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-103737", "label": "fraudulent", "label_confidence": 0.7, "severity": "low", "timestamp": "2026-01-03T14:17:00Z", "trace_id": "8297b6d9-5f7c-56ab-ac80-c6411a56659e" }
{ "account_age_days": 1376, "account_id": "ACCT-7FDBF2D8177D", "baseline_risk_score": 0.338, "kyc_tier": "tier_3", "session_entropy": 0.291 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 1107, "timestamp": "2026-01-03T14:17:00Z", "transaction_amount_usd": 2652025.48 }, { "asset": "EUR", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.812, "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": 3187300.42, "financial_exposure_usd": 4522253.05, "recoverable_pct": 0.65 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100999", "label": "fraudulent", "label_confidence": 0.862, "severity": "critical", "timestamp": "2026-01-01T16:39:00Z", "trace_id": "57b919a4-fbbc-198b-210f-214cb9f8d477" }
{ "account_age_days": 94, "account_id": "ACCT-923F3C9CC9F1", "baseline_risk_score": 0.353, "kyc_tier": "tier_2", "session_entropy": 0.742 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 226, "timestamp": "2026-01-01T16:39:00Z", "transaction_amount_usd": 82689.45 }, { "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": 0.887, "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": 1131758.22, "financial_exposure_usd": 1283025.28, "recoverable_pct": 0.033 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101840", "label": "fraudulent", "label_confidence": 0.812, "severity": "high", "timestamp": "2026-01-02T06:40:00Z", "trace_id": "5aa45ce4-b7ed-9a19-a80c-c4db9841d8fd" }
{ "account_age_days": 410, "account_id": "ACCT-B04C80DD6187", "baseline_risk_score": 0.275, "kyc_tier": "tier_3", "session_entropy": 0.563 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 515, "timestamp": "2026-01-02T06:40:00Z", "transaction_amount_usd": 23747.64 }, { "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": 0.779, "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": 826185.38, "financial_exposure_usd": 833692.39, "recoverable_pct": 0.279 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101843", "label": "fraudulent", "label_confidence": 0.943, "severity": "high", "timestamp": "2026-01-02T06:43:00Z", "trace_id": "2c408179-90d6-bc70-1a2b-7c904702f4f0" }
{ "account_age_days": 1242, "account_id": "ACCT-F9AACAE28EDC", "baseline_risk_score": 0.319, "kyc_tier": "tier_3", "session_entropy": 0.532 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 97, "timestamp": "2026-01-02T02:03:00Z", "transaction_amount_usd": 6.05 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.832, "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": 713709.99, "financial_exposure_usd": 1022250.16, "recoverable_pct": 0.301 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104424", "label": "fraudulent", "label_confidence": 0.612, "severity": "medium", "timestamp": "2026-01-04T01:44:00Z", "trace_id": "3f578d95-2c3d-359c-11d2-2fb13740f095" }
{ "account_age_days": 1975, "account_id": "ACCT-90B95BAB0DED", "baseline_risk_score": 0.315, "kyc_tier": "tier_1", "session_entropy": 0.493 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 214, "timestamp": "2026-01-03T12:54:00Z", "transaction_amount_usd": 2.57 }, { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.887, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 4521914.75, "financial_exposure_usd": 4575265.28, "recoverable_pct": 0.79 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109142", "label": "benign", "label_confidence": 0.709, "severity": "low", "timestamp": "2026-01-07T08:22:00Z", "trace_id": "cc7e239d-c044-0116-5cbb-da0459ff7f39" }
{ "account_age_days": 77, "account_id": "ACCT-DB04F64021CB", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.182 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 324, "timestamp": "2026-01-07T08:22:00Z", "transaction_amount_usd": 11026.43 }, { "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": 0.799, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 3", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 2005.81, "financial_exposure_usd": 2248.74, "recoverable_pct": 0.963 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101635", "label": "fraudulent", "label_confidence": 0.955, "severity": "critical", "timestamp": "2026-01-02T03:15:00Z", "trace_id": "20f762b6-1bb5-510b-3ab4-4ff9b8bc90d4" }
{ "account_age_days": 470, "account_id": "ACCT-C63E73594ADF", "baseline_risk_score": 0.449, "kyc_tier": "tier_2", "session_entropy": 0.89 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "DE", "latency_ms": 1031, "timestamp": "2026-01-02T03:15:00Z", "transaction_amount_usd": 75493.07 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.577, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 381319.71, "financial_exposure_usd": 449871.09, "recoverable_pct": 0.387 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109786", "label": "benign", "label_confidence": 0.587, "severity": "high", "timestamp": "2026-01-07T19:06:00Z", "trace_id": "bd0176ad-38d5-835f-a874-aca896b89b70" }
{ "account_age_days": 611, "account_id": "ACCT-C9D9F4A8C465", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.586 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 89, "timestamp": "2026-01-07T16:22:00Z", "transaction_amount_usd": 19.88 }, { "asset": "EUR", "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": 0.643, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 1973.01, "financial_exposure_usd": 2901.48, "recoverable_pct": 0.844 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101897", "label": "fraudulent", "label_confidence": 0.816, "severity": "critical", "timestamp": "2026-01-02T07:37:00Z", "trace_id": "ae6aaee8-8440-ab74-cd35-3c516e601387" }
{ "account_age_days": 815, "account_id": "ACCT-0A47F05CA8FB", "baseline_risk_score": 0.633, "kyc_tier": "tier_3", "session_entropy": 0.334 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 918, "timestamp": "2026-01-02T07:37:00Z", "transaction_amount_usd": 53422.55 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.356, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 588709.5, "financial_exposure_usd": 975079.27, "recoverable_pct": 0.094 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103834", "label": "fraudulent", "label_confidence": 0.826, "severity": "medium", "timestamp": "2026-01-03T15:54:00Z", "trace_id": "cbfbca4d-1899-69ab-a9cd-358ae514230d" }
{ "account_age_days": 227, "account_id": "ACCT-1B3931E45726", "baseline_risk_score": 0.112, "kyc_tier": "tier_2", "session_entropy": 0.187 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 1150, "timestamp": "2026-01-03T15:54:00Z", "transaction_amount_usd": 1185880.17 }, { "asset": "JPY", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.593, "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": 4613957.33, "financial_exposure_usd": 5607524.56, "recoverable_pct": 0.909 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109678", "label": "benign", "label_confidence": 0.569, "severity": "high", "timestamp": "2026-01-07T17:18:00Z", "trace_id": "22bb6b2d-eac9-851c-302a-61815e9bd0f2" }
{ "account_age_days": 1054, "account_id": "ACCT-53C6C6AF580B", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.843 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 584, "timestamp": "2026-01-07T17:18:00Z", "transaction_amount_usd": 13842.38 }, { "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": 0.575, "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": 3505.94, "financial_exposure_usd": 3526.12, "recoverable_pct": 0.412 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107083", "label": "benign", "label_confidence": 0.716, "severity": "medium", "timestamp": "2026-01-05T22:03:00Z", "trace_id": "42a110b2-0ca0-973b-e6f3-11d68b79831f" }
{ "account_age_days": 1918, "account_id": "ACCT-E3DBEA650669", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.795 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 981, "timestamp": "2026-01-05T22:03:00Z", "transaction_amount_usd": 5150.67 }, { "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": 0.722, "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": 882.78, "financial_exposure_usd": 2155.51, "recoverable_pct": 0.639 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106487", "label": "fraudulent", "label_confidence": 0.837, "severity": "critical", "timestamp": "2026-01-05T12:07:00Z", "trace_id": "b61bc458-4895-ec52-edfb-a39acc1fd1af" }
{ "account_age_days": 1426, "account_id": "ACCT-565DB7AD18EF", "baseline_risk_score": 0.357, "kyc_tier": "tier_3", "session_entropy": 0.132 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 1007, "timestamp": "2026-01-05T12:07:00Z", "transaction_amount_usd": 2646111.4 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BO...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.885, "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": 1015561.82, "financial_exposure_usd": 2189765.19, "recoverable_pct": 0.997 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102313", "label": "fraudulent", "label_confidence": 0.818, "severity": "low", "timestamp": "2026-01-02T14:33:00Z", "trace_id": "7972fcb1-e2c7-66ac-d4c8-e623a166563a" }
{ "account_age_days": 603, "account_id": "ACCT-AF3213A96C20", "baseline_risk_score": 0.361, "kyc_tier": "tier_2", "session_entropy": 0.168 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 326, "timestamp": "2026-01-02T11:25:00Z", "transaction_amount_usd": 4.62 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.351, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 205639.29, "financial_exposure_usd": 390666.94, "recoverable_pct": 0.067 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103974", "label": "fraudulent", "label_confidence": 0.684, "severity": "medium", "timestamp": "2026-01-03T18:14:00Z", "trace_id": "3f99f5a7-8af4-b5da-33cd-1fed8084f1d1" }
{ "account_age_days": 1625, "account_id": "ACCT-4B27CA38A69B", "baseline_risk_score": 0.242, "kyc_tier": "tier_2", "session_entropy": 0.334 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 147, "timestamp": "2026-01-03T18:14:00Z", "transaction_amount_usd": 951716.05 }, { "asset": "SOL", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.534, "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": 3298069.06, "financial_exposure_usd": 4549017.1, "recoverable_pct": 0.703 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100353", "label": "fraudulent", "label_confidence": 0.885, "severity": "medium", "timestamp": "2026-01-01T05:53:00Z", "trace_id": "3513ee53-00e2-08d1-7165-2926cd7acc6f" }
{ "account_age_days": 1434, "account_id": "ACCT-37B3EF4DECE1", "baseline_risk_score": 0.444, "kyc_tier": "tier_3", "session_entropy": 0.934 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "BR", "latency_ms": 427, "timestamp": "2026-01-01T05:53:00Z", "transaction_amount_usd": 28945.8 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.799, "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": 946031.53, "financial_exposure_usd": 1045029.09, "recoverable_pct": 0.508 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104939", "label": "fraudulent", "label_confidence": 0.844, "severity": "medium", "timestamp": "2026-01-04T10:19:00Z", "trace_id": "b87465dc-f5b7-2c1c-7101-5915f385a3fa" }
{ "account_age_days": 832, "account_id": "ACCT-D07A2048ADAA", "baseline_risk_score": 0.062, "kyc_tier": "tier_2", "session_entropy": 0.352 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 924, "timestamp": "2026-01-04T10:19:00Z", "transaction_amount_usd": 1828964.72 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.377, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 1939117.32, "financial_exposure_usd": 4671013.87, "recoverable_pct": 0.738 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102603", "label": "fraudulent", "label_confidence": 0.96, "severity": "medium", "timestamp": "2026-01-02T19:23:00Z", "trace_id": "f460d1d4-2830-4942-3b58-de21e43a5736" }
{ "account_age_days": 808, "account_id": "ACCT-26B46C2A9DEC", "baseline_risk_score": 0.29, "kyc_tier": "tier_2", "session_entropy": 0.191 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 553, "timestamp": "2026-01-02T19:23:00Z", "transaction_amount_usd": 113538.71 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.418, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 693834.62, "financial_exposure_usd": 804910.81, "recoverable_pct": 0.473 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108811", "label": "benign", "label_confidence": 0.482, "severity": "low", "timestamp": "2026-01-07T02:51:00Z", "trace_id": "14e94d3f-ba5e-5e5a-8a3e-3363fea129d7" }
{ "account_age_days": 244, "account_id": "ACCT-FE1638E613D5", "baseline_risk_score": 0.127, "kyc_tier": "tier_3", "session_entropy": 0.41 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 1172, "timestamp": "2026-01-07T02:51:00Z", "transaction_amount_usd": 11989.94 }, { "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": 0.574, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 3", "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": 1709.66, "financial_exposure_usd": 1954.65, "recoverable_pct": 0.409 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100656", "label": "fraudulent", "label_confidence": 0.891, "severity": "high", "timestamp": "2026-01-01T10:56:00Z", "trace_id": "dbffb2a9-1842-b7ee-bfdb-4ed86c4b1f95" }
{ "account_age_days": 715, "account_id": "ACCT-13A353CF16BE", "baseline_risk_score": 0.456, "kyc_tier": "tier_1", "session_entropy": 0.735 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 121, "timestamp": "2026-01-01T10:56:00Z", "transaction_amount_usd": 75838.51 }, { "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": 0.806, "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": 464728.59, "financial_exposure_usd": 642391.12, "recoverable_pct": 0.114 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103227", "label": "fraudulent", "label_confidence": 0.823, "severity": "high", "timestamp": "2026-01-03T05:47:00Z", "trace_id": "18049512-1d01-8060-94f4-f49b743c6408" }
{ "account_age_days": 1788, "account_id": "ACCT-3B024FB180AD", "baseline_risk_score": 0.578, "kyc_tier": "tier_2", "session_entropy": 0.533 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 193, "timestamp": "2026-01-03T03:49:00Z", "transaction_amount_usd": 12.09 }, { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.759, "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": 329647.44, "financial_exposure_usd": 804662.47, "recoverable_pct": 0.203 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101534", "label": "fraudulent", "label_confidence": 0.935, "severity": "low", "timestamp": "2026-01-02T01:34:00Z", "trace_id": "c55f673b-f068-5f14-4470-0eb4f18637f8" }
{ "account_age_days": 985, "account_id": "ACCT-70D1A9CAABEC", "baseline_risk_score": 0.304, "kyc_tier": "tier_3", "session_entropy": 0.475 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "US", "latency_ms": 139, "timestamp": "2026-01-02T01:34:00Z", "transaction_amount_usd": 117811.23 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.547, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 372523.94, "financial_exposure_usd": 883709.05, "recoverable_pct": 0.245 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105707", "label": "fraudulent", "label_confidence": 0.657, "severity": "critical", "timestamp": "2026-01-04T23:07:00Z", "trace_id": "d02689ab-8f74-e19d-5148-22400592b9e0" }
{ "account_age_days": 1493, "account_id": "ACCT-0A7C86ACEF4A", "baseline_risk_score": 0.21, "kyc_tier": "tier_1", "session_entropy": 0.597 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 802, "timestamp": "2026-01-04T23:07:00Z", "transaction_amount_usd": 1567847.55 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.796, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 1607989.26, "financial_exposure_usd": 4015546.58, "recoverable_pct": 0.92 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100729", "label": "fraudulent", "label_confidence": 0.811, "severity": "critical", "timestamp": "2026-01-01T12:09:00Z", "trace_id": "e6aab28f-066a-3f4b-65de-0d3ac942d852" }
{ "account_age_days": 732, "account_id": "ACCT-B373CA69E22B", "baseline_risk_score": 0.448, "kyc_tier": "tier_1", "session_entropy": 0.381 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 107, "timestamp": "2026-01-01T12:09:00Z", "transaction_amount_usd": 106837.49 }, { "asset": "JPY", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.692, "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": 532231.93, "financial_exposure_usd": 1069189.57, "recoverable_pct": 0.24 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107044", "label": "benign", "label_confidence": 0.666, "severity": "critical", "timestamp": "2026-01-05T21:24:00Z", "trace_id": "502b4315-449c-521e-2cd0-1aca7ea9ac1b" }
{ "account_age_days": 342, "account_id": "ACCT-10AF7449AF47", "baseline_risk_score": 0.143, "kyc_tier": "tier_3", "session_entropy": 0.856 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 1089, "timestamp": "2026-01-05T21:24:00Z", "transaction_amount_usd": 621.88 }, { "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": 0.668, "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": 2251.63, "financial_exposure_usd": 2392.27, "recoverable_pct": 0.447 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106587", "label": "fraudulent", "label_confidence": 0.763, "severity": "medium", "timestamp": "2026-01-05T13:47:00Z", "trace_id": "3c804b46-83ea-c52f-446b-93cd24c12e25" }
{ "account_age_days": 1196, "account_id": "ACCT-C45462DF1577", "baseline_risk_score": 0.353, "kyc_tier": "tier_3", "session_entropy": 0.861 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 344, "timestamp": "2026-01-05T03:19:00Z", "transaction_amount_usd": 21.83 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.824, "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": 5162480.26, "financial_exposure_usd": 7683269.91, "recoverable_pct": 0.821 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100688", "label": "fraudulent", "label_confidence": 0.829, "severity": "critical", "timestamp": "2026-01-01T11:28:00Z", "trace_id": "58a008b6-b4f4-bf33-5e20-fb19b580d71a" }
{ "account_age_days": 775, "account_id": "ACCT-51C30102AB58", "baseline_risk_score": 0.551, "kyc_tier": "tier_3", "session_entropy": 0.677 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 786, "timestamp": "2026-01-01T11:28:00Z", "transaction_amount_usd": 106629.5 }, { "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": 0.352, "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": 622117.49, "financial_exposure_usd": 656712.88, "recoverable_pct": 0.38 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108415", "label": "benign", "label_confidence": 0.517, "severity": "medium", "timestamp": "2026-01-06T20:15:00Z", "trace_id": "4bcf06ae-e738-2653-feb2-a28ef5fd940e" }
{ "account_age_days": 1789, "account_id": "ACCT-94DAD7319A71", "baseline_risk_score": 0.116, "kyc_tier": "tier_1", "session_entropy": 0.232 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 166, "timestamp": "2026-01-06T20:15:00Z", "transaction_amount_usd": 14840.14 }, { "asset": "BTC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.799, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 625.18, "financial_exposure_usd": 1219.12, "recoverable_pct": 0.838 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102780", "label": "fraudulent", "label_confidence": 0.968, "severity": "critical", "timestamp": "2026-01-02T22:20:00Z", "trace_id": "ce9d2105-162d-486f-834c-a7102f3ea60f" }
{ "account_age_days": 1627, "account_id": "ACCT-018CA7E2DEBE", "baseline_risk_score": 0.443, "kyc_tier": "tier_1", "session_entropy": 0.256 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 108, "timestamp": "2026-01-02T19:15:00Z", "transaction_amount_usd": 12.63 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.878, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 591785.92, "financial_exposure_usd": 689875.83, "recoverable_pct": 0.723 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101815", "label": "fraudulent", "label_confidence": 0.793, "severity": "medium", "timestamp": "2026-01-02T06:15:00Z", "trace_id": "2231892e-4043-620c-6ac2-866fe78a824c" }
{ "account_age_days": 1170, "account_id": "ACCT-A3BF18AE6602", "baseline_risk_score": 0.574, "kyc_tier": "tier_2", "session_entropy": 0.497 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 356, "timestamp": "2026-01-02T06:15:00Z", "transaction_amount_usd": 70482.36 }, { "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": 0.386, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 653886.72, "financial_exposure_usd": 1067182.02, "recoverable_pct": 0.292 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103574", "label": "fraudulent", "label_confidence": 0.941, "severity": "medium", "timestamp": "2026-01-03T11:34:00Z", "trace_id": "463aa689-4953-47df-efff-2ba7e9d70b76" }
{ "account_age_days": 430, "account_id": "ACCT-F0508E2F9B34", "baseline_risk_score": 0.196, "kyc_tier": "tier_1", "session_entropy": 0.31 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 273, "timestamp": "2026-01-03T11:34:00Z", "transaction_amount_usd": 2966879.99 }, { "asset": "JPY", "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": 0.552, "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": 3836073.02, "financial_exposure_usd": 4020056.16, "recoverable_pct": 0.771 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107796", "label": "benign", "label_confidence": 0.477, "severity": "medium", "timestamp": "2026-01-06T09:56:00Z", "trace_id": "664e5b60-f0f8-6ce2-4369-bb6cfd154ff3" }
{ "account_age_days": 115, "account_id": "ACCT-2CFC17CAADF6", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.807 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 120, "timestamp": "2026-01-06T02:19:00Z", "transaction_amount_usd": 23.39 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.737, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 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": 1639.47, "financial_exposure_usd": 1834.47, "recoverable_pct": 0.613 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107767", "label": "benign", "label_confidence": 0.521, "severity": "low", "timestamp": "2026-01-06T09:27:00Z", "trace_id": "8f0cb9bf-5b39-87a7-b146-e0c1931d4077" }
{ "account_age_days": 1310, "account_id": "ACCT-206DC77C6111", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.859 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 375, "timestamp": "2026-01-06T02:40:00Z", "transaction_amount_usd": 17.6 }, { "asset": "GBP", "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": 0.507, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 8", "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": 196.36, "financial_exposure_usd": 239.41, "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-104324", "label": "fraudulent", "label_confidence": 0.719, "severity": "high", "timestamp": "2026-01-04T00:04:00Z", "trace_id": "a653570e-8a03-1ecb-e8f5-537c91d59225" }
{ "account_age_days": 706, "account_id": "ACCT-D721B049CC0B", "baseline_risk_score": 0.432, "kyc_tier": "tier_3", "session_entropy": 0.171 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 369, "timestamp": "2026-01-03T22:13:00Z", "transaction_amount_usd": 21.45 }, { "asset": "SOL", "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": 0.354, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 2438173.6, "financial_exposure_usd": 3017464.17, "recoverable_pct": 0.416 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109667", "label": "benign", "label_confidence": 0.597, "severity": "low", "timestamp": "2026-01-07T17:07:00Z", "trace_id": "512177a3-395c-5414-f00e-e5a4b01aad3c" }
{ "account_age_days": 1559, "account_id": "ACCT-67F4CDFB9636", "baseline_risk_score": 0.095, "kyc_tier": "tier_2", "session_entropy": 0.642 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 293, "timestamp": "2026-01-07T17:07:00Z", "transaction_amount_usd": 13165.34 }, { "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": 0.557, "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": 1862.19, "financial_exposure_usd": 3386.14, "recoverable_pct": 0.793 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102042", "label": "fraudulent", "label_confidence": 0.973, "severity": "high", "timestamp": "2026-01-02T10:02:00Z", "trace_id": "278ec9c4-92a0-eaf4-e0ef-37566a2dc7e7" }
{ "account_age_days": 1909, "account_id": "ACCT-29B0CD9F988B", "baseline_risk_score": 0.262, "kyc_tier": "tier_1", "session_entropy": 0.148 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 1098, "timestamp": "2026-01-02T10:02:00Z", "transaction_amount_usd": 114742.23 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE",...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.505, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 353085.91, "financial_exposure_usd": 436025.13, "recoverable_pct": 0.838 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103945", "label": "fraudulent", "label_confidence": 0.754, "severity": "low", "timestamp": "2026-01-03T17:45:00Z", "trace_id": "db312fa0-b589-9258-be5f-06743632f8df" }
{ "account_age_days": 1888, "account_id": "ACCT-AAC6F35E77CB", "baseline_risk_score": 0.228, "kyc_tier": "tier_3", "session_entropy": 0.498 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 294, "timestamp": "2026-01-03T08:57:00Z", "transaction_amount_usd": 9.23 }, { "asset": "USD", "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": 0.661, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 4876074.11, "financial_exposure_usd": 8804541.34, "recoverable_pct": 0.96 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102079", "label": "fraudulent", "label_confidence": 0.978, "severity": "high", "timestamp": "2026-01-02T10:39:00Z", "trace_id": "ebe2712d-7d8e-32c2-af92-5ea875b6abc8" }
{ "account_age_days": 939, "account_id": "ACCT-55A109CEC5D5", "baseline_risk_score": 0.445, "kyc_tier": "tier_2", "session_entropy": 0.409 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 325, "timestamp": "2026-01-02T10:39:00Z", "transaction_amount_usd": 1756.61 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.549, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 288175.11, "financial_exposure_usd": 482515.92, "recoverable_pct": 0.697 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103904", "label": "fraudulent", "label_confidence": 0.947, "severity": "critical", "timestamp": "2026-01-03T17:04:00Z", "trace_id": "7d46f308-1240-3109-2354-0c49db265125" }
{ "account_age_days": 1923, "account_id": "ACCT-B2D9626A02B2", "baseline_risk_score": 0.321, "kyc_tier": "tier_1", "session_entropy": 0.351 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 1119, "timestamp": "2026-01-03T17:04:00Z", "transaction_amount_usd": 2670693.97 }, { "asset": "USDT", "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": 0.815, "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": 4829238.68, "financial_exposure_usd": 5963694.61, "recoverable_pct": 0.964 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103431", "label": "fraudulent", "label_confidence": 0.855, "severity": "critical", "timestamp": "2026-01-03T09:11:00Z", "trace_id": "0ceaa97b-9830-dcd9-1388-ee7de5e55e65" }
{ "account_age_days": 1235, "account_id": "ACCT-FDE3006CF961", "baseline_risk_score": 0.111, "kyc_tier": "tier_1", "session_entropy": 0.537 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 445, "timestamp": "2026-01-03T09:11:00Z", "transaction_amount_usd": 1437035.14 }, { "asset": "BTC", "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": 0.891, "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": 2576118.04, "financial_exposure_usd": 3226299.39, "recoverable_pct": 0.698 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106873", "label": "benign", "label_confidence": 0.547, "severity": "low", "timestamp": "2026-01-05T18:33:00Z", "trace_id": "ff87b00f-45cb-2551-4153-385eee3ee337" }
{ "account_age_days": 1227, "account_id": "ACCT-F336BD7B0925", "baseline_risk_score": 0.083, "kyc_tier": "tier_2", "session_entropy": 0.607 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 160, "timestamp": "2026-01-05T09:35:00Z", "transaction_amount_usd": 9.49 }, { "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": 0.506, "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": 2277.73, "financial_exposure_usd": 2802.4, "recoverable_pct": 0.533 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102140", "label": "fraudulent", "label_confidence": 0.909, "severity": "medium", "timestamp": "2026-01-02T11:40:00Z", "trace_id": "b4bbda22-33c2-0dc2-72d1-867e141fbd4d" }
{ "account_age_days": 1555, "account_id": "ACCT-76A6E6DBD80C", "baseline_risk_score": 0.642, "kyc_tier": "tier_1", "session_entropy": 0.619 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NL", "latency_ms": 1057, "timestamp": "2026-01-02T11:40:00Z", "transaction_amount_usd": 9241.85 }, { "asset": "USD", "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": 0.682, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 465295.72, "financial_exposure_usd": 718907.69, "recoverable_pct": 0.199 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106741", "label": "benign", "label_confidence": 0.573, "severity": "critical", "timestamp": "2026-01-05T16:21:00Z", "trace_id": "810c4c9c-70d7-8268-c574-0ea1adb4d83d" }
{ "account_age_days": 489, "account_id": "ACCT-E464D9786676", "baseline_risk_score": 0.143, "kyc_tier": "tier_1", "session_entropy": 0.67 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 303, "timestamp": "2026-01-05T05:09:00Z", "transaction_amount_usd": 8.12 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.768, "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": 1555.79, "financial_exposure_usd": 1615.33, "recoverable_pct": 0.555 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100848", "label": "fraudulent", "label_confidence": 0.772, "severity": "low", "timestamp": "2026-01-01T14:08:00Z", "trace_id": "b96d3eb3-3713-67e3-5402-52e661ead2fa" }
{ "account_age_days": 640, "account_id": "ACCT-80BBC47BFF5B", "baseline_risk_score": 0.395, "kyc_tier": "tier_1", "session_entropy": 0.831 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 384, "timestamp": "2026-01-01T04:50:00Z", "transaction_amount_usd": 17.82 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.583, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 593767.58, "financial_exposure_usd": 682559.03, "recoverable_pct": 0.677 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109287", "label": "benign", "label_confidence": 0.61, "severity": "low", "timestamp": "2026-01-07T10:47:00Z", "trace_id": "7287a01c-c420-c4dc-7d90-c8e7823e823f" }
{ "account_age_days": 8, "account_id": "ACCT-27CD19A9D8C6", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.824 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 1065, "timestamp": "2026-01-07T10:47:00Z", "transaction_amount_usd": 7950.73 }, { "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": 0.661, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 351.54, "financial_exposure_usd": 425.8, "recoverable_pct": 0.561 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106677", "label": "benign", "label_confidence": 0.568, "severity": "low", "timestamp": "2026-01-05T15:17:00Z", "trace_id": "261a1a8b-cd97-8988-2e89-83902ad4bbd1" }
{ "account_age_days": 1416, "account_id": "ACCT-82274C857CC6", "baseline_risk_score": 0.162, "kyc_tier": "tier_3", "session_entropy": 0.359 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 287, "timestamp": "2026-01-05T15:17:00Z", "transaction_amount_usd": 7914.27 }, { "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": 0.71, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 990.56, "financial_exposure_usd": 2211.09, "recoverable_pct": 0.459 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104669", "label": "fraudulent", "label_confidence": 0.92, "severity": "high", "timestamp": "2026-01-04T05:49:00Z", "trace_id": "590f3931-96b7-0312-cd5f-976730040448" }
{ "account_age_days": 3, "account_id": "ACCT-BB265693DF3E", "baseline_risk_score": 0.241, "kyc_tier": "tier_1", "session_entropy": 0.246 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 964, "timestamp": "2026-01-04T05:49:00Z", "transaction_amount_usd": 636967.28 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.554, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 1733886.82, "financial_exposure_usd": 4068306.41, "recoverable_pct": 0.637 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106146", "label": "fraudulent", "label_confidence": 0.63, "severity": "high", "timestamp": "2026-01-05T06:26:00Z", "trace_id": "bf4ae457-c967-4401-3d25-05210b44c369" }
{ "account_age_days": 608, "account_id": "ACCT-45CD21BDB7D3", "baseline_risk_score": 0.237, "kyc_tier": "tier_2", "session_entropy": 0.793 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 226, "timestamp": "2026-01-05T06:26:00Z", "transaction_amount_usd": 1164699.35 }, { "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": 0.529, "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": 590362.85, "financial_exposure_usd": 1230503.67, "recoverable_pct": 0.903 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103101", "label": "fraudulent", "label_confidence": 0.864, "severity": "critical", "timestamp": "2026-01-03T03:41:00Z", "trace_id": "ca60c0dc-c333-bf5d-a597-fa575df9723f" }
{ "account_age_days": 632, "account_id": "ACCT-894F8627BF0F", "baseline_risk_score": 0.59, "kyc_tier": "tier_1", "session_entropy": 0.752 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 338, "timestamp": "2026-01-03T01:49:00Z", "transaction_amount_usd": 10.09 }, { "asset": "EUR", "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": 0.541, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 498234.67, "financial_exposure_usd": 799246.12, "recoverable_pct": 0.068 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109311", "label": "benign", "label_confidence": 0.629, "severity": "critical", "timestamp": "2026-01-07T11:11:00Z", "trace_id": "c4777142-db8f-ab9f-fa0c-4e603e403604" }
{ "account_age_days": 274, "account_id": "ACCT-AB8F6E417F5F", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.499 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 94, "timestamp": "2026-01-07T07:37:00Z", "transaction_amount_usd": 13.11 }, { "asset": "USD", "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": 0.495, "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": 2279.98, "financial_exposure_usd": 2936.85, "recoverable_pct": 0.722 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108215", "label": "benign", "label_confidence": 0.624, "severity": "high", "timestamp": "2026-01-06T16:55:00Z", "trace_id": "087551ba-088b-7944-95ae-cab980212e68" }
{ "account_age_days": 978, "account_id": "ACCT-58686D503AE4", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.946 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 258, "timestamp": "2026-01-06T16:55:00Z", "transaction_amount_usd": 3120.93 }, { "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": 0.622, "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": 1589.23, "financial_exposure_usd": 3968.91, "recoverable_pct": 0.469 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106442", "label": "fraudulent", "label_confidence": 0.802, "severity": "high", "timestamp": "2026-01-05T11:22:00Z", "trace_id": "b0377429-9e53-bb0a-8584-d79ba5b35e78" }
{ "account_age_days": 1681, "account_id": "ACCT-02C1D0E0CAFB", "baseline_risk_score": 0.448, "kyc_tier": "tier_2", "session_entropy": 0.259 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 366, "timestamp": "2026-01-05T11:22:00Z", "transaction_amount_usd": 878473.05 }, { "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": 0.607, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 4144117.07, "financial_exposure_usd": 5717865.94, "recoverable_pct": 0.562 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102912", "label": "fraudulent", "label_confidence": 0.933, "severity": "high", "timestamp": "2026-01-03T00:32:00Z", "trace_id": "08095a1a-e3ce-b2fd-0bc4-951b029ac6fc" }
{ "account_age_days": 357, "account_id": "ACCT-7721025FEE26", "baseline_risk_score": 0.344, "kyc_tier": "tier_3", "session_entropy": 0.812 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 391, "timestamp": "2026-01-02T16:26:00Z", "transaction_amount_usd": 3 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.848, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 487776.98, "financial_exposure_usd": 802287.6, "recoverable_pct": 0.283 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109903", "label": "benign", "label_confidence": 0.589, "severity": "low", "timestamp": "2026-01-07T21:03:00Z", "trace_id": "1bfeba22-8742-3c1a-0f0f-fdffa59d4224" }
{ "account_age_days": 553, "account_id": "ACCT-36FF437487F3", "baseline_risk_score": 0.16, "kyc_tier": "tier_1", "session_entropy": 0.867 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 341, "timestamp": "2026-01-07T12:31:00Z", "transaction_amount_usd": 8.94 }, { "asset": "USDC", "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": 0.662, "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": 1525.22, "financial_exposure_usd": 2861.96, "recoverable_pct": 0.54 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104022", "label": "fraudulent", "label_confidence": 0.744, "severity": "medium", "timestamp": "2026-01-03T19:02:00Z", "trace_id": "9a00cdf3-07c7-b7f6-0b2c-34b8af033179" }
{ "account_age_days": 230, "account_id": "ACCT-1C7E9C4A8065", "baseline_risk_score": 0.329, "kyc_tier": "tier_1", "session_entropy": 0.335 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 613, "timestamp": "2026-01-03T19:02:00Z", "transaction_amount_usd": 2944831.23 }, { "asset": "EUR", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.71, "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 p...
{ "customer_funds_at_risk_usd": 5900155.05, "financial_exposure_usd": 7683756.51, "recoverable_pct": 0.481 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108674", "label": "benign", "label_confidence": 0.549, "severity": "medium", "timestamp": "2026-01-07T00:34:00Z", "trace_id": "3a44ca67-2f5b-a1e6-4319-de5c8bbea237" }
{ "account_age_days": 1528, "account_id": "ACCT-08E64E6AEF12", "baseline_risk_score": 0.151, "kyc_tier": "tier_1", "session_entropy": 0.12 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 679, "timestamp": "2026-01-07T00:34:00Z", "transaction_amount_usd": 13644.39 }, { "asset": "JPY", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.719, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 838.73, "financial_exposure_usd": 1065.14, "recoverable_pct": 0.929 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106678", "label": "benign", "label_confidence": 0.742, "severity": "high", "timestamp": "2026-01-05T15:18:00Z", "trace_id": "677ec862-29be-7397-9e69-844e35983ae0" }
{ "account_age_days": 429, "account_id": "ACCT-1CEF58D1689C", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.587 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 183, "timestamp": "2026-01-05T10:35:00Z", "transaction_amount_usd": 9.13 }, { "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": 0.752, "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": 839.29, "financial_exposure_usd": 1675.72, "recoverable_pct": 0.756 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101135", "label": "fraudulent", "label_confidence": 0.872, "severity": "low", "timestamp": "2026-01-01T18:55:00Z", "trace_id": "c47bcecd-93a1-0485-420d-e6ddbe849e1a" }
{ "account_age_days": 105, "account_id": "ACCT-3965894FD716", "baseline_risk_score": 0.484, "kyc_tier": "tier_2", "session_entropy": 0.456 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 499, "timestamp": "2026-01-01T18:55:00Z", "transaction_amount_usd": 116353.08 }, { "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": 0.509, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 1067149.63, "financial_exposure_usd": 1081453.74, "recoverable_pct": 0.766 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105487", "label": "fraudulent", "label_confidence": 0.876, "severity": "low", "timestamp": "2026-01-04T19:27:00Z", "trace_id": "a0ff70d1-c3c3-1879-8fae-733d17231a01" }
{ "account_age_days": 1218, "account_id": "ACCT-7BEC6F95116D", "baseline_risk_score": 0.17, "kyc_tier": "tier_1", "session_entropy": 0.289 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 914, "timestamp": "2026-01-04T19:27:00Z", "transaction_amount_usd": 1567083.74 }, { "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": 0.561, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 2504717.28, "financial_exposure_usd": 5300455.6, "recoverable_pct": 0.517 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106780", "label": "benign", "label_confidence": 0.707, "severity": "medium", "timestamp": "2026-01-05T17:00:00Z", "trace_id": "db3db1a4-dcd7-dd21-2e95-07ac4fe2f682" }
{ "account_age_days": 1148, "account_id": "ACCT-F7B3813DE8A3", "baseline_risk_score": 0.115, "kyc_tier": "tier_1", "session_entropy": 0.679 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 975, "timestamp": "2026-01-05T17:00:00Z", "transaction_amount_usd": 5460.94 }, { "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": 0.489, "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": 1301.09, "financial_exposure_usd": 2975.93, "recoverable_pct": 0.776 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103567", "label": "fraudulent", "label_confidence": 0.626, "severity": "high", "timestamp": "2026-01-03T11:27:00Z", "trace_id": "4286ea84-4abd-c34c-4c55-386d6a495ff6" }
{ "account_age_days": 623, "account_id": "ACCT-36DCE2237143", "baseline_risk_score": 0.425, "kyc_tier": "tier_3", "session_entropy": 0.91 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 995, "timestamp": "2026-01-03T11:27:00Z", "transaction_amount_usd": 2923603.75 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.523, "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": 3185494.79, "financial_exposure_usd": 3974215.46, "recoverable_pct": 0.785 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104681", "label": "fraudulent", "label_confidence": 0.632, "severity": "high", "timestamp": "2026-01-04T06:01:00Z", "trace_id": "dbb1a3ad-1348-e1d9-cca8-08636d8760b0" }
{ "account_age_days": 204, "account_id": "ACCT-C95B460E83DA", "baseline_risk_score": 0.406, "kyc_tier": "tier_1", "session_entropy": 0.705 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 162, "timestamp": "2026-01-04T06:01:00Z", "transaction_amount_usd": 1566355.53 }, { "asset": "SOL", "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": 0.596, "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": 1371486.02, "financial_exposure_usd": 2390877.9, "recoverable_pct": 0.774 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107937", "label": "benign", "label_confidence": 0.49, "severity": "medium", "timestamp": "2026-01-06T12:17:00Z", "trace_id": "bf07cd69-b298-6b35-28a5-52a0c416d53d" }
{ "account_age_days": 638, "account_id": "ACCT-7564674FAE6E", "baseline_risk_score": 0.054, "kyc_tier": "tier_3", "session_entropy": 0.546 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 733, "timestamp": "2026-01-06T12:17:00Z", "transaction_amount_usd": 280.14 }, { "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": 0.647, "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": 6810.35, "financial_exposure_usd": 10382.63, "recoverable_pct": 0.924 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102968", "label": "fraudulent", "label_confidence": 0.877, "severity": "low", "timestamp": "2026-01-03T01:28:00Z", "trace_id": "cf804608-ae5c-e7b9-120c-b45945d8ede4" }
{ "account_age_days": 1436, "account_id": "ACCT-5BA151F22A8B", "baseline_risk_score": 0.471, "kyc_tier": "tier_3", "session_entropy": 0.676 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 562, "timestamp": "2026-01-03T01:28:00Z", "transaction_amount_usd": 13159.43 }, { "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": 0.357, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 415294.98, "financial_exposure_usd": 924505.89, "recoverable_pct": 0.586 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101676", "label": "fraudulent", "label_confidence": 0.851, "severity": "high", "timestamp": "2026-01-02T03:56:00Z", "trace_id": "90a68dc5-75cf-c21e-00e0-b9fcab20e97a" }
{ "account_age_days": 18, "account_id": "ACCT-6EAE3341985C", "baseline_risk_score": 0.632, "kyc_tier": "tier_3", "session_entropy": 0.183 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "MY", "latency_ms": 144, "timestamp": "2026-01-02T03:56:00Z", "transaction_amount_usd": 53195.4 }, { "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": 0.704, "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": 312856.08, "financial_exposure_usd": 620780.5, "recoverable_pct": 0.763 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100954", "label": "fraudulent", "label_confidence": 0.801, "severity": "medium", "timestamp": "2026-01-01T15:54:00Z", "trace_id": "c395c9a1-d52a-f54b-8b89-1485357fa016" }
{ "account_age_days": 609, "account_id": "ACCT-0FC8C060E853", "baseline_risk_score": 0.431, "kyc_tier": "tier_3", "session_entropy": 0.124 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 893, "timestamp": "2026-01-01T15:54:00Z", "transaction_amount_usd": 103847.05 }, { "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": 0.903, "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": 154476.89, "financial_exposure_usd": 248481.87, "recoverable_pct": 0.179 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102722", "label": "fraudulent", "label_confidence": 0.78, "severity": "high", "timestamp": "2026-01-02T21:22:00Z", "trace_id": "83b40951-0e2d-2fd4-c901-7334212db862" }
{ "account_age_days": 60, "account_id": "ACCT-0A9BE15D5703", "baseline_risk_score": 0.53, "kyc_tier": "tier_3", "session_entropy": 0.372 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "LU", "latency_ms": 356, "timestamp": "2026-01-02T21:22:00Z", "transaction_amount_usd": 60127.42 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.798, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 489331.35, "financial_exposure_usd": 868333.11, "recoverable_pct": 0.436 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102153", "label": "fraudulent", "label_confidence": 0.807, "severity": "low", "timestamp": "2026-01-02T11:53:00Z", "trace_id": "c77bcb8c-ade7-dfba-8f1b-b665e42993ea" }
{ "account_age_days": 784, "account_id": "ACCT-8E456AD36354", "baseline_risk_score": 0.263, "kyc_tier": "tier_1", "session_entropy": 0.768 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 297, "timestamp": "2026-01-02T06:52:00Z", "transaction_amount_usd": 21.76 }, { "asset": "USDT", "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": 0.369, "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": 530822.83, "financial_exposure_usd": 693461.24, "recoverable_pct": 0.342 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104196", "label": "fraudulent", "label_confidence": 0.896, "severity": "medium", "timestamp": "2026-01-03T21:56:00Z", "trace_id": "5dc130fe-4aa9-3571-f943-a961bc9f1cba" }
{ "account_age_days": 54, "account_id": "ACCT-2931C94A7391", "baseline_risk_score": 0.368, "kyc_tier": "tier_1", "session_entropy": 0.711 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 322, "timestamp": "2026-01-03T21:56:00Z", "transaction_amount_usd": 1745004.89 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.411, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 2022919.62, "financial_exposure_usd": 4024383.35, "recoverable_pct": 0.414 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107730", "label": "benign", "label_confidence": 0.733, "severity": "low", "timestamp": "2026-01-06T08:50:00Z", "trace_id": "96840546-359f-5479-3462-4f0dd667eebf" }
{ "account_age_days": 775, "account_id": "ACCT-01EB7F1D3513", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.475 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 278, "timestamp": "2026-01-06T06:06:00Z", "transaction_amount_usd": 14.11 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.661, "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": 432.84, "financial_exposure_usd": 960.67, "recoverable_pct": 0.685 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103228", "label": "fraudulent", "label_confidence": 0.927, "severity": "high", "timestamp": "2026-01-03T05:48:00Z", "trace_id": "4b559502-cc91-f80b-a257-31cc1d0947d1" }
{ "account_age_days": 1019, "account_id": "ACCT-BAE813C00BAB", "baseline_risk_score": 0.407, "kyc_tier": "tier_1", "session_entropy": 0.216 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 955, "timestamp": "2026-01-03T05:48:00Z", "transaction_amount_usd": 72435.08 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.632, "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": 459075.7, "financial_exposure_usd": 903448.65, "recoverable_pct": 0.66 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107431", "label": "benign", "label_confidence": 0.553, "severity": "low", "timestamp": "2026-01-06T03:51:00Z", "trace_id": "f0b7351a-d3d3-4c80-2636-fe5550971c10" }
{ "account_age_days": 1476, "account_id": "ACCT-F8E80024FA98", "baseline_risk_score": 0.108, "kyc_tier": "tier_2", "session_entropy": 0.388 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 321, "timestamp": "2026-01-06T03:51:00Z", "transaction_amount_usd": 14259.67 }, { "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": 0.53, "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 pr...
{ "customer_funds_at_risk_usd": 1466.57, "financial_exposure_usd": 3546.71, "recoverable_pct": 0.637 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104065", "label": "fraudulent", "label_confidence": 0.842, "severity": "critical", "timestamp": "2026-01-03T19:45:00Z", "trace_id": "7a1cfc61-20ad-2fab-9436-8f5836c3d86a" }
{ "account_age_days": 1938, "account_id": "ACCT-6A1C9E7CB003", "baseline_risk_score": 0.131, "kyc_tier": "tier_1", "session_entropy": 0.529 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 133, "timestamp": "2026-01-03T11:57:00Z", "transaction_amount_usd": 7.77 }, { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.533, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 2314393.98, "financial_exposure_usd": 3023332.76, "recoverable_pct": 0.596 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108807", "label": "benign", "label_confidence": 0.627, "severity": "low", "timestamp": "2026-01-07T02:47:00Z", "trace_id": "45402218-a94b-56fa-b8e6-6dacc4776025" }
{ "account_age_days": 545, "account_id": "ACCT-2739A7075592", "baseline_risk_score": 0.13, "kyc_tier": "tier_1", "session_entropy": 0.501 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 375, "timestamp": "2026-01-06T16:46:00Z", "transaction_amount_usd": 6.3 }, { "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": 0.466, "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": 2707.28, "financial_exposure_usd": 3140.04, "recoverable_pct": 0.98 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100381", "label": "fraudulent", "label_confidence": 0.882, "severity": "critical", "timestamp": "2026-01-01T06:21:00Z", "trace_id": "e8dab4dc-cecb-e1f1-f655-1ac63879b941" }
{ "account_age_days": 1848, "account_id": "ACCT-C8573376DE61", "baseline_risk_score": 0.279, "kyc_tier": "tier_1", "session_entropy": 0.658 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "BR", "latency_ms": 870, "timestamp": "2026-01-01T06:21:00Z", "transaction_amount_usd": 100213.52 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.438, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 589492.31, "financial_exposure_usd": 1024091.86, "recoverable_pct": 0.419 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107250", "label": "benign", "label_confidence": 0.653, "severity": "medium", "timestamp": "2026-01-06T00:50:00Z", "trace_id": "688da99e-3ca6-00a3-e940-77393313108e" }
{ "account_age_days": 882, "account_id": "ACCT-32F9C5184C6A", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.755 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 991, "timestamp": "2026-01-06T00:50:00Z", "transaction_amount_usd": 1674.52 }, { "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": 0.659, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 2655.33, "financial_exposure_usd": 4353.12, "recoverable_pct": 0.833 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103639", "label": "fraudulent", "label_confidence": 0.806, "severity": "medium", "timestamp": "2026-01-03T12:39:00Z", "trace_id": "f749c78a-5f38-5e74-9170-744140e5a7cd" }
{ "account_age_days": 781, "account_id": "ACCT-81729B1B32B8", "baseline_risk_score": 0.265, "kyc_tier": "tier_3", "session_entropy": 0.948 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 676, "timestamp": "2026-01-03T12:39:00Z", "transaction_amount_usd": 1439936.33 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.768, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 1710639.59, "financial_exposure_usd": 2234899.54, "recoverable_pct": 0.557 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109236", "label": "benign", "label_confidence": 0.738, "severity": "low", "timestamp": "2026-01-07T09:56:00Z", "trace_id": "06f1b026-22ee-cc42-2bf0-52ae9c929527" }
{ "account_age_days": 1584, "account_id": "ACCT-352A7D38FE80", "baseline_risk_score": 0.139, "kyc_tier": "tier_1", "session_entropy": 0.915 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 628, "timestamp": "2026-01-07T09:56:00Z", "transaction_amount_usd": 11482.11 }, { "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": 0.614, "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": 2353.68, "financial_exposure_usd": 2977.22, "recoverable_pct": 0.767 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102593", "label": "fraudulent", "label_confidence": 0.955, "severity": "high", "timestamp": "2026-01-02T19:13:00Z", "trace_id": "d6284ffb-a959-040c-8031-6d587eeb57cd" }
{ "account_age_days": 1384, "account_id": "ACCT-AE3D256EC1F4", "baseline_risk_score": 0.42, "kyc_tier": "tier_2", "session_entropy": 0.29 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 171, "timestamp": "2026-01-02T19:13:00Z", "transaction_amount_usd": 20160.87 }, { "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": 0.776, "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": 702752.39, "financial_exposure_usd": 850514.9, "recoverable_pct": 0.108 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109723", "label": "benign", "label_confidence": 0.544, "severity": "medium", "timestamp": "2026-01-07T18:03:00Z", "trace_id": "7545c592-5e48-858c-6bc3-a24d10f26b4d" }
{ "account_age_days": 483, "account_id": "ACCT-A530E309AA18", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.603 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 1064, "timestamp": "2026-01-07T18:03:00Z", "transaction_amount_usd": 3881.14 }, { "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": 0.688, "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": 3155.52, "financial_exposure_usd": 4379.97, "recoverable_pct": 0.764 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101963", "label": "fraudulent", "label_confidence": 0.779, "severity": "critical", "timestamp": "2026-01-02T08:43:00Z", "trace_id": "9f1944b5-7359-8fa1-08a7-90fd38ef3a02" }
{ "account_age_days": 1235, "account_id": "ACCT-660544139A4A", "baseline_risk_score": 0.606, "kyc_tier": "tier_3", "session_entropy": 0.66 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "DE", "latency_ms": 663, "timestamp": "2026-01-02T08:43:00Z", "transaction_amount_usd": 89026.09 }, { "asset": "SOL", "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": 0.679, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 392999.5, "financial_exposure_usd": 899310.99, "recoverable_pct": 0.137 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107097", "label": "benign", "label_confidence": 0.697, "severity": "high", "timestamp": "2026-01-05T22:17:00Z", "trace_id": "3950038c-4536-dd33-734b-3c2a34f0ff66" }
{ "account_age_days": 991, "account_id": "ACCT-7D3305390A2E", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.782 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 989, "timestamp": "2026-01-05T22:17:00Z", "transaction_amount_usd": 9788.43 }, { "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": 0.698, "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": 1527.04, "financial_exposure_usd": 2455.69, "recoverable_pct": 0.563 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109312", "label": "benign", "label_confidence": 0.53, "severity": "high", "timestamp": "2026-01-07T11:12:00Z", "trace_id": "0eb6ba1b-5a95-29f7-d60d-9bc0a63caa81" }
{ "account_age_days": 1651, "account_id": "ACCT-FB71430D8E48", "baseline_risk_score": 0.116, "kyc_tier": "tier_2", "session_entropy": 0.593 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 985, "timestamp": "2026-01-07T11:12:00Z", "transaction_amount_usd": 1992.84 }, { "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": 0.62, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND pr...
{ "customer_funds_at_risk_usd": 5343.47, "financial_exposure_usd": 8020.5, "recoverable_pct": 0.471 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106241", "label": "fraudulent", "label_confidence": 0.937, "severity": "medium", "timestamp": "2026-01-05T08:01:00Z", "trace_id": "ec58f7a5-283d-7e5a-1c7e-119e937c162b" }
{ "account_age_days": 1545, "account_id": "ACCT-2430C5F2C4D4", "baseline_risk_score": 0.398, "kyc_tier": "tier_3", "session_entropy": 0.836 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 1072, "timestamp": "2026-01-05T08:01:00Z", "transaction_amount_usd": 2748397.49 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.664, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 2336201.52, "financial_exposure_usd": 4938408.95, "recoverable_pct": 0.504 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108754", "label": "benign", "label_confidence": 0.606, "severity": "critical", "timestamp": "2026-01-07T01:54:00Z", "trace_id": "8c40bff1-87a4-8cb9-5129-c080a7fd6051" }
{ "account_age_days": 819, "account_id": "ACCT-FF6072945A33", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.434 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 80, "timestamp": "2026-01-07T01:54:00Z", "transaction_amount_usd": 3176.8 }, { "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": 0.708, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 621.66, "financial_exposure_usd": 1229.79, "recoverable_pct": 0.808 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101982", "label": "fraudulent", "label_confidence": 0.952, "severity": "critical", "timestamp": "2026-01-02T09:02:00Z", "trace_id": "1ae8aee4-b4b2-5207-eea7-bf4822fdcb69" }
{ "account_age_days": 764, "account_id": "ACCT-149B0E0E7440", "baseline_risk_score": 0.304, "kyc_tier": "tier_1", "session_entropy": 0.907 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 142, "timestamp": "2026-01-02T05:31:00Z", "transaction_amount_usd": 8.35 }, { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.685, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 8", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 652528.35, "financial_exposure_usd": 771198.81, "recoverable_pct": 0.275 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108981", "label": "benign", "label_confidence": 0.633, "severity": "low", "timestamp": "2026-01-07T05:41:00Z", "trace_id": "1d1bd721-2dad-4bb9-1066-21e02e823c2a" }
{ "account_age_days": 180, "account_id": "ACCT-E1BF520A5D7F", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.723 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 485, "timestamp": "2026-01-07T05:41:00Z", "transaction_amount_usd": 8324.46 }, { "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": 0.796, "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": 2075, "financial_exposure_usd": 2850.09, "recoverable_pct": 0.678 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100635", "label": "fraudulent", "label_confidence": 0.948, "severity": "critical", "timestamp": "2026-01-01T10:35:00Z", "trace_id": "43a2ccae-4e65-389c-e009-316fae6c8d4d" }
{ "account_age_days": 203, "account_id": "ACCT-47596C22C7B0", "baseline_risk_score": 0.423, "kyc_tier": "tier_3", "session_entropy": 0.63 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 388, "timestamp": "2026-01-01T00:24:00Z", "transaction_amount_usd": 1.15 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.404, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 502299.41, "financial_exposure_usd": 625027, "recoverable_pct": 0.543 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109649", "label": "benign", "label_confidence": 0.48, "severity": "high", "timestamp": "2026-01-07T16:49:00Z", "trace_id": "98540e0d-9296-7898-e04a-826b87c04cbc" }
{ "account_age_days": 141, "account_id": "ACCT-7542E4E9D2F9", "baseline_risk_score": 0.07, "kyc_tier": "tier_2", "session_entropy": 0.757 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 935, "timestamp": "2026-01-07T16:49:00Z", "transaction_amount_usd": 5043.12 }, { "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": 0.511, "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": 1836.2, "financial_exposure_usd": 3462.88, "recoverable_pct": 0.981 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102124", "label": "fraudulent", "label_confidence": 0.871, "severity": "medium", "timestamp": "2026-01-02T11:24:00Z", "trace_id": "ee089381-b96e-23d7-36e9-e56acbbadf80" }
{ "account_age_days": 1346, "account_id": "ACCT-0445298154FD", "baseline_risk_score": 0.29, "kyc_tier": "tier_1", "session_entropy": 0.949 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "US", "latency_ms": 398, "timestamp": "2026-01-02T11:24:00Z", "transaction_amount_usd": 43266.83 }, { "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": 0.442, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 640455.91, "financial_exposure_usd": 1207124.82, "recoverable_pct": 0.804 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104259", "label": "fraudulent", "label_confidence": 0.879, "severity": "high", "timestamp": "2026-01-03T22:59:00Z", "trace_id": "a418ed92-2ab4-23bc-ac86-d93ef2aee13c" }
{ "account_age_days": 686, "account_id": "ACCT-808DBD69FA60", "baseline_risk_score": 0.346, "kyc_tier": "tier_2", "session_entropy": 0.776 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 491, "timestamp": "2026-01-03T22:59:00Z", "transaction_amount_usd": 717054.57 }, { "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": 0.375, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 4961144.87, "financial_exposure_usd": 5586125.16, "recoverable_pct": 0.657 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104979", "label": "fraudulent", "label_confidence": 0.796, "severity": "high", "timestamp": "2026-01-04T10:59:00Z", "trace_id": "6eab8fac-a6b7-7906-50f1-d7c8caeeca35" }
{ "account_age_days": 137, "account_id": "ACCT-9F0519137F2C", "baseline_risk_score": 0.092, "kyc_tier": "tier_2", "session_entropy": 0.167 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 690, "timestamp": "2026-01-04T10:59:00Z", "transaction_amount_usd": 1378175 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK_IM...
{ "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": 0.613, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, 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": 997179.89, "financial_exposure_usd": 1270117.06, "recoverable_pct": 0.613 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108303", "label": "benign", "label_confidence": 0.678, "severity": "low", "timestamp": "2026-01-06T18:23:00Z", "trace_id": "be1316f7-83d5-09e3-2d8c-0372af8852b0" }
{ "account_age_days": 1873, "account_id": "ACCT-61FD51BFEF50", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.918 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 711, "timestamp": "2026-01-06T18:23:00Z", "transaction_amount_usd": 10160.71 }, { "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": 0.682, "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": 1395.05, "financial_exposure_usd": 2433, "recoverable_pct": 0.846 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103681", "label": "fraudulent", "label_confidence": 0.69, "severity": "high", "timestamp": "2026-01-03T13:21:00Z", "trace_id": "b94adcc2-277f-7133-af24-9bbbdeb1074e" }
{ "account_age_days": 320, "account_id": "ACCT-871CB853253B", "baseline_risk_score": 0.123, "kyc_tier": "tier_3", "session_entropy": 0.818 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 1123, "timestamp": "2026-01-03T13:21:00Z", "transaction_amount_usd": 2735741.32 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.431, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 4132303.01, "financial_exposure_usd": 5793111.73, "recoverable_pct": 0.443 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104091", "label": "fraudulent", "label_confidence": 0.841, "severity": "medium", "timestamp": "2026-01-03T20:11:00Z", "trace_id": "9923c14e-1c14-15ca-3ca4-88d16913303a" }
{ "account_age_days": 228, "account_id": "ACCT-E6D6BB95FAA6", "baseline_risk_score": 0.405, "kyc_tier": "tier_1", "session_entropy": 0.112 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 87, "timestamp": "2026-01-03T08:31:00Z", "transaction_amount_usd": 16.84 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "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": 0.881, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 3991678.33, "financial_exposure_usd": 4290627.69, "recoverable_pct": 0.941 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100917", "label": "fraudulent", "label_confidence": 0.783, "severity": "medium", "timestamp": "2026-01-01T15:17:00Z", "trace_id": "bb8e67aa-4cba-febc-0c2a-acd06f9241d6" }
{ "account_age_days": 1197, "account_id": "ACCT-479305AB28D2", "baseline_risk_score": 0.544, "kyc_tier": "tier_3", "session_entropy": 0.809 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 241, "timestamp": "2026-01-01T09:20:00Z", "transaction_amount_usd": 3.66 }, { "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": 0.627, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 219502.08, "financial_exposure_usd": 276022.37, "recoverable_pct": 0.706 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107904", "label": "benign", "label_confidence": 0.506, "severity": "medium", "timestamp": "2026-01-06T11:44:00Z", "trace_id": "3ded0d45-ce83-6ab4-3e63-c18978a10a66" }
{ "account_age_days": 1004, "account_id": "ACCT-D15A1490AB07", "baseline_risk_score": 0.057, "kyc_tier": "tier_1", "session_entropy": 0.705 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 399, "timestamp": "2026-01-06T07:50:00Z", "transaction_amount_usd": 10.28 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.606, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, 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": 805.86, "financial_exposure_usd": 1652.45, "recoverable_pct": 0.929 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108064", "label": "benign", "label_confidence": 0.749, "severity": "high", "timestamp": "2026-01-06T14:24:00Z", "trace_id": "fb6083f6-a3bc-271d-e394-373f5c96b497" }
{ "account_age_days": 419, "account_id": "ACCT-07F70BA6B5EB", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.745 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 927, "timestamp": "2026-01-06T14:24:00Z", "transaction_amount_usd": 5368.69 }, { "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": 0.739, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 3", "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": 1917.81, "financial_exposure_usd": 3226.27, "recoverable_pct": 0.662 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101358", "label": "fraudulent", "label_confidence": 0.872, "severity": "low", "timestamp": "2026-01-01T22:38:00Z", "trace_id": "8954df7d-7f60-c998-74ae-e705a2d58de6" }
{ "account_age_days": 868, "account_id": "ACCT-2DE898249C89", "baseline_risk_score": 0.372, "kyc_tier": "tier_1", "session_entropy": 0.874 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 1066, "timestamp": "2026-01-01T22:38:00Z", "transaction_amount_usd": 34062.64 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.932, "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": 650323.73, "financial_exposure_usd": 1291078.19, "recoverable_pct": 0.47 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105672", "label": "fraudulent", "label_confidence": 0.928, "severity": "medium", "timestamp": "2026-01-04T22:32:00Z", "trace_id": "455c193e-392b-b681-8efb-35dfbb585d65" }
{ "account_age_days": 1340, "account_id": "ACCT-C8CC3E610943", "baseline_risk_score": 0.137, "kyc_tier": "tier_3", "session_entropy": 0.172 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 321, "timestamp": "2026-01-04T15:31:00Z", "transaction_amount_usd": 13.72 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.521, "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": 3856560.23, "financial_exposure_usd": 4263879.64, "recoverable_pct": 0.931 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }