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-101871", "label": "fraudulent", "label_confidence": 0.852, "severity": "critical", "timestamp": "2026-01-02T07:11:00Z", "trace_id": "49504897-e339-1268-af6c-3a002cea5f04" }
{ "account_age_days": 75, "account_id": "ACCT-3631E0540A63", "baseline_risk_score": 0.358, "kyc_tier": "tier_1", "session_entropy": 0.806 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 1105, "timestamp": "2026-01-02T07:11:00Z", "transaction_amount_usd": 67741.15 }, { "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": 0.511, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 3", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 366133.75, "financial_exposure_usd": 571867.31, "recoverable_pct": 0.309 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106892", "label": "benign", "label_confidence": 0.539, "severity": "low", "timestamp": "2026-01-05T18:52:00Z", "trace_id": "28554418-3513-acee-1db4-cb1829ad5934" }
{ "account_age_days": 674, "account_id": "ACCT-E43B30B986AD", "baseline_risk_score": 0.191, "kyc_tier": "tier_2", "session_entropy": 0.72 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 977, "timestamp": "2026-01-05T18:52:00Z", "transaction_amount_usd": 7435.03 }, { "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": 0.487, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 2143.49, "financial_exposure_usd": 3612.47, "recoverable_pct": 0.951 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109915", "label": "benign", "label_confidence": 0.744, "severity": "high", "timestamp": "2026-01-07T21:15:00Z", "trace_id": "cad5cc08-aaa1-a9e6-b736-15e7a0df756a" }
{ "account_age_days": 658, "account_id": "ACCT-BC92064BE220", "baseline_risk_score": 0.087, "kyc_tier": "tier_3", "session_entropy": 0.121 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 316, "timestamp": "2026-01-07T21:15:00Z", "transaction_amount_usd": 4156.38 }, { "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": 0.653, "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": 239.62, "financial_exposure_usd": 547.63, "recoverable_pct": 0.54 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109838", "label": "benign", "label_confidence": 0.504, "severity": "low", "timestamp": "2026-01-07T19:58:00Z", "trace_id": "9a25d3f9-90c1-b0ff-8926-e1075b6ded85" }
{ "account_age_days": 750, "account_id": "ACCT-2737F421E100", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.249 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 110, "timestamp": "2026-01-07T13:44:00Z", "transaction_amount_usd": 1.74 }, { "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": 0.697, "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": 1659.45, "financial_exposure_usd": 1861.66, "recoverable_pct": 0.612 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106691", "label": "benign", "label_confidence": 0.744, "severity": "low", "timestamp": "2026-01-05T15:31:00Z", "trace_id": "abd044d9-2c13-f6ec-f880-cf74a39cc4eb" }
{ "account_age_days": 1513, "account_id": "ACCT-DF7B1FE27CC8", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.695 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 121, "timestamp": "2026-01-05T14:54:00Z", "transaction_amount_usd": 8.06 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.562, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1367.5, "financial_exposure_usd": 1556.65, "recoverable_pct": 0.878 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108431", "label": "benign", "label_confidence": 0.549, "severity": "high", "timestamp": "2026-01-06T20:31:00Z", "trace_id": "1948767d-b2f6-ab7b-aeb5-2eef2a16d3aa" }
{ "account_age_days": 794, "account_id": "ACCT-E2EDF3081E0F", "baseline_risk_score": 0.141, "kyc_tier": "tier_2", "session_entropy": 0.623 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 239, "timestamp": "2026-01-06T20:31:00Z", "transaction_amount_usd": 13809.81 }, { "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": 0.554, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 3", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 124.3, "financial_exposure_usd": 289.55, "recoverable_pct": 0.827 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109969", "label": "benign", "label_confidence": 0.51, "severity": "low", "timestamp": "2026-01-07T22:09:00Z", "trace_id": "02b7567c-5182-fe23-4473-ae53fca678f8" }
{ "account_age_days": 1172, "account_id": "ACCT-C285AAAE6A18", "baseline_risk_score": 0.141, "kyc_tier": "tier_3", "session_entropy": 0.332 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 733, "timestamp": "2026-01-07T22:09:00Z", "transaction_amount_usd": 10772.58 }, { "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": 0.527, "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": 601, "financial_exposure_usd": 1027.67, "recoverable_pct": 0.558 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109985", "label": "benign", "label_confidence": 0.509, "severity": "critical", "timestamp": "2026-01-07T22:25:00Z", "trace_id": "02463729-ee3c-964e-f965-2cbd2a5eb247" }
{ "account_age_days": 134, "account_id": "ACCT-C358F6619C11", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.657 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 447, "timestamp": "2026-01-07T22:25:00Z", "transaction_amount_usd": 11963.6 }, { "asset": "USDT", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.677, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 3797.81, "financial_exposure_usd": 7135.61, "recoverable_pct": 0.64 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104923", "label": "fraudulent", "label_confidence": 0.628, "severity": "critical", "timestamp": "2026-01-04T10:03:00Z", "trace_id": "b9fc1216-3469-c121-3e45-b7c1cff70054" }
{ "account_age_days": 1573, "account_id": "ACCT-B1D097806FAE", "baseline_risk_score": 0.354, "kyc_tier": "tier_3", "session_entropy": 0.169 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 81, "timestamp": "2026-01-04T10:03:00Z", "transaction_amount_usd": 1943072.06 }, { "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": 0.835, "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": 5515716.23, "financial_exposure_usd": 7616409.5, "recoverable_pct": 0.602 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109155", "label": "benign", "label_confidence": 0.615, "severity": "medium", "timestamp": "2026-01-07T08:35:00Z", "trace_id": "33524d6e-a3e1-e338-d9e5-10f68493cec0" }
{ "account_age_days": 1049, "account_id": "ACCT-07C96BD272C7", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.88 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 1137, "timestamp": "2026-01-07T08:35:00Z", "transaction_amount_usd": 7576.29 }, { "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": 0.568, "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": 3407.68, "financial_exposure_usd": 3585.71, "recoverable_pct": 0.745 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101550", "label": "fraudulent", "label_confidence": 0.929, "severity": "critical", "timestamp": "2026-01-02T01:50:00Z", "trace_id": "07648c76-8cd4-2396-75c4-4e7f7b25bca0" }
{ "account_age_days": 1884, "account_id": "ACCT-472503B6D392", "baseline_risk_score": 0.3, "kyc_tier": "tier_3", "session_entropy": 0.6 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CA", "latency_ms": 303, "timestamp": "2026-01-02T01:50:00Z", "transaction_amount_usd": 22740.79 }, { "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": 0.479, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 78499.06, "financial_exposure_usd": 184781.01, "recoverable_pct": 0.143 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109507", "label": "benign", "label_confidence": 0.481, "severity": "low", "timestamp": "2026-01-07T14:27:00Z", "trace_id": "0ffcdf53-60ae-c9b8-77eb-9dee9a2940d5" }
{ "account_age_days": 1544, "account_id": "ACCT-8EFFA559C64F", "baseline_risk_score": 0.152, "kyc_tier": "tier_3", "session_entropy": 0.708 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 1050, "timestamp": "2026-01-07T14:27:00Z", "transaction_amount_usd": 814.21 }, { "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": 0.627, "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": 3425.19, "financial_exposure_usd": 4263.79, "recoverable_pct": 0.44 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107470", "label": "benign", "label_confidence": 0.65, "severity": "medium", "timestamp": "2026-01-06T04:30:00Z", "trace_id": "863914f3-28dc-1c68-5edc-a4e81b3bc93f" }
{ "account_age_days": 1646, "account_id": "ACCT-617B6CDF1AA3", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.905 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 1107, "timestamp": "2026-01-06T04:30:00Z", "transaction_amount_usd": 2939.23 }, { "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": 0.737, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 627.87, "financial_exposure_usd": 682.11, "recoverable_pct": 0.862 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100676", "label": "fraudulent", "label_confidence": 0.909, "severity": "high", "timestamp": "2026-01-01T11:16:00Z", "trace_id": "01bab5f5-56e0-7c4e-4e37-230601c518d0" }
{ "account_age_days": 1426, "account_id": "ACCT-122A223F8241", "baseline_risk_score": 0.415, "kyc_tier": "tier_1", "session_entropy": 0.103 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 226, "timestamp": "2025-12-31T23:18:00Z", "transaction_amount_usd": 16.36 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.703, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 170132.45, "financial_exposure_usd": 247119.15, "recoverable_pct": 0.063 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106298", "label": "fraudulent", "label_confidence": 0.729, "severity": "critical", "timestamp": "2026-01-05T08:58:00Z", "trace_id": "4cc9c369-8778-f1e5-a71b-85b8b9bdfa88" }
{ "account_age_days": 1802, "account_id": "ACCT-C5A70C580087", "baseline_risk_score": 0.404, "kyc_tier": "tier_2", "session_entropy": 0.503 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 132, "timestamp": "2026-01-05T08:58:00Z", "transaction_amount_usd": 982573.97 }, { "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": 0.53, "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 AN...
{ "customer_funds_at_risk_usd": 1975516.42, "financial_exposure_usd": 2597859.76, "recoverable_pct": 0.727 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100298", "label": "fraudulent", "label_confidence": 0.787, "severity": "high", "timestamp": "2026-01-01T04:58:00Z", "trace_id": "cf97b941-af62-a976-520c-7748addb47c3" }
{ "account_age_days": 1817, "account_id": "ACCT-047D4BC72753", "baseline_risk_score": 0.568, "kyc_tier": "tier_2", "session_entropy": 0.456 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "SG", "latency_ms": 83, "timestamp": "2026-01-01T04:58:00Z", "transaction_amount_usd": 77702.85 }, { "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": 0.676, "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": 827829.23, "financial_exposure_usd": 934647.55, "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-100201", "label": "fraudulent", "label_confidence": 0.913, "severity": "critical", "timestamp": "2026-01-01T03:21:00Z", "trace_id": "fc31654d-f6ae-7936-0071-4e0f2b23ace0" }
{ "account_age_days": 1361, "account_id": "ACCT-D907BA3F1949", "baseline_risk_score": 0.614, "kyc_tier": "tier_3", "session_entropy": 0.542 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 368, "timestamp": "2025-12-31T17:34:00Z", "transaction_amount_usd": 20 }, { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.897, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 9", "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": 483662.55, "financial_exposure_usd": 566247.43, "recoverable_pct": 0.547 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100542", "label": "fraudulent", "label_confidence": 0.928, "severity": "critical", "timestamp": "2026-01-01T09:02:00Z", "trace_id": "25b0326c-ff93-5d77-8583-734d98feadc1" }
{ "account_age_days": 1485, "account_id": "ACCT-9490C1A401C4", "baseline_risk_score": 0.323, "kyc_tier": "tier_1", "session_entropy": 0.559 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 85, "timestamp": "2026-01-01T09:02:00Z", "transaction_amount_usd": 118394.65 }, { "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": 0.9, "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 HAVI...
{ "customer_funds_at_risk_usd": 321236.79, "financial_exposure_usd": 498537.27, "recoverable_pct": 0.515 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100272", "label": "fraudulent", "label_confidence": 0.931, "severity": "high", "timestamp": "2026-01-01T04:32:00Z", "trace_id": "857ea116-29a8-f004-7314-6dae97a70f9d" }
{ "account_age_days": 1130, "account_id": "ACCT-C04675C7C875", "baseline_risk_score": 0.552, "kyc_tier": "tier_3", "session_entropy": 0.751 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 335, "timestamp": "2025-12-31T23:30:00Z", "transaction_amount_usd": 24.63 }, { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.467, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 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": 276698.39, "financial_exposure_usd": 428856.23, "recoverable_pct": 0.835 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107917", "label": "benign", "label_confidence": 0.526, "severity": "low", "timestamp": "2026-01-06T11:57:00Z", "trace_id": "52186e32-5609-9327-6c86-1ae33b2bc236" }
{ "account_age_days": 1603, "account_id": "ACCT-7A0A889919CE", "baseline_risk_score": 0.118, "kyc_tier": "tier_1", "session_entropy": 0.903 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 262, "timestamp": "2026-01-06T03:10:00Z", "transaction_amount_usd": 11.91 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.554, "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": 1268.98, "financial_exposure_usd": 1904.62, "recoverable_pct": 0.659 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103122", "label": "fraudulent", "label_confidence": 0.791, "severity": "high", "timestamp": "2026-01-03T04:02:00Z", "trace_id": "c13a5554-cfc9-039f-1d86-4605a275a002" }
{ "account_age_days": 1759, "account_id": "ACCT-5A08985E2BA7", "baseline_risk_score": 0.361, "kyc_tier": "tier_3", "session_entropy": 0.405 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 837, "timestamp": "2026-01-03T04:02:00Z", "transaction_amount_usd": 63546.5 }, { "asset": "JPY", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.819, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 1, 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": 87404.77, "financial_exposure_usd": 139902.78, "recoverable_pct": 0.142 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103625", "label": "fraudulent", "label_confidence": 0.827, "severity": "critical", "timestamp": "2026-01-03T12:25:00Z", "trace_id": "256fe80e-09dc-8ba0-1502-d44df1e7d309" }
{ "account_age_days": 1173, "account_id": "ACCT-38BC17568C91", "baseline_risk_score": 0.151, "kyc_tier": "tier_3", "session_entropy": 0.691 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 127, "timestamp": "2026-01-03T12:25:00Z", "transaction_amount_usd": 1069716.11 }, { "asset": "EUR", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.857, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 1313293.34, "financial_exposure_usd": 1794785.15, "recoverable_pct": 0.796 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105306", "label": "fraudulent", "label_confidence": 0.821, "severity": "medium", "timestamp": "2026-01-04T16:26:00Z", "trace_id": "a294c5b9-dead-c199-277c-94ea97637091" }
{ "account_age_days": 637, "account_id": "ACCT-97FEA976029F", "baseline_risk_score": 0.374, "kyc_tier": "tier_3", "session_entropy": 0.586 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 925, "timestamp": "2026-01-04T16:26:00Z", "transaction_amount_usd": 2268782.65 }, { "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": 0.45, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND post...
{ "customer_funds_at_risk_usd": 5031568.96, "financial_exposure_usd": 5604774.88, "recoverable_pct": 0.937 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106445", "label": "fraudulent", "label_confidence": 0.717, "severity": "critical", "timestamp": "2026-01-05T11:25:00Z", "trace_id": "aea3e7fb-4e34-c549-0a5b-668fd2ac1381" }
{ "account_age_days": 1466, "account_id": "ACCT-A8184AC94189", "baseline_risk_score": 0.391, "kyc_tier": "tier_1", "session_entropy": 0.48 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 219, "timestamp": "2026-01-05T01:26:00Z", "transaction_amount_usd": 1.63 }, { "asset": "SOL", "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": 0.939, "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": 5051917.89, "financial_exposure_usd": 5129040.31, "recoverable_pct": 0.635 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103135", "label": "fraudulent", "label_confidence": 0.905, "severity": "high", "timestamp": "2026-01-03T04:15:00Z", "trace_id": "0bce4163-490a-4e42-22bc-ad75f1a24b21" }
{ "account_age_days": 730, "account_id": "ACCT-CDE0C2AAE9BC", "baseline_risk_score": 0.532, "kyc_tier": "tier_3", "session_entropy": 0.943 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CA", "latency_ms": 307, "timestamp": "2026-01-03T04:15:00Z", "transaction_amount_usd": 102983.69 }, { "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": 0.648, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 611793.45, "financial_exposure_usd": 1296838.16, "recoverable_pct": 0.481 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106343", "label": "fraudulent", "label_confidence": 0.813, "severity": "medium", "timestamp": "2026-01-05T09:43:00Z", "trace_id": "47b843b7-487f-d75f-68f8-a7e10014513e" }
{ "account_age_days": 1819, "account_id": "ACCT-5412E992B95D", "baseline_risk_score": 0.075, "kyc_tier": "tier_2", "session_entropy": 0.762 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 767, "timestamp": "2026-01-05T09:43:00Z", "transaction_amount_usd": 651262.67 }, { "asset": "BTC", "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": 0.405, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 1421874.61, "financial_exposure_usd": 3305305.3, "recoverable_pct": 0.544 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100464", "label": "fraudulent", "label_confidence": 0.906, "severity": "medium", "timestamp": "2026-01-01T07:44:00Z", "trace_id": "0ee7305e-4904-f586-d3b6-f12e78a6d44a" }
{ "account_age_days": 342, "account_id": "ACCT-4206B9BEBDF3", "baseline_risk_score": 0.403, "kyc_tier": "tier_1", "session_entropy": 0.669 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 274, "timestamp": "2026-01-01T02:18:00Z", "transaction_amount_usd": 18.3 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.4, "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 HAVING...
{ "customer_funds_at_risk_usd": 702666.63, "financial_exposure_usd": 1502055.16, "recoverable_pct": 0.662 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104133", "label": "fraudulent", "label_confidence": 0.636, "severity": "high", "timestamp": "2026-01-03T20:53:00Z", "trace_id": "914a79c1-b050-e9b0-ea86-4e777000d836" }
{ "account_age_days": 340, "account_id": "ACCT-AD38A30C85B1", "baseline_risk_score": 0.368, "kyc_tier": "tier_2", "session_entropy": 0.198 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 365, "timestamp": "2026-01-03T20:53:00Z", "transaction_amount_usd": 942671.1 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.863, "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": 4556102.16, "financial_exposure_usd": 5737354.01, "recoverable_pct": 0.493 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107237", "label": "benign", "label_confidence": 0.566, "severity": "medium", "timestamp": "2026-01-06T00:37:00Z", "trace_id": "346e06ce-da90-d39c-20f1-9bb66407e7c1" }
{ "account_age_days": 366, "account_id": "ACCT-E4AEABDB382E", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.629 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 567, "timestamp": "2026-01-06T00:37:00Z", "transaction_amount_usd": 8487.01 }, { "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": 0.598, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 3072.09, "financial_exposure_usd": 4228.03, "recoverable_pct": 0.709 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106516", "label": "fraudulent", "label_confidence": 0.797, "severity": "medium", "timestamp": "2026-01-05T12:36:00Z", "trace_id": "3656d8f7-4bbc-cdee-cdb2-3344d615dc7e" }
{ "account_age_days": 1193, "account_id": "ACCT-C91EEC1682A7", "baseline_risk_score": 0.092, "kyc_tier": "tier_2", "session_entropy": 0.476 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 1086, "timestamp": "2026-01-05T12:36:00Z", "transaction_amount_usd": 1618022.61 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BO...
{ "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": 0.402, "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": 6099539.29, "financial_exposure_usd": 6493801.5, "recoverable_pct": 0.79 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101720", "label": "fraudulent", "label_confidence": 0.775, "severity": "medium", "timestamp": "2026-01-02T04:40:00Z", "trace_id": "757a3e24-dc51-4db5-df17-84cec2954026" }
{ "account_age_days": 168, "account_id": "ACCT-FA1AB1976F17", "baseline_risk_score": 0.435, "kyc_tier": "tier_3", "session_entropy": 0.691 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 344, "timestamp": "2026-01-01T20:25:00Z", "transaction_amount_usd": 4.09 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.635, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 8", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 195669.79, "financial_exposure_usd": 441416.48, "recoverable_pct": 0.445 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100181", "label": "fraudulent", "label_confidence": 0.762, "severity": "critical", "timestamp": "2026-01-01T03:01:00Z", "trace_id": "6cfb6acc-2e0c-5488-a76f-7d3c62522f26" }
{ "account_age_days": 1385, "account_id": "ACCT-40987D5C5E8A", "baseline_risk_score": 0.434, "kyc_tier": "tier_2", "session_entropy": 0.462 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 171, "timestamp": "2026-01-01T00:00:00Z", "transaction_amount_usd": 0.87 }, { "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": 0.676, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 597796.5, "financial_exposure_usd": 1037942.4, "recoverable_pct": 0.355 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104219", "label": "fraudulent", "label_confidence": 0.878, "severity": "high", "timestamp": "2026-01-03T22:19:00Z", "trace_id": "c83bc73f-ba73-89c3-8145-fede2c1b4a8a" }
{ "account_age_days": 150, "account_id": "ACCT-D8FC881E6043", "baseline_risk_score": 0.282, "kyc_tier": "tier_2", "session_entropy": 0.326 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 954, "timestamp": "2026-01-03T22:19:00Z", "transaction_amount_usd": 2375548.74 }, { "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": 0.497, "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": 1939740.14, "financial_exposure_usd": 2978578.97, "recoverable_pct": 0.869 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107724", "label": "benign", "label_confidence": 0.5, "severity": "high", "timestamp": "2026-01-06T08:44:00Z", "trace_id": "a20ee25f-57b9-794b-84ba-7afcb781a593" }
{ "account_age_days": 1193, "account_id": "ACCT-7CE74992EEAD", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.219 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 1007, "timestamp": "2026-01-06T08:44:00Z", "transaction_amount_usd": 14089.82 }, { "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": 0.676, "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": 2617.42, "financial_exposure_usd": 2687.87, "recoverable_pct": 0.562 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102940", "label": "fraudulent", "label_confidence": 0.806, "severity": "high", "timestamp": "2026-01-03T01:00:00Z", "trace_id": "64e3f5fc-24e8-26ce-55c2-d628121ccedc" }
{ "account_age_days": 1125, "account_id": "ACCT-DD8CBE0C013D", "baseline_risk_score": 0.356, "kyc_tier": "tier_2", "session_entropy": 0.317 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 925, "timestamp": "2026-01-03T01:00:00Z", "transaction_amount_usd": 87361.17 }, { "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": 0.812, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 902683.53, "financial_exposure_usd": 943761.87, "recoverable_pct": 0.496 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100073", "label": "fraudulent", "label_confidence": 0.794, "severity": "critical", "timestamp": "2026-01-01T01:13:00Z", "trace_id": "85695f97-180d-c855-c55f-fde8bc3e1d19" }
{ "account_age_days": 1843, "account_id": "ACCT-B972393A5BB0", "baseline_risk_score": 0.425, "kyc_tier": "tier_1", "session_entropy": 0.215 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 404, "timestamp": "2026-01-01T01:13:00Z", "transaction_amount_usd": 57002.65 }, { "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": 0.774, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 744121.67, "financial_exposure_usd": 1025468.85, "recoverable_pct": 0.417 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108912", "label": "benign", "label_confidence": 0.714, "severity": "critical", "timestamp": "2026-01-07T04:32:00Z", "trace_id": "1f8a5a37-9a3b-fc58-b9b0-298dd2ee981a" }
{ "account_age_days": 1733, "account_id": "ACCT-A82DADA068A0", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.802 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 817, "timestamp": "2026-01-07T04:32:00Z", "transaction_amount_usd": 1684.08 }, { "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": 0.79, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior...
{ "customer_funds_at_risk_usd": 968.45, "financial_exposure_usd": 1879.65, "recoverable_pct": 0.587 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108455", "label": "benign", "label_confidence": 0.601, "severity": "low", "timestamp": "2026-01-06T20:55:00Z", "trace_id": "301a55c4-0c1a-a6ca-5e51-2dbe7839a83b" }
{ "account_age_days": 1214, "account_id": "ACCT-5358B9760A81", "baseline_risk_score": 0.148, "kyc_tier": "tier_3", "session_entropy": 0.258 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 240, "timestamp": "2026-01-06T13:37:00Z", "transaction_amount_usd": 21.36 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.663, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 3793, "financial_exposure_usd": 4041.07, "recoverable_pct": 0.601 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109104", "label": "benign", "label_confidence": 0.601, "severity": "low", "timestamp": "2026-01-07T07:44:00Z", "trace_id": "645472a6-7959-dee3-5bf7-a3baaaaa0ad3" }
{ "account_age_days": 1188, "account_id": "ACCT-DF2AA14D1E26", "baseline_risk_score": 0.115, "kyc_tier": "tier_3", "session_entropy": 0.677 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 296, "timestamp": "2026-01-07T07:44:00Z", "transaction_amount_usd": 1652.55 }, { "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": 0.746, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 2035.75, "financial_exposure_usd": 3617.08, "recoverable_pct": 0.54 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105926", "label": "fraudulent", "label_confidence": 0.661, "severity": "medium", "timestamp": "2026-01-05T02:46:00Z", "trace_id": "e69ae313-d757-ff80-1662-d30d1965a3a4" }
{ "account_age_days": 1744, "account_id": "ACCT-5FCF0A8E87DD", "baseline_risk_score": 0.249, "kyc_tier": "tier_2", "session_entropy": 0.815 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 752, "timestamp": "2026-01-05T02:46:00Z", "transaction_amount_usd": 2526918.85 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BO...
{ "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": 0.377, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, 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": 3187638.7, "financial_exposure_usd": 5384685.42, "recoverable_pct": 0.772 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100455", "label": "fraudulent", "label_confidence": 0.912, "severity": "critical", "timestamp": "2026-01-01T07:35:00Z", "trace_id": "2b824325-b17b-f67b-d483-c35369b21ef3" }
{ "account_age_days": 171, "account_id": "ACCT-66E0AFCD2D5A", "baseline_risk_score": 0.435, "kyc_tier": "tier_2", "session_entropy": 0.134 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 89, "timestamp": "2025-12-31T21:55:00Z", "transaction_amount_usd": 8.97 }, { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "ge...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.669, "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": 998172.7, "financial_exposure_usd": 1016860.64, "recoverable_pct": 0.017 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108703", "label": "benign", "label_confidence": 0.718, "severity": "high", "timestamp": "2026-01-07T01:03:00Z", "trace_id": "77f081f3-e9f2-2098-f5e1-0327c11619f2" }
{ "account_age_days": 712, "account_id": "ACCT-EC65347E8A29", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.369 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 521, "timestamp": "2026-01-07T01:03:00Z", "transaction_amount_usd": 13345.27 }, { "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": 0.475, "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": 3385.11, "financial_exposure_usd": 6468.75, "recoverable_pct": 0.992 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107651", "label": "benign", "label_confidence": 0.484, "severity": "medium", "timestamp": "2026-01-06T07:31:00Z", "trace_id": "bc545453-470c-db88-49f0-e8f810b5f751" }
{ "account_age_days": 908, "account_id": "ACCT-E1620853C077", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.479 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 146, "timestamp": "2026-01-05T21:15:00Z", "transaction_amount_usd": 19.82 }, { "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": 0.743, "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": 1071.85, "financial_exposure_usd": 1261.29, "recoverable_pct": 0.902 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104404", "label": "fraudulent", "label_confidence": 0.765, "severity": "high", "timestamp": "2026-01-04T01:24:00Z", "trace_id": "06827f54-bb9c-9f91-f68b-741673427e7a" }
{ "account_age_days": 1188, "account_id": "ACCT-A02895CDF266", "baseline_risk_score": 0.082, "kyc_tier": "tier_3", "session_entropy": 0.935 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 588, "timestamp": "2026-01-04T01:24:00Z", "transaction_amount_usd": 60704.34 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK_I...
{ "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": 0.38, "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 AN...
{ "customer_funds_at_risk_usd": 5187613.67, "financial_exposure_usd": 8538683.79, "recoverable_pct": 0.68 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108326", "label": "benign", "label_confidence": 0.709, "severity": "low", "timestamp": "2026-01-06T18:46:00Z", "trace_id": "0252dac4-988a-079b-fe5a-2894e46dad01" }
{ "account_age_days": 1950, "account_id": "ACCT-9FC02750C84A", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.276 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 108, "timestamp": "2026-01-06T18:46:00Z", "transaction_amount_usd": 7246.04 }, { "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": 0.491, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1973.77, "financial_exposure_usd": 2552.75, "recoverable_pct": 0.816 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102358", "label": "fraudulent", "label_confidence": 0.9, "severity": "high", "timestamp": "2026-01-02T15:18:00Z", "trace_id": "fc60cf87-fd36-58bd-5c5d-8803be78b540" }
{ "account_age_days": 494, "account_id": "ACCT-DEF7ED972B11", "baseline_risk_score": 0.574, "kyc_tier": "tier_1", "session_entropy": 0.284 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 85, "timestamp": "2026-01-02T15:18:00Z", "transaction_amount_usd": 11432.42 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.902, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 436581.61, "financial_exposure_usd": 443529.01, "recoverable_pct": 0.746 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108533", "label": "benign", "label_confidence": 0.513, "severity": "low", "timestamp": "2026-01-06T22:13:00Z", "trace_id": "df8a410d-b256-a9c7-a5a4-d6e7cbb1dc5a" }
{ "account_age_days": 591, "account_id": "ACCT-3C571AB48E4D", "baseline_risk_score": 0.061, "kyc_tier": "tier_2", "session_entropy": 0.71 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 1069, "timestamp": "2026-01-06T22:13:00Z", "transaction_amount_usd": 2033.2 }, { "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": 0.638, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 1066.1, "financial_exposure_usd": 1157.43, "recoverable_pct": 0.654 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101329", "label": "fraudulent", "label_confidence": 0.958, "severity": "low", "timestamp": "2026-01-01T22:09:00Z", "trace_id": "b14c1706-c55f-da78-eac0-4a140c15a8ef" }
{ "account_age_days": 1374, "account_id": "ACCT-BE27D793F67E", "baseline_risk_score": 0.561, "kyc_tier": "tier_3", "session_entropy": 0.535 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "FR", "latency_ms": 1142, "timestamp": "2026-01-01T22:09:00Z", "transaction_amount_usd": 35431.85 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE",...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.485, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 330609.64, "financial_exposure_usd": 564579.96, "recoverable_pct": 0.606 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100039", "label": "fraudulent", "label_confidence": 0.795, "severity": "critical", "timestamp": "2026-01-01T00:39:00Z", "trace_id": "c0986750-4741-9b48-34ae-4abd36fce0ac" }
{ "account_age_days": 840, "account_id": "ACCT-816462CB8FC3", "baseline_risk_score": 0.444, "kyc_tier": "tier_3", "session_entropy": 0.655 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 1017, "timestamp": "2026-01-01T00:39:00Z", "transaction_amount_usd": 96040.53 }, { "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": 0.599, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 292916.69, "financial_exposure_usd": 422545.25, "recoverable_pct": 0.07 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107671", "label": "benign", "label_confidence": 0.571, "severity": "medium", "timestamp": "2026-01-06T07:51:00Z", "trace_id": "1f0e84e0-2fab-45dc-b5bd-4cdbdd5e3ca1" }
{ "account_age_days": 1008, "account_id": "ACCT-1A5B999DCB69", "baseline_risk_score": 0.138, "kyc_tier": "tier_3", "session_entropy": 0.76 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 676, "timestamp": "2026-01-06T07:51:00Z", "transaction_amount_usd": 3562.95 }, { "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": 0.547, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 3324.04, "financial_exposure_usd": 8214.13, "recoverable_pct": 0.465 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108881", "label": "benign", "label_confidence": 0.454, "severity": "medium", "timestamp": "2026-01-07T04:01:00Z", "trace_id": "02786ec2-49ef-4694-a48d-36badf1b1253" }
{ "account_age_days": 1414, "account_id": "ACCT-58709BE84FA5", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.679 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 867, "timestamp": "2026-01-07T04:01:00Z", "transaction_amount_usd": 3342.7 }, { "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": 0.679, "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": 904.36, "financial_exposure_usd": 1029.99, "recoverable_pct": 0.537 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104378", "label": "fraudulent", "label_confidence": 0.679, "severity": "medium", "timestamp": "2026-01-04T00:58:00Z", "trace_id": "06b6d4bb-e03a-4795-29c0-21f6880995cb" }
{ "account_age_days": 1980, "account_id": "ACCT-4C4FC93E9192", "baseline_risk_score": 0.257, "kyc_tier": "tier_2", "session_entropy": 0.858 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 397, "timestamp": "2026-01-04T00:58:00Z", "transaction_amount_usd": 235136.64 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.875, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 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": 1827985.64, "financial_exposure_usd": 2453660.7, "recoverable_pct": 0.472 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106149", "label": "fraudulent", "label_confidence": 0.668, "severity": "low", "timestamp": "2026-01-05T06:29:00Z", "trace_id": "e9a5dd19-3ebd-6b31-1264-7e75a50792dc" }
{ "account_age_days": 1137, "account_id": "ACCT-9329A2F91C0A", "baseline_risk_score": 0.203, "kyc_tier": "tier_3", "session_entropy": 0.797 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 1174, "timestamp": "2026-01-05T06:29:00Z", "transaction_amount_usd": 368183.43 }, { "asset": "JPY", "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": 0.443, "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": 3825068.11, "financial_exposure_usd": 3886346.04, "recoverable_pct": 0.533 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106928", "label": "benign", "label_confidence": 0.602, "severity": "low", "timestamp": "2026-01-05T19:28:00Z", "trace_id": "a1869112-2781-42e0-93a3-7c39bffc9673" }
{ "account_age_days": 289, "account_id": "ACCT-038E019D25AA", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.482 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 460, "timestamp": "2026-01-05T19:28:00Z", "transaction_amount_usd": 8621.12 }, { "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": 0.75, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior...
{ "customer_funds_at_risk_usd": 2220.51, "financial_exposure_usd": 2999.61, "recoverable_pct": 0.928 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101227", "label": "fraudulent", "label_confidence": 0.964, "severity": "high", "timestamp": "2026-01-01T20:27:00Z", "trace_id": "b243fc45-fd92-3a76-4e74-df8946ca0888" }
{ "account_age_days": 1775, "account_id": "ACCT-737765962EAD", "baseline_risk_score": 0.605, "kyc_tier": "tier_3", "session_entropy": 0.193 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 963, "timestamp": "2026-01-01T20:27:00Z", "transaction_amount_usd": 86720.13 }, { "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": 0.817, "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": 418969.36, "financial_exposure_usd": 1030299.29, "recoverable_pct": 0.438 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102635", "label": "fraudulent", "label_confidence": 0.863, "severity": "low", "timestamp": "2026-01-02T19:55:00Z", "trace_id": "3e8342f1-2270-3b57-d81e-750b84e16829" }
{ "account_age_days": 1746, "account_id": "ACCT-4370FFA91C38", "baseline_risk_score": 0.568, "kyc_tier": "tier_2", "session_entropy": 0.783 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "MY", "latency_ms": 717, "timestamp": "2026-01-02T19:55:00Z", "transaction_amount_usd": 113133.27 }, { "asset": "JPY", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.779, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 267343.45, "financial_exposure_usd": 311669.01, "recoverable_pct": 0.608 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103532", "label": "fraudulent", "label_confidence": 0.863, "severity": "critical", "timestamp": "2026-01-03T10:52:00Z", "trace_id": "4ce0058e-bf91-2ca0-2b3e-f550eea71d9d" }
{ "account_age_days": 1960, "account_id": "ACCT-50CD3482495E", "baseline_risk_score": 0.059, "kyc_tier": "tier_1", "session_entropy": 0.142 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 154, "timestamp": "2026-01-03T09:47:00Z", "transaction_amount_usd": 3.52 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.834, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 956455.5, "financial_exposure_usd": 2093161.96, "recoverable_pct": 0.848 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101039", "label": "fraudulent", "label_confidence": 0.832, "severity": "critical", "timestamp": "2026-01-01T17:19:00Z", "trace_id": "a69bb8e7-e3bd-1c68-71b4-5b12cce8c333" }
{ "account_age_days": 1405, "account_id": "ACCT-B7D431463703", "baseline_risk_score": 0.308, "kyc_tier": "tier_3", "session_entropy": 0.936 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 958, "timestamp": "2026-01-01T17:19:00Z", "transaction_amount_usd": 48670.71 }, { "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": 0.705, "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": 636273.44, "financial_exposure_usd": 976093.95, "recoverable_pct": 0.357 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104480", "label": "fraudulent", "label_confidence": 0.785, "severity": "high", "timestamp": "2026-01-04T02:40:00Z", "trace_id": "e7c56bd9-7973-2f1d-45bf-202b3d5531af" }
{ "account_age_days": 997, "account_id": "ACCT-BBC0F63EBB6E", "baseline_risk_score": 0.222, "kyc_tier": "tier_2", "session_entropy": 0.66 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 648, "timestamp": "2026-01-04T02:40:00Z", "transaction_amount_usd": 1963822.13 }, { "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": 0.904, "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": 4321241.36, "financial_exposure_usd": 4609282.84, "recoverable_pct": 0.914 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109132", "label": "benign", "label_confidence": 0.64, "severity": "low", "timestamp": "2026-01-07T08:12:00Z", "trace_id": "b053dc49-156d-8000-b1c1-b0f32e7f1d9c" }
{ "account_age_days": 648, "account_id": "ACCT-409F1B19EC87", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.469 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 1034, "timestamp": "2026-01-07T08:12:00Z", "transaction_amount_usd": 9125.45 }, { "asset": "USDT", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.467, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 2054.17, "financial_exposure_usd": 2245.37, "recoverable_pct": 0.595 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108373", "label": "benign", "label_confidence": 0.486, "severity": "low", "timestamp": "2026-01-06T19:33:00Z", "trace_id": "42b25694-59bf-16b7-66f0-676206635063" }
{ "account_age_days": 721, "account_id": "ACCT-07FE9851A34B", "baseline_risk_score": 0.185, "kyc_tier": "tier_3", "session_entropy": 0.86 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 1143, "timestamp": "2026-01-06T19:33:00Z", "transaction_amount_usd": 3552.92 }, { "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": 0.611, "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": 829.36, "financial_exposure_usd": 1085.95, "recoverable_pct": 0.613 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107685", "label": "benign", "label_confidence": 0.683, "severity": "high", "timestamp": "2026-01-06T08:05:00Z", "trace_id": "c91e52ea-31b2-06b9-f310-8ea9c0bc543d" }
{ "account_age_days": 24, "account_id": "ACCT-EA697E30393E", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.364 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 1019, "timestamp": "2026-01-06T08:05:00Z", "transaction_amount_usd": 8125.64 }, { "asset": "BTC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.617, "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": 4790.32, "financial_exposure_usd": 4796.18, "recoverable_pct": 0.951 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106422", "label": "fraudulent", "label_confidence": 0.78, "severity": "medium", "timestamp": "2026-01-05T11:02:00Z", "trace_id": "ba0b14a1-5488-4997-15e4-9c38b20964b0" }
{ "account_age_days": 71, "account_id": "ACCT-51F92C23283F", "baseline_risk_score": 0.269, "kyc_tier": "tier_3", "session_entropy": 0.168 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 193, "timestamp": "2026-01-04T23:45:00Z", "transaction_amount_usd": 17.18 }, { "asset": "JPY", "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": 0.91, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND post...
{ "customer_funds_at_risk_usd": 1650613.43, "financial_exposure_usd": 3014706.33, "recoverable_pct": 0.806 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109712", "label": "benign", "label_confidence": 0.522, "severity": "high", "timestamp": "2026-01-07T17:52:00Z", "trace_id": "24d7d35d-b37e-e3b0-d38d-bda63025c4fd" }
{ "account_age_days": 794, "account_id": "ACCT-61C447F02400", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.434 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 223, "timestamp": "2026-01-07T09:39:00Z", "transaction_amount_usd": 1.53 }, { "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": 0.462, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 8", "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": 1102.58, "financial_exposure_usd": 2075.93, "recoverable_pct": 0.957 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106201", "label": "fraudulent", "label_confidence": 0.902, "severity": "high", "timestamp": "2026-01-05T07:21:00Z", "trace_id": "f9310348-73c1-eacb-29a4-6838d8adfba8" }
{ "account_age_days": 1124, "account_id": "ACCT-D9BB79A58A79", "baseline_risk_score": 0.141, "kyc_tier": "tier_3", "session_entropy": 0.419 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 963, "timestamp": "2026-01-05T07:21:00Z", "transaction_amount_usd": 517302.97 }, { "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": 0.365, "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": 3592794.15, "financial_exposure_usd": 5057210.2, "recoverable_pct": 0.541 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101382", "label": "fraudulent", "label_confidence": 0.867, "severity": "critical", "timestamp": "2026-01-01T23:02:00Z", "trace_id": "3b2de727-00ba-3fe2-0d1c-45fe67eef03f" }
{ "account_age_days": 678, "account_id": "ACCT-38AF43C74F29", "baseline_risk_score": 0.3, "kyc_tier": "tier_2", "session_entropy": 0.792 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 876, "timestamp": "2026-01-01T23:02:00Z", "transaction_amount_usd": 63972.6 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.785, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 325519.9, "financial_exposure_usd": 421858.04, "recoverable_pct": 0.698 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106064", "label": "fraudulent", "label_confidence": 0.883, "severity": "high", "timestamp": "2026-01-05T05:04:00Z", "trace_id": "a3cf766a-3c59-2a76-2b89-32d6a5f8e33a" }
{ "account_age_days": 1701, "account_id": "ACCT-1B844F25DBA5", "baseline_risk_score": 0.273, "kyc_tier": "tier_1", "session_entropy": 0.569 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 707, "timestamp": "2026-01-05T05:04:00Z", "transaction_amount_usd": 1209633.17 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.523, "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": 4143595.81, "financial_exposure_usd": 5702129.96, "recoverable_pct": 0.858 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100435", "label": "fraudulent", "label_confidence": 0.85, "severity": "medium", "timestamp": "2026-01-01T07:15:00Z", "trace_id": "8cb9b57e-279c-def7-8ff6-3d7ed92fcf51" }
{ "account_age_days": 531, "account_id": "ACCT-2BFE6EB67AE2", "baseline_risk_score": 0.62, "kyc_tier": "tier_2", "session_entropy": 0.85 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 217, "timestamp": "2026-01-01T00:49:00Z", "transaction_amount_usd": 14.13 }, { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.731, "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": 488616.41, "financial_exposure_usd": 628204.16, "recoverable_pct": 0.291 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108784", "label": "benign", "label_confidence": 0.711, "severity": "high", "timestamp": "2026-01-07T02:24:00Z", "trace_id": "522de8d8-58c5-378a-0edd-23814b3b614f" }
{ "account_age_days": 1928, "account_id": "ACCT-FC9685A8E817", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.275 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 422, "timestamp": "2026-01-07T02:24:00Z", "transaction_amount_usd": 900.9 }, { "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": 0.666, "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": 1054.8, "financial_exposure_usd": 1427.38, "recoverable_pct": 0.573 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104739", "label": "fraudulent", "label_confidence": 0.918, "severity": "medium", "timestamp": "2026-01-04T06:59:00Z", "trace_id": "fab768e5-3a44-9747-1424-3456a8a607ce" }
{ "account_age_days": 1708, "account_id": "ACCT-EA2231912885", "baseline_risk_score": 0.075, "kyc_tier": "tier_2", "session_entropy": 0.234 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 597, "timestamp": "2026-01-04T06:59:00Z", "transaction_amount_usd": 466639.55 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.594, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 1098324.33, "financial_exposure_usd": 2169973.73, "recoverable_pct": 0.52 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107070", "label": "benign", "label_confidence": 0.506, "severity": "low", "timestamp": "2026-01-05T21:50:00Z", "trace_id": "215e9714-2664-1ddc-706e-ab6042a3663a" }
{ "account_age_days": 1473, "account_id": "ACCT-0BB6E828804C", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.205 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 373, "timestamp": "2026-01-05T15:59:00Z", "transaction_amount_usd": 21.65 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.742, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 405.2, "financial_exposure_usd": 658.56, "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-101043", "label": "fraudulent", "label_confidence": 0.963, "severity": "high", "timestamp": "2026-01-01T17:23:00Z", "trace_id": "f2595fad-b471-44cb-9c3f-8284898563c2" }
{ "account_age_days": 133, "account_id": "ACCT-2EC694F6BA19", "baseline_risk_score": 0.485, "kyc_tier": "tier_1", "session_entropy": 0.89 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 914, "timestamp": "2026-01-01T17:23:00Z", "transaction_amount_usd": 87577.03 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.822, "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": 219750.57, "financial_exposure_usd": 408838.2, "recoverable_pct": 0.285 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102416", "label": "fraudulent", "label_confidence": 0.937, "severity": "medium", "timestamp": "2026-01-02T16:16:00Z", "trace_id": "c3cf220e-0c52-7f34-9c26-12d3b1c66f5b" }
{ "account_age_days": 534, "account_id": "ACCT-1569FB1FADFE", "baseline_risk_score": 0.326, "kyc_tier": "tier_2", "session_entropy": 0.374 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 1070, "timestamp": "2026-01-02T16:16:00Z", "transaction_amount_usd": 22217.06 }, { "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": 0.871, "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": 442640.51, "financial_exposure_usd": 820593.13, "recoverable_pct": 0.046 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109871", "label": "benign", "label_confidence": 0.548, "severity": "medium", "timestamp": "2026-01-07T20:31:00Z", "trace_id": "73fc8656-903d-5013-d6a2-a663bb4abe76" }
{ "account_age_days": 533, "account_id": "ACCT-E9F21912BE26", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.545 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 354, "timestamp": "2026-01-07T20:31:00Z", "transaction_amount_usd": 11639.35 }, { "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": 0.506, "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": 2957.29, "financial_exposure_usd": 3852.31, "recoverable_pct": 0.832 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102959", "label": "fraudulent", "label_confidence": 0.927, "severity": "critical", "timestamp": "2026-01-03T01:19:00Z", "trace_id": "4e015926-597d-9d07-2362-ee9faa534444" }
{ "account_age_days": 1145, "account_id": "ACCT-2C6F42FE194C", "baseline_risk_score": 0.262, "kyc_tier": "tier_3", "session_entropy": 0.883 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 209, "timestamp": "2026-01-02T18:55:00Z", "transaction_amount_usd": 0.76 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.884, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 430182.43, "financial_exposure_usd": 628286.87, "recoverable_pct": 0.284 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104317", "label": "fraudulent", "label_confidence": 0.943, "severity": "medium", "timestamp": "2026-01-03T23:57:00Z", "trace_id": "bc13c68e-e778-84f5-1372-1548f4cec118" }
{ "account_age_days": 236, "account_id": "ACCT-8AD021D0FA8E", "baseline_risk_score": 0.152, "kyc_tier": "tier_1", "session_entropy": 0.383 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 164, "timestamp": "2026-01-03T12:41:00Z", "transaction_amount_usd": 13.75 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.38, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 9", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND post...
{ "customer_funds_at_risk_usd": 4648526.09, "financial_exposure_usd": 7049365.1, "recoverable_pct": 0.474 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105401", "label": "fraudulent", "label_confidence": 0.677, "severity": "high", "timestamp": "2026-01-04T18:01:00Z", "trace_id": "982e8058-d01c-9247-06ee-dcb283b87a82" }
{ "account_age_days": 1053, "account_id": "ACCT-D0DC16883FF8", "baseline_risk_score": 0.371, "kyc_tier": "tier_2", "session_entropy": 0.749 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 306, "timestamp": "2026-01-04T08:34:00Z", "transaction_amount_usd": 12.42 }, { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTE...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.521, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 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": 2313788.83, "financial_exposure_usd": 2717534.3, "recoverable_pct": 0.545 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101745", "label": "fraudulent", "label_confidence": 0.86, "severity": "high", "timestamp": "2026-01-02T05:05:00Z", "trace_id": "fdcc504c-9b43-5c84-ae4b-93858d3d0b08" }
{ "account_age_days": 811, "account_id": "ACCT-8233A2FE6C35", "baseline_risk_score": 0.58, "kyc_tier": "tier_2", "session_entropy": 0.106 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 85, "timestamp": "2026-01-02T02:27:00Z", "transaction_amount_usd": 0.84 }, { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.374, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 873184.92, "financial_exposure_usd": 917995.67, "recoverable_pct": 0.763 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100991", "label": "fraudulent", "label_confidence": 0.754, "severity": "high", "timestamp": "2026-01-01T16:31:00Z", "trace_id": "11a0dd24-d1f3-d0a6-20f7-59f69df0503b" }
{ "account_age_days": 338, "account_id": "ACCT-D810ABB71428", "baseline_risk_score": 0.633, "kyc_tier": "tier_1", "session_entropy": 0.306 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 1003, "timestamp": "2026-01-01T16:31:00Z", "transaction_amount_usd": 51265.4 }, { "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": 0.458, "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": 506487, "financial_exposure_usd": 943524.86, "recoverable_pct": 0.339 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109780", "label": "benign", "label_confidence": 0.68, "severity": "medium", "timestamp": "2026-01-07T19:00:00Z", "trace_id": "81e7bdee-bcae-1406-e25b-abe05ff9f1c8" }
{ "account_age_days": 1720, "account_id": "ACCT-7912A19D4723", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.54 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 222, "timestamp": "2026-01-07T19:00:00Z", "transaction_amount_usd": 6288.56 }, { "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": 0.796, "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": 902.13, "financial_exposure_usd": 1899.09, "recoverable_pct": 0.872 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105388", "label": "fraudulent", "label_confidence": 0.6, "severity": "high", "timestamp": "2026-01-04T17:48:00Z", "trace_id": "ccf37c8d-7982-7770-da1c-7a699f6b1cf4" }
{ "account_age_days": 1306, "account_id": "ACCT-2FE4B1419658", "baseline_risk_score": 0.051, "kyc_tier": "tier_2", "session_entropy": 0.342 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 353, "timestamp": "2026-01-04T15:42:00Z", "transaction_amount_usd": 24.8 }, { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.484, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 4695123.56, "financial_exposure_usd": 5016777.67, "recoverable_pct": 0.577 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101509", "label": "fraudulent", "label_confidence": 0.799, "severity": "critical", "timestamp": "2026-01-02T01:09:00Z", "trace_id": "b1b0acb2-34c2-3bf3-f354-24da5828f37e" }
{ "account_age_days": 818, "account_id": "ACCT-F4D0DDCDAC73", "baseline_risk_score": 0.527, "kyc_tier": "tier_3", "session_entropy": 0.142 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NL", "latency_ms": 1128, "timestamp": "2026-01-02T01:09:00Z", "transaction_amount_usd": 67828.03 }, { "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": 0.87, "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 HAVIN...
{ "customer_funds_at_risk_usd": 372733.26, "financial_exposure_usd": 455182.84, "recoverable_pct": 0.423 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103028", "label": "fraudulent", "label_confidence": 0.911, "severity": "medium", "timestamp": "2026-01-03T02:28:00Z", "trace_id": "effd7f06-7e78-b1fe-65f3-6ba49b6918cc" }
{ "account_age_days": 1703, "account_id": "ACCT-EC7E42437C95", "baseline_risk_score": 0.412, "kyc_tier": "tier_2", "session_entropy": 0.524 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "DE", "latency_ms": 707, "timestamp": "2026-01-03T02:28:00Z", "transaction_amount_usd": 55001.11 }, { "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": 0.941, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 468162, "financial_exposure_usd": 816553.49, "recoverable_pct": 0.295 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108049", "label": "benign", "label_confidence": 0.564, "severity": "low", "timestamp": "2026-01-06T14:09:00Z", "trace_id": "91ebed33-fcec-abc4-fc6a-421354292750" }
{ "account_age_days": 1225, "account_id": "ACCT-F504716699C5", "baseline_risk_score": 0.176, "kyc_tier": "tier_1", "session_entropy": 0.705 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 309, "timestamp": "2026-01-06T08:40:00Z", "transaction_amount_usd": 9.3 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.753, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 8", "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": 3177.86, "financial_exposure_usd": 6908.42, "recoverable_pct": 0.688 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100814", "label": "fraudulent", "label_confidence": 0.938, "severity": "critical", "timestamp": "2026-01-01T13:34:00Z", "trace_id": "180005e9-0d9d-3295-f1d1-4db3d39eb9ea" }
{ "account_age_days": 6, "account_id": "ACCT-796D19BD4169", "baseline_risk_score": 0.255, "kyc_tier": "tier_3", "session_entropy": 0.298 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 771, "timestamp": "2026-01-01T13:34:00Z", "transaction_amount_usd": 16231.4 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.368, "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": 457456.24, "financial_exposure_usd": 474069.64, "recoverable_pct": 0.183 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108568", "label": "benign", "label_confidence": 0.655, "severity": "low", "timestamp": "2026-01-06T22:48:00Z", "trace_id": "3732f8b3-1225-41fe-8896-b349ee45ba9d" }
{ "account_age_days": 1432, "account_id": "ACCT-1372643F3484", "baseline_risk_score": 0.073, "kyc_tier": "tier_2", "session_entropy": 0.455 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 1078, "timestamp": "2026-01-06T22:48:00Z", "transaction_amount_usd": 11314.42 }, { "asset": "BTC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.708, "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": 1395.62, "financial_exposure_usd": 2348.21, "recoverable_pct": 0.464 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106333", "label": "fraudulent", "label_confidence": 0.859, "severity": "medium", "timestamp": "2026-01-05T09:33:00Z", "trace_id": "bc39cc3d-c50a-217b-079e-f8f4b51ba654" }
{ "account_age_days": 1088, "account_id": "ACCT-C1E7A82C7064", "baseline_risk_score": 0.315, "kyc_tier": "tier_1", "session_entropy": 0.866 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 632, "timestamp": "2026-01-05T09:33:00Z", "transaction_amount_usd": 1632442.19 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.68, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND p...
{ "customer_funds_at_risk_usd": 3110904.26, "financial_exposure_usd": 3688069.75, "recoverable_pct": 0.622 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104377", "label": "fraudulent", "label_confidence": 0.674, "severity": "high", "timestamp": "2026-01-04T00:57:00Z", "trace_id": "43a883c6-7335-f35c-361d-98813fe722e9" }
{ "account_age_days": 711, "account_id": "ACCT-67CB8E0EE2EC", "baseline_risk_score": 0.306, "kyc_tier": "tier_2", "session_entropy": 0.275 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 332, "timestamp": "2026-01-03T20:45:00Z", "transaction_amount_usd": 12.84 }, { "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": 0.591, "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": 4379624.85, "financial_exposure_usd": 4386049.3, "recoverable_pct": 0.817 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106474", "label": "fraudulent", "label_confidence": 0.883, "severity": "low", "timestamp": "2026-01-05T11:54:00Z", "trace_id": "7240e925-730a-d0f3-6b15-657608ca601f" }
{ "account_age_days": 627, "account_id": "ACCT-46A945D51CF2", "baseline_risk_score": 0.157, "kyc_tier": "tier_1", "session_entropy": 0.391 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 305, "timestamp": "2026-01-05T07:21:00Z", "transaction_amount_usd": 18.13 }, { "asset": "USD", "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": 0.889, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 9", "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": 5299915.4, "financial_exposure_usd": 7022918.32, "recoverable_pct": 0.955 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108835", "label": "benign", "label_confidence": 0.482, "severity": "medium", "timestamp": "2026-01-07T03:15:00Z", "trace_id": "baa445e8-9837-731d-b5ba-9d4f50aa6ec7" }
{ "account_age_days": 1082, "account_id": "ACCT-439B4C4A1557", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.949 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 309, "timestamp": "2026-01-07T03:15:00Z", "transaction_amount_usd": 4029.05 }, { "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": 0.621, "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": 1328.09, "financial_exposure_usd": 1498.86, "recoverable_pct": 0.989 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109262", "label": "benign", "label_confidence": 0.682, "severity": "medium", "timestamp": "2026-01-07T10:22:00Z", "trace_id": "a0cc0a4d-5d41-b074-2ff1-ceea7abdd52e" }
{ "account_age_days": 1046, "account_id": "ACCT-F0A4B31AA662", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.515 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 234, "timestamp": "2026-01-07T10:22:00Z", "transaction_amount_usd": 12143.66 }, { "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": 0.798, "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": 1163.54, "financial_exposure_usd": 2489.3, "recoverable_pct": 0.502 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108586", "label": "benign", "label_confidence": 0.456, "severity": "low", "timestamp": "2026-01-06T23:06:00Z", "trace_id": "925c3ac5-2a75-007e-16cc-c651fcff3d8a" }
{ "account_age_days": 82, "account_id": "ACCT-716C5C1ED075", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.669 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 838, "timestamp": "2026-01-06T23:06:00Z", "transaction_amount_usd": 4431.15 }, { "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": 0.79, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior...
{ "customer_funds_at_risk_usd": 787.16, "financial_exposure_usd": 1415.65, "recoverable_pct": 0.914 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109824", "label": "benign", "label_confidence": 0.552, "severity": "high", "timestamp": "2026-01-07T19:44:00Z", "trace_id": "457f7c45-b0fc-841f-a88e-ff18ce6d8616" }
{ "account_age_days": 1384, "account_id": "ACCT-14C55B8A8F82", "baseline_risk_score": 0.11, "kyc_tier": "tier_2", "session_entropy": 0.604 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 461, "timestamp": "2026-01-07T19:44:00Z", "transaction_amount_usd": 5027.87 }, { "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": 0.496, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 2561.25, "financial_exposure_usd": 5466.26, "recoverable_pct": 0.534 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102149", "label": "fraudulent", "label_confidence": 0.93, "severity": "medium", "timestamp": "2026-01-02T11:49:00Z", "trace_id": "1f8ee0ab-7319-1c43-87cc-1b601e27918f" }
{ "account_age_days": 441, "account_id": "ACCT-E5115BFC7193", "baseline_risk_score": 0.497, "kyc_tier": "tier_3", "session_entropy": 0.747 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 497, "timestamp": "2026-01-02T11:49:00Z", "transaction_amount_usd": 2637.74 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.841, "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": 283557.25, "financial_exposure_usd": 512471.25, "recoverable_pct": 0.689 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105815", "label": "fraudulent", "label_confidence": 0.607, "severity": "medium", "timestamp": "2026-01-05T00:55:00Z", "trace_id": "50a93033-bf8b-b06a-095a-c1dbb6c8a5ff" }
{ "account_age_days": 1268, "account_id": "ACCT-E4D7C0F8E39E", "baseline_risk_score": 0.189, "kyc_tier": "tier_2", "session_entropy": 0.35 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 1042, "timestamp": "2026-01-05T00:55:00Z", "transaction_amount_usd": 786731.21 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.54, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2774263.25, "financial_exposure_usd": 3321326.13, "recoverable_pct": 0.529 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100157", "label": "fraudulent", "label_confidence": 0.784, "severity": "high", "timestamp": "2026-01-01T02:37:00Z", "trace_id": "93424e7c-0922-d88d-e522-8d310d9a6fce" }
{ "account_age_days": 929, "account_id": "ACCT-CDCBE8184DFA", "baseline_risk_score": 0.317, "kyc_tier": "tier_2", "session_entropy": 0.726 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 280, "timestamp": "2025-12-31T21:12:00Z", "transaction_amount_usd": 15.51 }, { "asset": "EUR", "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": 0.944, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 196708.3, "financial_exposure_usd": 246487.7, "recoverable_pct": 0.216 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101284", "label": "fraudulent", "label_confidence": 0.908, "severity": "medium", "timestamp": "2026-01-01T21:24:00Z", "trace_id": "d9878e7f-1e86-7917-c8f3-1d4e19c89532" }
{ "account_age_days": 393, "account_id": "ACCT-EBC23786905C", "baseline_risk_score": 0.516, "kyc_tier": "tier_1", "session_entropy": 0.893 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 511, "timestamp": "2026-01-01T21:24:00Z", "transaction_amount_usd": 61530.93 }, { "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": 0.793, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 304613, "financial_exposure_usd": 350518.84, "recoverable_pct": 0.54 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102487", "label": "fraudulent", "label_confidence": 0.755, "severity": "critical", "timestamp": "2026-01-02T17:27:00Z", "trace_id": "fd472011-1539-f397-c649-6bd1e5be473f" }
{ "account_age_days": 228, "account_id": "ACCT-C09035E6FCBA", "baseline_risk_score": 0.585, "kyc_tier": "tier_3", "session_entropy": 0.851 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 1012, "timestamp": "2026-01-02T17:27:00Z", "transaction_amount_usd": 67030.34 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.648, "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": 347093.86, "financial_exposure_usd": 590741.67, "recoverable_pct": 0.345 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105438", "label": "fraudulent", "label_confidence": 0.776, "severity": "critical", "timestamp": "2026-01-04T18:38:00Z", "trace_id": "70e5f415-6379-2aeb-a473-7983912d94c4" }
{ "account_age_days": 1575, "account_id": "ACCT-DA731022CC35", "baseline_risk_score": 0.124, "kyc_tier": "tier_1", "session_entropy": 0.874 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 106, "timestamp": "2026-01-04T09:24:00Z", "transaction_amount_usd": 21.6 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED"...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.612, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 4614438.55, "financial_exposure_usd": 6605456.6, "recoverable_pct": 0.561 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107435", "label": "benign", "label_confidence": 0.543, "severity": "high", "timestamp": "2026-01-06T03:55:00Z", "trace_id": "80230cbf-b59e-7c00-2753-22e97724d034" }
{ "account_age_days": 1007, "account_id": "ACCT-98AEF300F628", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.678 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 171, "timestamp": "2026-01-05T23:20:00Z", "transaction_amount_usd": 8.95 }, { "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": 0.594, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 2404.74, "financial_exposure_usd": 2769.33, "recoverable_pct": 0.675 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }