", "trace_id": "dc367e7c-cf00-c32e-be88-a70b54e25c5f" }
{ "account_age_days": 143, "account_id": "ACCT-5F7E6CED3B8A", "baseline_risk_score": 0.089, "kyc_tier": "tier_3", "session_entropy": 0.781 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 924, "timestamp": "2026-01-04T01:11:00Z", "transaction_amount_usd": 2788911.5 }, { "asset": "USDT", "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": 0.53, "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 post...
{ "customer_funds_at_risk_usd": 2720024.47, "financial_exposure_usd": 5923801.16, "recoverable_pct": 0.875 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105717", "label": "fraudulent", "label_confidence": 0.604, "severity": "medium", "timestamp": "2026-01-04T23:17:00Z", "trace_id": "f5a86cf7-e35c-1653-f862-b7695362e8cd" }
{ "account_age_days": 304, "account_id": "ACCT-13C921668885", "baseline_risk_score": 0.269, "kyc_tier": "tier_3", "session_entropy": 0.66 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 108, "timestamp": "2026-01-04T23:17:00Z", "transaction_amount_usd": 861111.94 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.945, "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": 1135884.74, "financial_exposure_usd": 1983437.56, "recoverable_pct": 0.994 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104743", "label": "fraudulent", "label_confidence": 0.788, "severity": "high", "timestamp": "2026-01-04T07:03:00Z", "trace_id": "e47015b1-62a6-98f1-887e-4555a781d031" }
{ "account_age_days": 1414, "account_id": "ACCT-73F9E5AFC395", "baseline_risk_score": 0.27, "kyc_tier": "tier_3", "session_entropy": 0.421 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 522, "timestamp": "2026-01-04T07:03:00Z", "transaction_amount_usd": 72673.66 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK_I...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.884, "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": 4839626.28, "financial_exposure_usd": 4889456.36, "recoverable_pct": 0.912 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106959", "label": "benign", "label_confidence": 0.743, "severity": "medium", "timestamp": "2026-01-05T19:59:00Z", "trace_id": "8572331c-93f3-a338-3e77-9a50106bdb6e" }
{ "account_age_days": 153, "account_id": "ACCT-381E0D952509", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.427 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 296, "timestamp": "2026-01-05T12:45:00Z", "transaction_amount_usd": 6.22 }, { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.591, "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": 5238.49, "financial_exposure_usd": 5735.86, "recoverable_pct": 0.781 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109932", "label": "benign", "label_confidence": 0.7, "severity": "medium", "timestamp": "2026-01-07T21:32:00Z", "trace_id": "1fa7bbeb-0fd4-d441-32a0-c94c9bb10a56" }
{ "account_age_days": 1488, "account_id": "ACCT-737577DC7F76", "baseline_risk_score": 0.104, "kyc_tier": "tier_2", "session_entropy": 0.539 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 347, "timestamp": "2026-01-07T16:44:00Z", "transaction_amount_usd": 3.8 }, { "asset": "USDC", "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": 0.733, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 2680.44, "financial_exposure_usd": 3061.8, "recoverable_pct": 0.534 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107522", "label": "benign", "label_confidence": 0.505, "severity": "high", "timestamp": "2026-01-06T05:22:00Z", "trace_id": "b1b28a9e-5b23-c936-908d-00fb50ed796e" }
{ "account_age_days": 355, "account_id": "ACCT-6AFE5D307056", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.193 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 140, "timestamp": "2026-01-06T05:22:00Z", "transaction_amount_usd": 8629.94 }, { "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": 0.744, "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": 1722.47, "financial_exposure_usd": 3503.9, "recoverable_pct": 0.424 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105492", "label": "fraudulent", "label_confidence": 0.78, "severity": "medium", "timestamp": "2026-01-04T19:32:00Z", "trace_id": "aebaa0e2-327c-fe30-1ac8-59009211350b" }
{ "account_age_days": 728, "account_id": "ACCT-9D6D6D627549", "baseline_risk_score": 0.231, "kyc_tier": "tier_1", "session_entropy": 0.13 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 131, "timestamp": "2026-01-04T09:47:00Z", "transaction_amount_usd": 4.67 }, { "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": 0.67, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AN...
{ "customer_funds_at_risk_usd": 4851658.96, "financial_exposure_usd": 5200833.14, "recoverable_pct": 0.564 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100930", "label": "fraudulent", "label_confidence": 0.942, "severity": "critical", "timestamp": "2026-01-01T15:30:00Z", "trace_id": "1a7a4b25-d0ce-67c7-a226-ccb626f8b1ef" }
{ "account_age_days": 1264, "account_id": "ACCT-12C22F83ACC4", "baseline_risk_score": 0.599, "kyc_tier": "tier_1", "session_entropy": 0.43 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 204, "timestamp": "2026-01-01T07:19:00Z", "transaction_amount_usd": 6.84 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.361, "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": 695982.75, "financial_exposure_usd": 892982.48, "recoverable_pct": 0.768 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100429", "label": "fraudulent", "label_confidence": 0.944, "severity": "medium", "timestamp": "2026-01-01T07:09:00Z", "trace_id": "cecc736e-e847-d6b7-0c0d-c1864de3dd66" }
{ "account_age_days": 1303, "account_id": "ACCT-B74A4D14CC8D", "baseline_risk_score": 0.632, "kyc_tier": "tier_3", "session_entropy": 0.487 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 378, "timestamp": "2026-01-01T04:41:00Z", "transaction_amount_usd": 8.26 }, { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.856, "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": 678971.77, "financial_exposure_usd": 793022.2, "recoverable_pct": 0.038 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102723", "label": "fraudulent", "label_confidence": 0.955, "severity": "high", "timestamp": "2026-01-02T21:23:00Z", "trace_id": "256755f8-8ea2-db9f-d378-7ba3e9d242a3" }
{ "account_age_days": 670, "account_id": "ACCT-94D87D2978E7", "baseline_risk_score": 0.644, "kyc_tier": "tier_2", "session_entropy": 0.862 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 786, "timestamp": "2026-01-02T21:23:00Z", "transaction_amount_usd": 23890.37 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.718, "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": 845850.66, "financial_exposure_usd": 1331025.55, "recoverable_pct": 0.219 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109948", "label": "benign", "label_confidence": 0.542, "severity": "high", "timestamp": "2026-01-07T21:48:00Z", "trace_id": "553b053b-7d33-809d-adb6-dc93996ececb" }
{ "account_age_days": 78, "account_id": "ACCT-10B9FF36A292", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.798 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 515, "timestamp": "2026-01-07T21:48:00Z", "transaction_amount_usd": 7652.44 }, { "asset": "ETH", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.577, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1292.17, "financial_exposure_usd": 1558.55, "recoverable_pct": 0.653 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102297", "label": "fraudulent", "label_confidence": 0.923, "severity": "high", "timestamp": "2026-01-02T14:17:00Z", "trace_id": "52d85533-52aa-343b-f734-41a2c8250b37" }
{ "account_age_days": 718, "account_id": "ACCT-67CD6526DBFC", "baseline_risk_score": 0.472, "kyc_tier": "tier_3", "session_entropy": 0.213 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 940, "timestamp": "2026-01-02T14:17:00Z", "transaction_amount_usd": 102802.09 }, { "asset": "JPY", "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": 0.394, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 852645.03, "financial_exposure_usd": 861864.83, "recoverable_pct": 0.788 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101752", "label": "fraudulent", "label_confidence": 0.894, "severity": "high", "timestamp": "2026-01-02T05:12:00Z", "trace_id": "d018a053-7a60-5c2d-10e7-5af75eef7405" }
{ "account_age_days": 1312, "account_id": "ACCT-56A995F10D46", "baseline_risk_score": 0.596, "kyc_tier": "tier_1", "session_entropy": 0.903 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "DE", "latency_ms": 182, "timestamp": "2026-01-02T05:12:00Z", "transaction_amount_usd": 35663.56 }, { "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": 0.792, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 1, 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": 221129.84, "financial_exposure_usd": 229684.69, "recoverable_pct": 0.314 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108022", "label": "benign", "label_confidence": 0.501, "severity": "medium", "timestamp": "2026-01-06T13:42:00Z", "trace_id": "75f71f78-dbc5-5f9f-e146-798ee254f664" }
{ "account_age_days": 277, "account_id": "ACCT-E5863D5B5C0B", "baseline_risk_score": 0.127, "kyc_tier": "tier_3", "session_entropy": 0.946 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 200, "timestamp": "2026-01-06T07:18:00Z", "transaction_amount_usd": 1.13 }, { "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": 0.711, "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": 2934.36, "financial_exposure_usd": 3017.79, "recoverable_pct": 0.422 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109645", "label": "benign", "label_confidence": 0.567, "severity": "medium", "timestamp": "2026-01-07T16:45:00Z", "trace_id": "70ce739c-af8f-1ed7-3730-98af9403be4d" }
{ "account_age_days": 1891, "account_id": "ACCT-2E751BD576AE", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.575 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 169, "timestamp": "2026-01-07T16:45:00Z", "transaction_amount_usd": 5617.64 }, { "asset": "BTC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.462, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 863.79, "financial_exposure_usd": 981.72, "recoverable_pct": 0.613 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106408", "label": "fraudulent", "label_confidence": 0.835, "severity": "high", "timestamp": "2026-01-05T10:48:00Z", "trace_id": "262cfca9-7a5f-0c94-d709-aba36532eba4" }
{ "account_age_days": 808, "account_id": "ACCT-E831618A82B7", "baseline_risk_score": 0.056, "kyc_tier": "tier_2", "session_entropy": 0.265 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 311, "timestamp": "2026-01-05T00:40:00Z", "transaction_amount_usd": 22.35 }, { "asset": "ETH", "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": 0.681, "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": 3751610.25, "financial_exposure_usd": 5587926.17, "recoverable_pct": 0.874 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100587", "label": "fraudulent", "label_confidence": 0.829, "severity": "critical", "timestamp": "2026-01-01T09:47:00Z", "trace_id": "5b9f15c8-fa63-4f76-c34b-a4589fc63a31" }
{ "account_age_days": 1741, "account_id": "ACCT-66C676F2E5A2", "baseline_risk_score": 0.35, "kyc_tier": "tier_3", "session_entropy": 0.56 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 1180, "timestamp": "2026-01-01T09:47:00Z", "transaction_amount_usd": 16710.09 }, { "asset": "EUR", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.408, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 216555.96, "financial_exposure_usd": 304436.7, "recoverable_pct": 0.634 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103959", "label": "fraudulent", "label_confidence": 0.785, "severity": "high", "timestamp": "2026-01-03T17:59:00Z", "trace_id": "50d6006c-6066-1430-a733-4c7ee73699c0" }
{ "account_age_days": 389, "account_id": "ACCT-1A9AD22FC83D", "baseline_risk_score": 0.076, "kyc_tier": "tier_3", "session_entropy": 0.772 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 122, "timestamp": "2026-01-03T13:07:00Z", "transaction_amount_usd": 0.03 }, { "asset": "ETH", "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": 0.758, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 743942.94, "financial_exposure_usd": 1428203.91, "recoverable_pct": 0.898 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107438", "label": "benign", "label_confidence": 0.527, "severity": "low", "timestamp": "2026-01-06T03:58:00Z", "trace_id": "de4a6f22-7eb0-bf4b-af69-f592cf0481e6" }
{ "account_age_days": 1412, "account_id": "ACCT-308646114261", "baseline_risk_score": 0.156, "kyc_tier": "tier_3", "session_entropy": 0.578 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 268, "timestamp": "2026-01-06T03:58:00Z", "transaction_amount_usd": 9329.15 }, { "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": 0.452, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 4728.16, "financial_exposure_usd": 11259.01, "recoverable_pct": 0.443 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105591", "label": "fraudulent", "label_confidence": 0.611, "severity": "critical", "timestamp": "2026-01-04T21:11:00Z", "trace_id": "2a66d2bf-43b6-0bf8-ac7e-06625b842218" }
{ "account_age_days": 711, "account_id": "ACCT-E39675E916F1", "baseline_risk_score": 0.346, "kyc_tier": "tier_3", "session_entropy": 0.496 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 312, "timestamp": "2026-01-04T19:35:00Z", "transaction_amount_usd": 17.43 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.465, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 5162890.81, "financial_exposure_usd": 6734942.21, "recoverable_pct": 0.568 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106833", "label": "benign", "label_confidence": 0.461, "severity": "high", "timestamp": "2026-01-05T17:53:00Z", "trace_id": "c8edf524-0b40-3d04-11cb-7b6c44e8aa88" }
{ "account_age_days": 557, "account_id": "ACCT-C34D532F72EB", "baseline_risk_score": 0.084, "kyc_tier": "tier_1", "session_entropy": 0.626 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 986, "timestamp": "2026-01-05T17:53:00Z", "transaction_amount_usd": 11399.61 }, { "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": 0.639, "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": 1361.19, "financial_exposure_usd": 2212.01, "recoverable_pct": 0.918 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100838", "label": "fraudulent", "label_confidence": 0.936, "severity": "high", "timestamp": "2026-01-01T13:58:00Z", "trace_id": "644cc88b-c5ba-85a4-b1b1-4337c7839efe" }
{ "account_age_days": 699, "account_id": "ACCT-DC003B463F50", "baseline_risk_score": 0.381, "kyc_tier": "tier_2", "session_entropy": 0.275 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 109, "timestamp": "2026-01-01T05:34:00Z", "transaction_amount_usd": 4.1 }, { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "ge...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.395, "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": 668613.44, "financial_exposure_usd": 788832.71, "recoverable_pct": 0.074 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107096", "label": "benign", "label_confidence": 0.561, "severity": "low", "timestamp": "2026-01-05T22:16:00Z", "trace_id": "35ef9a0b-cb49-6178-59dd-cd8ff092c5df" }
{ "account_age_days": 376, "account_id": "ACCT-816FD88D5BBD", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.675 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 952, "timestamp": "2026-01-05T22:16:00Z", "transaction_amount_usd": 3052.59 }, { "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": 0.457, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1087.69, "financial_exposure_usd": 1394.45, "recoverable_pct": 0.528 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108569", "label": "benign", "label_confidence": 0.628, "severity": "low", "timestamp": "2026-01-06T22:49:00Z", "trace_id": "62bc9b71-9d36-a6c2-d7dc-acd0eaab071c" }
{ "account_age_days": 1939, "account_id": "ACCT-6EEF4243B739", "baseline_risk_score": 0.194, "kyc_tier": "tier_1", "session_entropy": 0.571 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 655, "timestamp": "2026-01-06T22:49:00Z", "transaction_amount_usd": 3817.37 }, { "asset": "GBP", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.728, "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": 3535.06, "financial_exposure_usd": 5871.92, "recoverable_pct": 0.826 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103913", "label": "fraudulent", "label_confidence": 0.678, "severity": "low", "timestamp": "2026-01-03T17:13:00Z", "trace_id": "5162dd0a-42a5-ec9b-f708-75882d730320" }
{ "account_age_days": 1282, "account_id": "ACCT-4A591A2A01AC", "baseline_risk_score": 0.366, "kyc_tier": "tier_2", "session_entropy": 0.452 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 1164, "timestamp": "2026-01-03T17:13:00Z", "transaction_amount_usd": 1406959.68 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BO...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.772, "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": 4266122.15, "financial_exposure_usd": 5470419.12, "recoverable_pct": 0.919 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104546", "label": "fraudulent", "label_confidence": 0.78, "severity": "medium", "timestamp": "2026-01-04T03:46:00Z", "trace_id": "d5fbb47c-225f-8be6-d1c5-773322e78adf" }
{ "account_age_days": 929, "account_id": "ACCT-0785D68385C1", "baseline_risk_score": 0.34, "kyc_tier": "tier_1", "session_entropy": 0.923 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 141, "timestamp": "2026-01-04T03:46:00Z", "transaction_amount_usd": 2279546.51 }, { "asset": "USDT", "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": 0.694, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 3957291.03, "financial_exposure_usd": 5704152.28, "recoverable_pct": 0.668 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105613", "label": "fraudulent", "label_confidence": 0.919, "severity": "high", "timestamp": "2026-01-04T21:33:00Z", "trace_id": "ce6825a0-2b27-9485-4ecc-0d622be11934" }
{ "account_age_days": 1893, "account_id": "ACCT-540FC775D39A", "baseline_risk_score": 0.373, "kyc_tier": "tier_2", "session_entropy": 0.366 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 259, "timestamp": "2026-01-04T13:59:00Z", "transaction_amount_usd": 7.45 }, { "asset": "USDC", "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": 0.814, "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": 1832448.26, "financial_exposure_usd": 1915716.19, "recoverable_pct": 0.672 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103253", "label": "fraudulent", "label_confidence": 0.869, "severity": "medium", "timestamp": "2026-01-03T06:13:00Z", "trace_id": "075f4ea4-03de-4240-ebfd-b3a0229f9463" }
{ "account_age_days": 522, "account_id": "ACCT-C807B63F19A3", "baseline_risk_score": 0.304, "kyc_tier": "tier_1", "session_entropy": 0.542 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 575, "timestamp": "2026-01-03T06:13:00Z", "transaction_amount_usd": 8713.15 }, { "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": 0.365, "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": 832197.26, "financial_exposure_usd": 1030149.11, "recoverable_pct": 0.328 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101332", "label": "fraudulent", "label_confidence": 0.829, "severity": "medium", "timestamp": "2026-01-01T22:12:00Z", "trace_id": "87f65b7d-a2ab-85a5-f469-865ce9f67923" }
{ "account_age_days": 1024, "account_id": "ACCT-A4FF94ED8765", "baseline_risk_score": 0.347, "kyc_tier": "tier_2", "session_entropy": 0.645 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 869, "timestamp": "2026-01-01T22:12:00Z", "transaction_amount_usd": 73034.94 }, { "asset": "SOL", "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 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": 553628.46, "financial_exposure_usd": 624512.05, "recoverable_pct": 0.687 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107949", "label": "benign", "label_confidence": 0.732, "severity": "low", "timestamp": "2026-01-06T12:29:00Z", "trace_id": "2e4882db-c477-178a-879f-1eee22bbba64" }
{ "account_age_days": 1479, "account_id": "ACCT-9D6142CF3EA1", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.374 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 319, "timestamp": "2026-01-06T00:13:00Z", "transaction_amount_usd": 8.71 }, { "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": 0.776, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 2084.61, "financial_exposure_usd": 3860.56, "recoverable_pct": 0.702 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108526", "label": "benign", "label_confidence": 0.548, "severity": "high", "timestamp": "2026-01-06T22:06:00Z", "trace_id": "e066337f-99d4-4d57-f2b4-b2350e5b9fb4" }
{ "account_age_days": 1957, "account_id": "ACCT-88FFC4DFCBA6", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.36 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 1038, "timestamp": "2026-01-06T22:06:00Z", "transaction_amount_usd": 8690.71 }, { "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": 0.629, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 684.15, "financial_exposure_usd": 1017.55, "recoverable_pct": 0.988 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108904", "label": "benign", "label_confidence": 0.463, "severity": "low", "timestamp": "2026-01-07T04:24:00Z", "trace_id": "cc62aa54-6854-e8cb-0471-850faaae9bb0" }
{ "account_age_days": 826, "account_id": "ACCT-AF7F60663296", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.846 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 136, "timestamp": "2026-01-07T04:24:00Z", "transaction_amount_usd": 1905.51 }, { "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": 0.484, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 1473.16, "financial_exposure_usd": 1992.75, "recoverable_pct": 0.641 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107811", "label": "benign", "label_confidence": 0.478, "severity": "medium", "timestamp": "2026-01-06T10:11:00Z", "trace_id": "c6b6e815-79be-69c7-e836-b537612720c2" }
{ "account_age_days": 143, "account_id": "ACCT-C93FE1097013", "baseline_risk_score": 0.135, "kyc_tier": "tier_2", "session_entropy": 0.203 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 838, "timestamp": "2026-01-06T10:11:00Z", "transaction_amount_usd": 14748.73 }, { "asset": "USDC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.633, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 469.3, "financial_exposure_usd": 776.58, "recoverable_pct": 0.634 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109365", "label": "benign", "label_confidence": 0.459, "severity": "low", "timestamp": "2026-01-07T12:05:00Z", "trace_id": "86703c29-9184-6499-b3bc-ca3e48ea7c3c" }
{ "account_age_days": 31, "account_id": "ACCT-A436A5B156A7", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.318 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 179, "timestamp": "2026-01-07T12:05:00Z", "transaction_amount_usd": 12853.47 }, { "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": 0.658, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 3378.06, "financial_exposure_usd": 6275.05, "recoverable_pct": 0.894 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102703", "label": "fraudulent", "label_confidence": 0.918, "severity": "critical", "timestamp": "2026-01-02T21:03:00Z", "trace_id": "dcd57b73-c711-d671-85b4-fc71e3961fe3" }
{ "account_age_days": 1929, "account_id": "ACCT-50B3593B988B", "baseline_risk_score": 0.634, "kyc_tier": "tier_2", "session_entropy": 0.245 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 978, "timestamp": "2026-01-02T21:03:00Z", "transaction_amount_usd": 15688.58 }, { "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": 0.433, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 299920.4, "financial_exposure_usd": 491355.59, "recoverable_pct": 0.028 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103836", "label": "fraudulent", "label_confidence": 0.649, "severity": "medium", "timestamp": "2026-01-03T15:56:00Z", "trace_id": "a4965931-9b87-1aa9-940c-201f308ef847" }
{ "account_age_days": 873, "account_id": "ACCT-1E14EE76245F", "baseline_risk_score": 0.104, "kyc_tier": "tier_2", "session_entropy": 0.854 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 1188, "timestamp": "2026-01-03T15:56:00Z", "transaction_amount_usd": 1074729.38 }, { "asset": "GBP", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.47, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 4287735.48, "financial_exposure_usd": 5291642.52, "recoverable_pct": 0.722 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103249", "label": "fraudulent", "label_confidence": 0.768, "severity": "medium", "timestamp": "2026-01-03T06:09:00Z", "trace_id": "e20be18d-2081-a385-5f4e-79dd66feace4" }
{ "account_age_days": 1899, "account_id": "ACCT-A90E9FF99109", "baseline_risk_score": 0.319, "kyc_tier": "tier_2", "session_entropy": 0.566 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 652, "timestamp": "2026-01-03T06:09:00Z", "transaction_amount_usd": 92133.66 }, { "asset": "USDT", "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": 0.616, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 408049.79, "financial_exposure_usd": 688050.42, "recoverable_pct": 0.356 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108743", "label": "benign", "label_confidence": 0.597, "severity": "high", "timestamp": "2026-01-07T01:43:00Z", "trace_id": "a374c28e-b67f-258d-2fb6-c33220fc593d" }
{ "account_age_days": 1686, "account_id": "ACCT-4C376AFDFE06", "baseline_risk_score": 0.114, "kyc_tier": "tier_2", "session_entropy": 0.627 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 732, "timestamp": "2026-01-07T01:43:00Z", "transaction_amount_usd": 1254.52 }, { "asset": "ETH", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.77, "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_tr...
{ "customer_funds_at_risk_usd": 2853.58, "financial_exposure_usd": 4839.57, "recoverable_pct": 0.657 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }