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-105395", "label": "fraudulent", "label_confidence": 0.942, "severity": "critical", "timestamp": "2026-01-04T17:55:00Z", "trace_id": "a0b98eb6-36e5-11e3-8c74-37bb16452f1f" }
{ "account_age_days": 642, "account_id": "ACCT-D03563921A2A", "baseline_risk_score": 0.292, "kyc_tier": "tier_2", "session_entropy": 0.787 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 1200, "timestamp": "2026-01-04T17:55:00Z", "transaction_amount_usd": 1555509.68 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BO...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.629, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 4128815.05, "financial_exposure_usd": 6673884.04, "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-106054", "label": "fraudulent", "label_confidence": 0.748, "severity": "medium", "timestamp": "2026-01-05T04:54:00Z", "trace_id": "9230bea3-381b-ab13-defd-09e90ff76d58" }
{ "account_age_days": 1966, "account_id": "ACCT-BAF77B0F51BA", "baseline_risk_score": 0.171, "kyc_tier": "tier_2", "session_entropy": 0.708 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 209, "timestamp": "2026-01-04T19:56:00Z", "transaction_amount_usd": 21.53 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTE...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.557, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 3562207.11, "financial_exposure_usd": 4191035.77, "recoverable_pct": 0.904 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105224", "label": "fraudulent", "label_confidence": 0.631, "severity": "high", "timestamp": "2026-01-04T15:04:00Z", "trace_id": "12b40460-54c1-0c3b-9f6d-42ce4a806629" }
{ "account_age_days": 92, "account_id": "ACCT-60092123FD21", "baseline_risk_score": 0.431, "kyc_tier": "tier_1", "session_entropy": 0.717 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 90, "timestamp": "2026-01-04T10:17:00Z", "transaction_amount_usd": 22.11 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.453, "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": 5734885.27, "financial_exposure_usd": 6325154.01, "recoverable_pct": 0.825 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101150", "label": "fraudulent", "label_confidence": 0.841, "severity": "medium", "timestamp": "2026-01-01T19:10:00Z", "trace_id": "7f2e4e39-b97d-20d5-ed51-e557dec71b3f" }
{ "account_age_days": 1008, "account_id": "ACCT-5B4554CB54DE", "baseline_risk_score": 0.503, "kyc_tier": "tier_1", "session_entropy": 0.186 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "BR", "latency_ms": 918, "timestamp": "2026-01-01T19:10:00Z", "transaction_amount_usd": 78732.11 }, { "asset": "EUR", "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": 0.464, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, 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": 449562.16, "financial_exposure_usd": 731774.37, "recoverable_pct": 0.354 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108131", "label": "benign", "label_confidence": 0.745, "severity": "low", "timestamp": "2026-01-06T15:31:00Z", "trace_id": "edd7743c-e820-ac8f-ad52-ab18d95613fa" }
{ "account_age_days": 448, "account_id": "ACCT-8D05A30FA378", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.852 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 1128, "timestamp": "2026-01-06T15:31:00Z", "transaction_amount_usd": 4182.75 }, { "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": 0.793, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1193.14, "financial_exposure_usd": 1617.91, "recoverable_pct": 0.685 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103799", "label": "fraudulent", "label_confidence": 0.923, "severity": "medium", "timestamp": "2026-01-03T15:19:00Z", "trace_id": "9c0203ef-130e-6cd8-7a9d-f8874281c1b6" }
{ "account_age_days": 362, "account_id": "ACCT-1E969DEA6F9E", "baseline_risk_score": 0.447, "kyc_tier": "tier_2", "session_entropy": 0.233 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 789, "timestamp": "2026-01-03T15:19:00Z", "transaction_amount_usd": 1978391.59 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.492, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 1106134.51, "financial_exposure_usd": 2366547.07, "recoverable_pct": 0.847 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100006", "label": "fraudulent", "label_confidence": 0.882, "severity": "high", "timestamp": "2026-01-01T00:06:00Z", "trace_id": "abae4f43-bcae-8081-bdf0-70aaf0b5156b" }
{ "account_age_days": 305, "account_id": "ACCT-7E8F8095624C", "baseline_risk_score": 0.604, "kyc_tier": "tier_3", "session_entropy": 0.44 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "BR", "latency_ms": 335, "timestamp": "2026-01-01T00:06:00Z", "transaction_amount_usd": 8861.87 }, { "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": 0.886, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 549139.19, "financial_exposure_usd": 633340.37, "recoverable_pct": 0.186 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100821", "label": "fraudulent", "label_confidence": 0.757, "severity": "critical", "timestamp": "2026-01-01T13:41:00Z", "trace_id": "7b8104c5-518a-19e4-29b9-aa24f833c0a2" }
{ "account_age_days": 1709, "account_id": "ACCT-2F4AEA4774D6", "baseline_risk_score": 0.531, "kyc_tier": "tier_1", "session_entropy": 0.104 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 1158, "timestamp": "2026-01-01T13:41:00Z", "transaction_amount_usd": 8740.76 }, { "asset": "JPY", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.885, "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": 417113.3, "financial_exposure_usd": 586122.99, "recoverable_pct": 0.517 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101937", "label": "fraudulent", "label_confidence": 0.764, "severity": "high", "timestamp": "2026-01-02T08:17:00Z", "trace_id": "83e26ad2-d049-1449-ccab-aff386a5076e" }
{ "account_age_days": 185, "account_id": "ACCT-347013641033", "baseline_risk_score": 0.311, "kyc_tier": "tier_2", "session_entropy": 0.909 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 159, "timestamp": "2026-01-02T03:58:00Z", "transaction_amount_usd": 11.65 }, { "asset": "USD", "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": 0.905, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 8", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 335383.8, "financial_exposure_usd": 799048.93, "recoverable_pct": 0.821 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106200", "label": "fraudulent", "label_confidence": 0.619, "severity": "high", "timestamp": "2026-01-05T07:20:00Z", "trace_id": "79e96784-d2b0-2ab0-915f-d76e14297ee8" }
{ "account_age_days": 1773, "account_id": "ACCT-317F45D6F962", "baseline_risk_score": 0.171, "kyc_tier": "tier_2", "session_entropy": 0.142 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 952, "timestamp": "2026-01-05T07:20:00Z", "transaction_amount_usd": 812243.86 }, { "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": 0.846, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 1453990.59, "financial_exposure_usd": 2377837.31, "recoverable_pct": 0.721 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102772", "label": "fraudulent", "label_confidence": 0.847, "severity": "low", "timestamp": "2026-01-02T22:12:00Z", "trace_id": "b145beb9-5a11-f6ea-c57f-9b7e6d572d86" }
{ "account_age_days": 994, "account_id": "ACCT-FE2A42CFBFD8", "baseline_risk_score": 0.467, "kyc_tier": "tier_2", "session_entropy": 0.219 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 719, "timestamp": "2026-01-02T22:12:00Z", "transaction_amount_usd": 114005.78 }, { "asset": "JPY", "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": 0.56, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVING...
{ "customer_funds_at_risk_usd": 624981.68, "financial_exposure_usd": 1222650.97, "recoverable_pct": 0.627 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101805", "label": "fraudulent", "label_confidence": 0.835, "severity": "low", "timestamp": "2026-01-02T06:05:00Z", "trace_id": "33b5001c-2058-f28d-4d91-007078eb7164" }
{ "account_age_days": 704, "account_id": "ACCT-35F5C15839D3", "baseline_risk_score": 0.467, "kyc_tier": "tier_3", "session_entropy": 0.925 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 620, "timestamp": "2026-01-02T06:05:00Z", "transaction_amount_usd": 16269.21 }, { "asset": "JPY", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.67, "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": 683877.19, "financial_exposure_usd": 859144.27, "recoverable_pct": 0.796 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103091", "label": "fraudulent", "label_confidence": 0.915, "severity": "critical", "timestamp": "2026-01-03T03:31:00Z", "trace_id": "d36e7a94-7019-00f2-9f8d-fd6ea028838d" }
{ "account_age_days": 1925, "account_id": "ACCT-9E59DAA05AFA", "baseline_risk_score": 0.382, "kyc_tier": "tier_1", "session_entropy": 0.678 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 225, "timestamp": "2026-01-03T03:31:00Z", "transaction_amount_usd": 91727.2 }, { "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": 0.701, "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": 378160.38, "financial_exposure_usd": 694542.5, "recoverable_pct": 0.511 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101710", "label": "fraudulent", "label_confidence": 0.944, "severity": "critical", "timestamp": "2026-01-02T04:30:00Z", "trace_id": "f8350cf9-7ead-9060-3f09-906320674287" }
{ "account_age_days": 1872, "account_id": "ACCT-C51CE03238E6", "baseline_risk_score": 0.284, "kyc_tier": "tier_3", "session_entropy": 0.523 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NL", "latency_ms": 466, "timestamp": "2026-01-02T04:30:00Z", "transaction_amount_usd": 63753.62 }, { "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": 0.727, "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": 398181.85, "financial_exposure_usd": 443397.55, "recoverable_pct": 0.561 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109375", "label": "benign", "label_confidence": 0.646, "severity": "low", "timestamp": "2026-01-07T12:15:00Z", "trace_id": "3869ed7c-0d60-aacf-2224-c76395065e39" }
{ "account_age_days": 625, "account_id": "ACCT-84EB84CE4291", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.733 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 614, "timestamp": "2026-01-07T12:15:00Z", "transaction_amount_usd": 12571.01 }, { "asset": "USD", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.65, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 3", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 2212.19, "financial_exposure_usd": 5034.01, "recoverable_pct": 0.455 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103657", "label": "fraudulent", "label_confidence": 0.839, "severity": "high", "timestamp": "2026-01-03T12:57:00Z", "trace_id": "1bca235c-f327-d945-7c82-8e9bf7b91f8d" }
{ "account_age_days": 755, "account_id": "ACCT-8952EF9B457B", "baseline_risk_score": 0.35, "kyc_tier": "tier_3", "session_entropy": 0.475 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 230, "timestamp": "2026-01-03T09:04:00Z", "transaction_amount_usd": 0.94 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.359, "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": 4350341.27, "financial_exposure_usd": 7515036.7, "recoverable_pct": 0.743 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103436", "label": "fraudulent", "label_confidence": 0.943, "severity": "low", "timestamp": "2026-01-03T09:16:00Z", "trace_id": "62dd7ed7-a9d8-90a4-683f-1c0f393ed9f4" }
{ "account_age_days": 567, "account_id": "ACCT-613416E728B7", "baseline_risk_score": 0.348, "kyc_tier": "tier_1", "session_entropy": 0.359 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 276, "timestamp": "2026-01-03T09:16:00Z", "transaction_amount_usd": 987931.04 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.383, "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": 2247328.1, "financial_exposure_usd": 4383374.48, "recoverable_pct": 0.854 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105648", "label": "fraudulent", "label_confidence": 0.82, "severity": "medium", "timestamp": "2026-01-04T22:08:00Z", "trace_id": "34c37164-b0f8-0902-ef83-eabf3409f5be" }
{ "account_age_days": 858, "account_id": "ACCT-B70038593572", "baseline_risk_score": 0.064, "kyc_tier": "tier_1", "session_entropy": 0.178 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 868, "timestamp": "2026-01-04T22:08:00Z", "transaction_amount_usd": 51757.59 }, { "asset": "JPY", "burst_indicator": false, "event_name": "ORDER_BOOK_I...
{ "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": 0.608, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 5992010.83, "financial_exposure_usd": 7301757.23, "recoverable_pct": 0.527 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108517", "label": "benign", "label_confidence": 0.488, "severity": "medium", "timestamp": "2026-01-06T21:57:00Z", "trace_id": "c6645234-4a2f-c5e5-dabf-89641e58a329" }
{ "account_age_days": 220, "account_id": "ACCT-436992E59C89", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.653 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 583, "timestamp": "2026-01-06T21:57:00Z", "transaction_amount_usd": 13909.31 }, { "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": 0.73, "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 prior...
{ "customer_funds_at_risk_usd": 2119.73, "financial_exposure_usd": 3003.78, "recoverable_pct": 0.916 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108934", "label": "benign", "label_confidence": 0.653, "severity": "low", "timestamp": "2026-01-07T04:54:00Z", "trace_id": "ead5ffc3-fd35-3098-93ce-49e2abfd15e0" }
{ "account_age_days": 101, "account_id": "ACCT-8CD1C6C9C29E", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.809 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 366, "timestamp": "2026-01-07T04:12:00Z", "transaction_amount_usd": 7.66 }, { "asset": "EUR", "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": 0.754, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 7", "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": 619.82, "financial_exposure_usd": 626.02, "recoverable_pct": 0.507 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103355", "label": "fraudulent", "label_confidence": 0.722, "severity": "medium", "timestamp": "2026-01-03T07:55:00Z", "trace_id": "0a267ac8-f92b-3515-7ae3-b45aeb1dde3b" }
{ "account_age_days": 663, "account_id": "ACCT-F804BB852AE4", "baseline_risk_score": 0.211, "kyc_tier": "tier_1", "session_entropy": 0.567 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 395, "timestamp": "2026-01-03T06:03:00Z", "transaction_amount_usd": 24.13 }, { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.447, "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": 1905886.65, "financial_exposure_usd": 3880606.2, "recoverable_pct": 0.599 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105064", "label": "fraudulent", "label_confidence": 0.752, "severity": "low", "timestamp": "2026-01-04T12:24:00Z", "trace_id": "be42801c-e9f5-7361-7047-0cf36d7fcfeb" }
{ "account_age_days": 369, "account_id": "ACCT-96419E0A5E7E", "baseline_risk_score": 0.406, "kyc_tier": "tier_2", "session_entropy": 0.3 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 190, "timestamp": "2026-01-04T09:51:00Z", "transaction_amount_usd": 3.75 }, { "asset": "ETH", "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": 0.69, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND p...
{ "customer_funds_at_risk_usd": 2946918.74, "financial_exposure_usd": 5271384.6, "recoverable_pct": 0.952 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109875", "label": "benign", "label_confidence": 0.544, "severity": "medium", "timestamp": "2026-01-07T20:35:00Z", "trace_id": "1b724567-7689-b190-d493-8800901a8b02" }
{ "account_age_days": 1413, "account_id": "ACCT-F356BDE04054", "baseline_risk_score": 0.171, "kyc_tier": "tier_2", "session_entropy": 0.561 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 121, "timestamp": "2026-01-07T11:17:00Z", "transaction_amount_usd": 22.38 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.727, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 3967.83, "financial_exposure_usd": 7208.59, "recoverable_pct": 0.721 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101821", "label": "fraudulent", "label_confidence": 0.894, "severity": "critical", "timestamp": "2026-01-02T06:21:00Z", "trace_id": "647cee40-5f02-b5ab-5ea5-2b8124c9d330" }
{ "account_age_days": 391, "account_id": "ACCT-EA8C71BD2953", "baseline_risk_score": 0.429, "kyc_tier": "tier_1", "session_entropy": 0.199 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 258, "timestamp": "2026-01-01T19:10:00Z", "transaction_amount_usd": 0.06 }, { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.695, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 665774.66, "financial_exposure_usd": 1035496.27, "recoverable_pct": 0.377 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105497", "label": "fraudulent", "label_confidence": 0.702, "severity": "high", "timestamp": "2026-01-04T19:37:00Z", "trace_id": "3c98d5e9-9fb2-6a79-dee9-ea7b3077c52f" }
{ "account_age_days": 1651, "account_id": "ACCT-3CBFA27EBA8C", "baseline_risk_score": 0.394, "kyc_tier": "tier_1", "session_entropy": 0.772 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 613, "timestamp": "2026-01-04T19:37:00Z", "transaction_amount_usd": 1459818.86 }, { "asset": "GBP", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.379, "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": 3148172.48, "financial_exposure_usd": 3251110.98, "recoverable_pct": 0.549 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108661", "label": "benign", "label_confidence": 0.478, "severity": "medium", "timestamp": "2026-01-07T00:21:00Z", "trace_id": "ea8829ed-09f0-1902-1e8e-140389d3f3b6" }
{ "account_age_days": 257, "account_id": "ACCT-E30C99CB7C49", "baseline_risk_score": 0.086, "kyc_tier": "tier_3", "session_entropy": 0.371 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 232, "timestamp": "2026-01-06T16:01:00Z", "transaction_amount_usd": 9.57 }, { "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": 0.474, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 7", "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": 3467.72, "financial_exposure_usd": 3629.93, "recoverable_pct": 0.849 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108590", "label": "benign", "label_confidence": 0.525, "severity": "low", "timestamp": "2026-01-06T23:10:00Z", "trace_id": "59492eda-d8c7-8b25-312f-72fa36a6a85f" }
{ "account_age_days": 1189, "account_id": "ACCT-36CBD4582D64", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.395 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 306, "timestamp": "2026-01-06T17:12:00Z", "transaction_amount_usd": 21.99 }, { "asset": "USD", "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": 0.695, "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": 6649.91, "financial_exposure_usd": 7966.96, "recoverable_pct": 0.521 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103011", "label": "fraudulent", "label_confidence": 0.951, "severity": "medium", "timestamp": "2026-01-03T02:11:00Z", "trace_id": "40a32a45-7d97-2947-7dd6-0ae0e26805c0" }
{ "account_age_days": 911, "account_id": "ACCT-51915D8902D4", "baseline_risk_score": 0.307, "kyc_tier": "tier_2", "session_entropy": 0.364 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 662, "timestamp": "2026-01-03T02:11:00Z", "transaction_amount_usd": 49056.26 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.867, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 661386.27, "financial_exposure_usd": 935934.5, "recoverable_pct": 0.845 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104365", "label": "fraudulent", "label_confidence": 0.807, "severity": "high", "timestamp": "2026-01-04T00:45:00Z", "trace_id": "5213671c-a966-5da9-a8fe-8a524250fd47" }
{ "account_age_days": 1840, "account_id": "ACCT-C6A4EA3A539F", "baseline_risk_score": 0.166, "kyc_tier": "tier_3", "session_entropy": 0.304 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 990, "timestamp": "2026-01-04T00:45:00Z", "transaction_amount_usd": 1912952.94 }, { "asset": "SOL", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.876, "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": 3155393.19, "financial_exposure_usd": 3743360.02, "recoverable_pct": 0.708 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108474", "label": "benign", "label_confidence": 0.487, "severity": "medium", "timestamp": "2026-01-06T21:14:00Z", "trace_id": "3f461c3d-d176-7294-19a1-d520b8700e72" }
{ "account_age_days": 1378, "account_id": "ACCT-7AD6E8E8A4A9", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.798 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 264, "timestamp": "2026-01-06T21:14:00Z", "transaction_amount_usd": 4915.32 }, { "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": 0.5, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 3", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND pri...
{ "customer_funds_at_risk_usd": 1276.2, "financial_exposure_usd": 1689.54, "recoverable_pct": 0.477 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102381", "label": "fraudulent", "label_confidence": 0.803, "severity": "critical", "timestamp": "2026-01-02T15:41:00Z", "trace_id": "8d19df57-a6cc-9064-cf8b-4b7f2c4c4c5c" }
{ "account_age_days": 1533, "account_id": "ACCT-CF7705C0267E", "baseline_risk_score": 0.552, "kyc_tier": "tier_1", "session_entropy": 0.495 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 548, "timestamp": "2026-01-02T15:41:00Z", "transaction_amount_usd": 25035.53 }, { "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": 0.6, "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 HAVING ...
{ "customer_funds_at_risk_usd": 927582.04, "financial_exposure_usd": 1015931.34, "recoverable_pct": 0.79 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107464", "label": "benign", "label_confidence": 0.672, "severity": "critical", "timestamp": "2026-01-06T04:24:00Z", "trace_id": "63845a1e-6e16-6825-3d56-3a4bf36cef30" }
{ "account_age_days": 1631, "account_id": "ACCT-10898952272E", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.238 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 564, "timestamp": "2026-01-06T04:24:00Z", "transaction_amount_usd": 10736.99 }, { "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": 0.701, "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": 2082.06, "financial_exposure_usd": 5169.28, "recoverable_pct": 0.609 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107259", "label": "benign", "label_confidence": 0.63, "severity": "low", "timestamp": "2026-01-06T00:59:00Z", "trace_id": "2341c252-6718-1257-76f3-c0c4b1df4b1f" }
{ "account_age_days": 1824, "account_id": "ACCT-8BA00C188370", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.527 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 1127, "timestamp": "2026-01-06T00:59:00Z", "transaction_amount_usd": 9526.13 }, { "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": 0.483, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1629.05, "financial_exposure_usd": 3447.52, "recoverable_pct": 0.591 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104758", "label": "fraudulent", "label_confidence": 0.793, "severity": "medium", "timestamp": "2026-01-04T07:18:00Z", "trace_id": "101841af-3e3d-dff4-d60b-c44626eea20d" }
{ "account_age_days": 1778, "account_id": "ACCT-A2058C835ED4", "baseline_risk_score": 0.341, "kyc_tier": "tier_3", "session_entropy": 0.453 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 270, "timestamp": "2026-01-04T05:51:00Z", "transaction_amount_usd": 6.19 }, { "asset": "USDC", "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": 0.537, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 3898989.64, "financial_exposure_usd": 4787385.72, "recoverable_pct": 0.687 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106790", "label": "benign", "label_confidence": 0.571, "severity": "low", "timestamp": "2026-01-05T17:10:00Z", "trace_id": "052599f8-0e54-224c-fd6e-a3d108b5c4ab" }
{ "account_age_days": 1878, "account_id": "ACCT-116844B1BDAE", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.949 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 740, "timestamp": "2026-01-05T17:10:00Z", "transaction_amount_usd": 2529 }, { "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": 0.618, "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": 1550.18, "financial_exposure_usd": 1733.27, "recoverable_pct": 0.71 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104985", "label": "fraudulent", "label_confidence": 0.782, "severity": "critical", "timestamp": "2026-01-04T11:05:00Z", "trace_id": "ea38aeb8-f433-28d7-fea5-0f9bf70379ea" }
{ "account_age_days": 1212, "account_id": "ACCT-5BCA78B6B51A", "baseline_risk_score": 0.143, "kyc_tier": "tier_2", "session_entropy": 0.599 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 543, "timestamp": "2026-01-04T11:05:00Z", "transaction_amount_usd": 2207084.58 }, { "asset": "SOL", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.439, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 2833502.29, "financial_exposure_usd": 5080549.2, "recoverable_pct": 0.882 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104313", "label": "fraudulent", "label_confidence": 0.901, "severity": "high", "timestamp": "2026-01-03T23:53:00Z", "trace_id": "5d6352df-9e4b-0203-2baa-96b5ab97b6e0" }
{ "account_age_days": 530, "account_id": "ACCT-8DF56981F249", "baseline_risk_score": 0.312, "kyc_tier": "tier_2", "session_entropy": 0.411 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 921, "timestamp": "2026-01-03T23:53:00Z", "transaction_amount_usd": 2285234.61 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.895, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 6662336.51, "financial_exposure_usd": 7372953.21, "recoverable_pct": 0.851 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109076", "label": "benign", "label_confidence": 0.554, "severity": "medium", "timestamp": "2026-01-07T07:16:00Z", "trace_id": "d487ec20-53cf-cc79-432c-47536b942934" }
{ "account_age_days": 1896, "account_id": "ACCT-56AE685FB815", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.629 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 193, "timestamp": "2026-01-07T00:09:00Z", "transaction_amount_usd": 11.8 }, { "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": 0.497, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 556.28, "financial_exposure_usd": 1346.62, "recoverable_pct": 0.503 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109301", "label": "benign", "label_confidence": 0.631, "severity": "low", "timestamp": "2026-01-07T11:01:00Z", "trace_id": "fcbf3222-7cf4-d489-0a59-6f722d7f29b6" }
{ "account_age_days": 1481, "account_id": "ACCT-D209FF22D1F4", "baseline_risk_score": 0.19, "kyc_tier": "tier_2", "session_entropy": 0.468 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 292, "timestamp": "2026-01-07T00:35:00Z", "transaction_amount_usd": 12.16 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.525, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 7", "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": 3833.83, "financial_exposure_usd": 6437.31, "recoverable_pct": 0.626 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104591", "label": "fraudulent", "label_confidence": 0.669, "severity": "critical", "timestamp": "2026-01-04T04:31:00Z", "trace_id": "aba14598-d699-8895-f903-0d7fa496b5d6" }
{ "account_age_days": 405, "account_id": "ACCT-6172FD5569C1", "baseline_risk_score": 0.055, "kyc_tier": "tier_2", "session_entropy": 0.745 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 294, "timestamp": "2026-01-03T21:22:00Z", "transaction_amount_usd": 4.35 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.734, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 1777832.76, "financial_exposure_usd": 3700136.16, "recoverable_pct": 0.623 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103058", "label": "fraudulent", "label_confidence": 0.835, "severity": "critical", "timestamp": "2026-01-03T02:58:00Z", "trace_id": "6cce70c6-4425-2ed6-48bf-c0cfc41c65e4" }
{ "account_age_days": 1780, "account_id": "ACCT-D2371C14B1A9", "baseline_risk_score": 0.253, "kyc_tier": "tier_3", "session_entropy": 0.539 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 690, "timestamp": "2026-01-03T02:58:00Z", "transaction_amount_usd": 48741.1 }, { "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": 0.886, "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": 834494.92, "financial_exposure_usd": 1205735.84, "recoverable_pct": 0.305 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102546", "label": "fraudulent", "label_confidence": 0.805, "severity": "high", "timestamp": "2026-01-02T18:26:00Z", "trace_id": "77666893-8519-9b2f-310a-d1fefefef7c0" }
{ "account_age_days": 964, "account_id": "ACCT-DEC999C58731", "baseline_risk_score": 0.452, "kyc_tier": "tier_1", "session_entropy": 0.859 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 255, "timestamp": "2026-01-02T09:23:00Z", "transaction_amount_usd": 18.35 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.761, "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": 369691.91, "financial_exposure_usd": 690986.63, "recoverable_pct": 0.679 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107975", "label": "benign", "label_confidence": 0.523, "severity": "low", "timestamp": "2026-01-06T12:55:00Z", "trace_id": "aee53b8a-07b7-e750-4755-7fe6ab034af9" }
{ "account_age_days": 158, "account_id": "ACCT-39E09DF26C9B", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.434 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 107, "timestamp": "2026-01-06T12:55:00Z", "transaction_amount_usd": 11385.9 }, { "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": 0.597, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 5834.14, "financial_exposure_usd": 6362.09, "recoverable_pct": 0.859 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104545", "label": "fraudulent", "label_confidence": 0.653, "severity": "high", "timestamp": "2026-01-04T03:45:00Z", "trace_id": "a2b667b2-53fe-879b-c02d-7dcc42d7e56a" }
{ "account_age_days": 1925, "account_id": "ACCT-91B4DD428B24", "baseline_risk_score": 0.354, "kyc_tier": "tier_1", "session_entropy": 0.67 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 810, "timestamp": "2026-01-04T03:45:00Z", "transaction_amount_usd": 1577514.24 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.523, "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": 3811099.7, "financial_exposure_usd": 7201061.98, "recoverable_pct": 0.454 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108237", "label": "benign", "label_confidence": 0.66, "severity": "low", "timestamp": "2026-01-06T17:17:00Z", "trace_id": "e6b8d8aa-0b31-095a-123c-5f476da712c0" }
{ "account_age_days": 1953, "account_id": "ACCT-54D29B029C59", "baseline_risk_score": 0.092, "kyc_tier": "tier_3", "session_entropy": 0.92 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 173, "timestamp": "2026-01-06T06:35:00Z", "transaction_amount_usd": 8.7 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.736, "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": 2334.8, "financial_exposure_usd": 5004.88, "recoverable_pct": 0.919 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106340", "label": "fraudulent", "label_confidence": 0.936, "severity": "low", "timestamp": "2026-01-05T09:40:00Z", "trace_id": "af19dd97-7bc3-eba5-6d2a-c0580249e808" }
{ "account_age_days": 1228, "account_id": "ACCT-8550902BDBDA", "baseline_risk_score": 0.394, "kyc_tier": "tier_1", "session_entropy": 0.793 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 685, "timestamp": "2026-01-05T09:40:00Z", "transaction_amount_usd": 2642156.83 }, { "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": 0.801, "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": 6087132.58, "financial_exposure_usd": 6651489.02, "recoverable_pct": 0.81 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109492", "label": "benign", "label_confidence": 0.562, "severity": "low", "timestamp": "2026-01-07T14:12:00Z", "trace_id": "eb03c7c0-e557-cb1d-0d11-8252ed2df896" }
{ "account_age_days": 1980, "account_id": "ACCT-C2CF4D30B6D8", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.492 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 159, "timestamp": "2026-01-07T14:12:00Z", "transaction_amount_usd": 8713.81 }, { "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": 0.757, "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": 1920.49, "financial_exposure_usd": 2251.05, "recoverable_pct": 0.954 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109393", "label": "benign", "label_confidence": 0.686, "severity": "low", "timestamp": "2026-01-07T12:33:00Z", "trace_id": "6886ea09-799a-5559-f87f-350c94e9c8a9" }
{ "account_age_days": 1267, "account_id": "ACCT-DCCD99E1A0F0", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.356 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 581, "timestamp": "2026-01-07T12:33:00Z", "transaction_amount_usd": 6861.85 }, { "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": 0.513, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 3", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 3565.23, "financial_exposure_usd": 4166.52, "recoverable_pct": 0.409 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101076", "label": "fraudulent", "label_confidence": 0.765, "severity": "medium", "timestamp": "2026-01-01T17:56:00Z", "trace_id": "40a97916-c92e-d274-f835-8c78a44e33f2" }
{ "account_age_days": 999, "account_id": "ACCT-6284B8DB063F", "baseline_risk_score": 0.587, "kyc_tier": "tier_1", "session_entropy": 0.52 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 165, "timestamp": "2026-01-01T16:39:00Z", "transaction_amount_usd": 19.71 }, { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.677, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 727040.57, "financial_exposure_usd": 901976.95, "recoverable_pct": 0.387 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105490", "label": "fraudulent", "label_confidence": 0.646, "severity": "medium", "timestamp": "2026-01-04T19:30:00Z", "trace_id": "a04ae759-889e-e82c-33de-1cef4376b6e2" }
{ "account_age_days": 80, "account_id": "ACCT-D7F3234A2FCF", "baseline_risk_score": 0.303, "kyc_tier": "tier_2", "session_entropy": 0.608 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 309, "timestamp": "2026-01-04T18:14:00Z", "transaction_amount_usd": 6.62 }, { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.806, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 5512566.11, "financial_exposure_usd": 6885648.88, "recoverable_pct": 0.885 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101279", "label": "fraudulent", "label_confidence": 0.914, "severity": "medium", "timestamp": "2026-01-01T21:19:00Z", "trace_id": "9aac7ac7-2ff4-fa8a-7f9a-c76e330739d1" }
{ "account_age_days": 1160, "account_id": "ACCT-5B2DA8BD52CE", "baseline_risk_score": 0.341, "kyc_tier": "tier_3", "session_entropy": 0.231 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 360, "timestamp": "2026-01-01T21:19:00Z", "transaction_amount_usd": 92810.56 }, { "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": 0.809, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 932824.64, "financial_exposure_usd": 997289.13, "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-101955", "label": "fraudulent", "label_confidence": 0.967, "severity": "high", "timestamp": "2026-01-02T08:35:00Z", "trace_id": "09ba054c-e2a4-9ab3-e195-57b3b6f3b4ad" }
{ "account_age_days": 1614, "account_id": "ACCT-2DCA1357819B", "baseline_risk_score": 0.528, "kyc_tier": "tier_3", "session_entropy": 0.48 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 154, "timestamp": "2026-01-02T08:35:00Z", "transaction_amount_usd": 34964.4 }, { "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": 0.646, "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": 451763.48, "financial_exposure_usd": 950419.93, "recoverable_pct": 0.26 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102104", "label": "fraudulent", "label_confidence": 0.979, "severity": "critical", "timestamp": "2026-01-02T11:04:00Z", "trace_id": "4ae26fe1-d40b-e6bb-091e-02b593f33dd8" }
{ "account_age_days": 1352, "account_id": "ACCT-3D91EBAA1513", "baseline_risk_score": 0.517, "kyc_tier": "tier_1", "session_entropy": 0.919 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 308, "timestamp": "2026-01-01T23:00:00Z", "transaction_amount_usd": 19.53 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.502, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 826283.28, "financial_exposure_usd": 1264586.39, "recoverable_pct": 0.468 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104721", "label": "fraudulent", "label_confidence": 0.799, "severity": "critical", "timestamp": "2026-01-04T06:41:00Z", "trace_id": "20886bfe-c903-ad66-d18d-af89109e13f9" }
{ "account_age_days": 127, "account_id": "ACCT-144A519B13DE", "baseline_risk_score": 0.406, "kyc_tier": "tier_1", "session_entropy": 0.609 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 90, "timestamp": "2026-01-03T21:20:00Z", "transaction_amount_usd": 15.57 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED"...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.562, "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": 962774.7, "financial_exposure_usd": 2177742.69, "recoverable_pct": 0.932 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106852", "label": "benign", "label_confidence": 0.53, "severity": "medium", "timestamp": "2026-01-05T18:12:00Z", "trace_id": "a102e74c-c72f-2b42-7de8-f8035d962dd0" }
{ "account_age_days": 817, "account_id": "ACCT-230F2BBDA63B", "baseline_risk_score": 0.172, "kyc_tier": "tier_1", "session_entropy": 0.747 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 391, "timestamp": "2026-01-05T16:15:00Z", "transaction_amount_usd": 0.91 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.757, "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": 2955.74, "financial_exposure_usd": 6133.71, "recoverable_pct": 0.751 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108529", "label": "benign", "label_confidence": 0.716, "severity": "low", "timestamp": "2026-01-06T22:09:00Z", "trace_id": "75ae4c40-b6b5-ef43-f5d9-3aff6deed83d" }
{ "account_age_days": 1106, "account_id": "ACCT-F65F5B1ADF71", "baseline_risk_score": 0.142, "kyc_tier": "tier_1", "session_entropy": 0.808 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 172, "timestamp": "2026-01-06T21:51:00Z", "transaction_amount_usd": 14.19 }, { "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": 0.763, "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": 4786.44, "financial_exposure_usd": 6171.3, "recoverable_pct": 0.547 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104115", "label": "fraudulent", "label_confidence": 0.814, "severity": "low", "timestamp": "2026-01-03T20:35:00Z", "trace_id": "d0760a0d-e28a-a888-4f86-99e0721699ca" }
{ "account_age_days": 1900, "account_id": "ACCT-C463E53F47DB", "baseline_risk_score": 0.378, "kyc_tier": "tier_2", "session_entropy": 0.836 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 626, "timestamp": "2026-01-03T20:35:00Z", "transaction_amount_usd": 2076774.57 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.537, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 9235840.96, "financial_exposure_usd": 9254233.94, "recoverable_pct": 0.52 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109883", "label": "benign", "label_confidence": 0.629, "severity": "critical", "timestamp": "2026-01-07T20:43:00Z", "trace_id": "124d7c86-f651-b57f-144a-29cdc866df16" }
{ "account_age_days": 953, "account_id": "ACCT-95608166B5A9", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.686 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 321, "timestamp": "2026-01-07T15:35:00Z", "transaction_amount_usd": 19.97 }, { "asset": "USD", "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": 0.565, "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": 1674.18, "financial_exposure_usd": 3649.11, "recoverable_pct": 0.591 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102058", "label": "fraudulent", "label_confidence": 0.959, "severity": "critical", "timestamp": "2026-01-02T10:18:00Z", "trace_id": "8861a752-5dcd-c3e2-aac9-c65e255d96e8" }
{ "account_age_days": 212, "account_id": "ACCT-5974041E87B6", "baseline_risk_score": 0.317, "kyc_tier": "tier_2", "session_entropy": 0.154 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 223, "timestamp": "2026-01-02T01:22:00Z", "transaction_amount_usd": 9.27 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.369, "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": 526685.68, "financial_exposure_usd": 1036051.99, "recoverable_pct": 0.195 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109544", "label": "benign", "label_confidence": 0.67, "severity": "medium", "timestamp": "2026-01-07T15:04:00Z", "trace_id": "9f98f8f5-e5e6-839f-440b-6191c22f3fa3" }
{ "account_age_days": 1766, "account_id": "ACCT-87F374D20A91", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.839 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 99, "timestamp": "2026-01-07T10:06:00Z", "transaction_amount_usd": 8.3 }, { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "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": 0.791, "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": 9947.07, "financial_exposure_usd": 10227.57, "recoverable_pct": 0.617 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104796", "label": "fraudulent", "label_confidence": 0.887, "severity": "medium", "timestamp": "2026-01-04T07:56:00Z", "trace_id": "dd8af7c5-9ad2-fff2-32e2-511331ec72a5" }
{ "account_age_days": 1129, "account_id": "ACCT-095566155A4C", "baseline_risk_score": 0.389, "kyc_tier": "tier_2", "session_entropy": 0.642 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 360, "timestamp": "2026-01-04T07:56:00Z", "transaction_amount_usd": 1048723.64 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.844, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 535860.69, "financial_exposure_usd": 1126561.32, "recoverable_pct": 0.783 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106348", "label": "fraudulent", "label_confidence": 0.755, "severity": "medium", "timestamp": "2026-01-05T09:48:00Z", "trace_id": "ad6e5a8e-ae47-45e1-8493-c95b7f20c3a9" }
{ "account_age_days": 168, "account_id": "ACCT-DA5ED679848D", "baseline_risk_score": 0.192, "kyc_tier": "tier_1", "session_entropy": 0.615 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 1172, "timestamp": "2026-01-05T09:48:00Z", "transaction_amount_usd": 2797368.42 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.914, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 3571449.03, "financial_exposure_usd": 5900494.01, "recoverable_pct": 0.849 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106934", "label": "benign", "label_confidence": 0.482, "severity": "medium", "timestamp": "2026-01-05T19:34:00Z", "trace_id": "895c8bc9-236d-fde6-5fe1-5d3e76f438b7" }
{ "account_age_days": 800, "account_id": "ACCT-D99EFCF4D5F6", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.714 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 1174, "timestamp": "2026-01-05T19:34:00Z", "transaction_amount_usd": 524.16 }, { "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": 0.603, "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": 1331.64, "financial_exposure_usd": 1573.82, "recoverable_pct": 0.893 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101422", "label": "fraudulent", "label_confidence": 0.796, "severity": "high", "timestamp": "2026-01-01T23:42:00Z", "trace_id": "e8dc9257-f39f-f1a3-c01c-dde90605124b" }
{ "account_age_days": 915, "account_id": "ACCT-DD53BD11C0EC", "baseline_risk_score": 0.505, "kyc_tier": "tier_1", "session_entropy": 0.419 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "GB", "latency_ms": 1198, "timestamp": "2026-01-01T23:42:00Z", "transaction_amount_usd": 21921.82 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.936, "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": 1017008.76, "financial_exposure_usd": 1026229.56, "recoverable_pct": 0.144 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105238", "label": "fraudulent", "label_confidence": 0.86, "severity": "medium", "timestamp": "2026-01-04T15:18:00Z", "trace_id": "1b68da04-322f-16f9-7ce0-a9e2be7a59c6" }
{ "account_age_days": 22, "account_id": "ACCT-6D88CBE6D79E", "baseline_risk_score": 0.209, "kyc_tier": "tier_1", "session_entropy": 0.382 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 384, "timestamp": "2026-01-04T06:41:00Z", "transaction_amount_usd": 7.68 }, { "asset": "USD", "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": 0.716, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 1848985.26, "financial_exposure_usd": 4228898.25, "recoverable_pct": 0.956 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109676", "label": "benign", "label_confidence": 0.665, "severity": "low", "timestamp": "2026-01-07T17:16:00Z", "trace_id": "6786fcc8-bc3c-b717-45a7-e29a5f212f58" }
{ "account_age_days": 1390, "account_id": "ACCT-93A7A8E82C8E", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.29 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 200, "timestamp": "2026-01-07T05:37:00Z", "transaction_amount_usd": 22.33 }, { "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": 0.571, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 3403.83, "financial_exposure_usd": 5694.54, "recoverable_pct": 0.928 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101073", "label": "fraudulent", "label_confidence": 0.933, "severity": "high", "timestamp": "2026-01-01T17:53:00Z", "trace_id": "60d29cbb-8fbe-1864-28fe-9271c5e9f0d9" }
{ "account_age_days": 1080, "account_id": "ACCT-2EBD9FFB9CCC", "baseline_risk_score": 0.614, "kyc_tier": "tier_2", "session_entropy": 0.307 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "FR", "latency_ms": 181, "timestamp": "2026-01-01T17:53:00Z", "transaction_amount_usd": 8707.92 }, { "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": 0.491, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 537125.66, "financial_exposure_usd": 978258.84, "recoverable_pct": 0.124 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108932", "label": "benign", "label_confidence": 0.453, "severity": "high", "timestamp": "2026-01-07T04:52:00Z", "trace_id": "c0b5ba03-7bd8-6f9c-80f2-51d17b80b7e1" }
{ "account_age_days": 1225, "account_id": "ACCT-BD02588D6423", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.648 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 958, "timestamp": "2026-01-07T04:52:00Z", "transaction_amount_usd": 13658.75 }, { "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": 0.662, "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": 4059.86, "financial_exposure_usd": 4709.88, "recoverable_pct": 0.769 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102018", "label": "fraudulent", "label_confidence": 0.946, "severity": "high", "timestamp": "2026-01-02T09:38:00Z", "trace_id": "6501b157-ac84-da5f-a67f-b9aa43d41df5" }
{ "account_age_days": 1333, "account_id": "ACCT-EFEE599CDE37", "baseline_risk_score": 0.46, "kyc_tier": "tier_1", "session_entropy": 0.632 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 90, "timestamp": "2026-01-02T08:28:00Z", "transaction_amount_usd": 12.36 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.946, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 545335.97, "financial_exposure_usd": 702901.74, "recoverable_pct": 0.533 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105493", "label": "fraudulent", "label_confidence": 0.9, "severity": "medium", "timestamp": "2026-01-04T19:33:00Z", "trace_id": "1fc36d8b-f727-265a-f6eb-88caf829f9cc" }
{ "account_age_days": 1444, "account_id": "ACCT-0FC723226F95", "baseline_risk_score": 0.184, "kyc_tier": "tier_1", "session_entropy": 0.593 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 729, "timestamp": "2026-01-04T19:33:00Z", "transaction_amount_usd": 138401.95 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.653, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 4", "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": 1252353.94, "financial_exposure_usd": 1494993.2, "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-107248", "label": "benign", "label_confidence": 0.66, "severity": "critical", "timestamp": "2026-01-06T00:48:00Z", "trace_id": "2165151f-5629-ee51-8f79-f3ff6e868215" }
{ "account_age_days": 1594, "account_id": "ACCT-A7F3799AC7EA", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.844 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 106, "timestamp": "2026-01-05T18:11:00Z", "transaction_amount_usd": 1.97 }, { "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": 0.769, "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": 2277.7, "financial_exposure_usd": 4599.95, "recoverable_pct": 0.547 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107565", "label": "benign", "label_confidence": 0.736, "severity": "critical", "timestamp": "2026-01-06T06:05:00Z", "trace_id": "2bfa5d8a-8846-5e47-e389-e579b397419b" }
{ "account_age_days": 1770, "account_id": "ACCT-36FCD95A6FC4", "baseline_risk_score": 0.061, "kyc_tier": "tier_1", "session_entropy": 0.878 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 1126, "timestamp": "2026-01-06T06:05:00Z", "transaction_amount_usd": 377.28 }, { "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": 0.562, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1727.23, "financial_exposure_usd": 3068.41, "recoverable_pct": 0.708 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104083", "label": "fraudulent", "label_confidence": 0.693, "severity": "critical", "timestamp": "2026-01-03T20:03:00Z", "trace_id": "ee787c79-c2f8-ed54-da4d-8801ab45fd94" }
{ "account_age_days": 1943, "account_id": "ACCT-0D71230FE9C0", "baseline_risk_score": 0.359, "kyc_tier": "tier_3", "session_entropy": 0.192 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 399, "timestamp": "2026-01-03T11:28:00Z", "transaction_amount_usd": 16.55 }, { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "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": 0.415, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 1140737.03, "financial_exposure_usd": 1699280.24, "recoverable_pct": 0.951 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104747", "label": "fraudulent", "label_confidence": 0.722, "severity": "critical", "timestamp": "2026-01-04T07:07:00Z", "trace_id": "1dbd3bcb-0760-1e33-5912-96bfa5016f28" }
{ "account_age_days": 1688, "account_id": "ACCT-0B6BFF1E32B8", "baseline_risk_score": 0.219, "kyc_tier": "tier_2", "session_entropy": 0.17 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 199, "timestamp": "2026-01-04T07:07:00Z", "transaction_amount_usd": 1475485.82 }, { "asset": "GBP", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.668, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 4766234.12, "financial_exposure_usd": 7023846.15, "recoverable_pct": 0.704 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102811", "label": "fraudulent", "label_confidence": 0.786, "severity": "high", "timestamp": "2026-01-02T22:51:00Z", "trace_id": "2ff71e49-9e41-5997-d2d7-cd6c9fbbf7e0" }
{ "account_age_days": 1984, "account_id": "ACCT-27A8B6BCC788", "baseline_risk_score": 0.404, "kyc_tier": "tier_3", "session_entropy": 0.632 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 182, "timestamp": "2026-01-02T22:51:00Z", "transaction_amount_usd": 107333.97 }, { "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": 0.411, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 574871.51, "financial_exposure_usd": 777218.42, "recoverable_pct": 0.846 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102468", "label": "fraudulent", "label_confidence": 0.904, "severity": "medium", "timestamp": "2026-01-02T17:08:00Z", "trace_id": "009d2bf8-c160-010f-3052-11083fdeb918" }
{ "account_age_days": 168, "account_id": "ACCT-209249F96583", "baseline_risk_score": 0.603, "kyc_tier": "tier_3", "session_entropy": 0.279 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 275, "timestamp": "2026-01-02T08:14:00Z", "transaction_amount_usd": 4.34 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.385, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 452983.93, "financial_exposure_usd": 1090011.41, "recoverable_pct": 0.239 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104786", "label": "fraudulent", "label_confidence": 0.926, "severity": "medium", "timestamp": "2026-01-04T07:46:00Z", "trace_id": "7d036cff-1752-7635-c7f5-83e706deb277" }
{ "account_age_days": 1522, "account_id": "ACCT-7E6156CD6F86", "baseline_risk_score": 0.242, "kyc_tier": "tier_1", "session_entropy": 0.815 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 549, "timestamp": "2026-01-04T07:46:00Z", "transaction_amount_usd": 2351446.38 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.533, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, 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": 1843982.2, "financial_exposure_usd": 2058687.83, "recoverable_pct": 0.497 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109508", "label": "benign", "label_confidence": 0.576, "severity": "medium", "timestamp": "2026-01-07T14:28:00Z", "trace_id": "c3d1b938-47f1-39e1-2e5c-f4ef40a21c48" }
{ "account_age_days": 1025, "account_id": "ACCT-9D34F5EE431C", "baseline_risk_score": 0.094, "kyc_tier": "tier_3", "session_entropy": 0.16 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 442, "timestamp": "2026-01-07T14:28:00Z", "transaction_amount_usd": 12814.2 }, { "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": 0.663, "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": 2485.51, "financial_exposure_usd": 2643.75, "recoverable_pct": 0.421 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108980", "label": "benign", "label_confidence": 0.697, "severity": "medium", "timestamp": "2026-01-07T05:40:00Z", "trace_id": "7698a0d8-b90a-ac3c-2b22-de93923ffd62" }
{ "account_age_days": 1916, "account_id": "ACCT-492C09475DDD", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.656 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 792, "timestamp": "2026-01-07T05:40:00Z", "transaction_amount_usd": 6604.86 }, { "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": 0.473, "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": 464.59, "financial_exposure_usd": 830.1, "recoverable_pct": 0.58 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108239", "label": "benign", "label_confidence": 0.598, "severity": "low", "timestamp": "2026-01-06T17:19:00Z", "trace_id": "28d89c51-eb3e-df6d-af76-1bd3f4dfb445" }
{ "account_age_days": 316, "account_id": "ACCT-EE1E8C096C82", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.512 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 696, "timestamp": "2026-01-06T17:19:00Z", "transaction_amount_usd": 676.11 }, { "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": 0.627, "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": 859.7, "financial_exposure_usd": 880.18, "recoverable_pct": 0.663 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104223", "label": "fraudulent", "label_confidence": 0.764, "severity": "critical", "timestamp": "2026-01-03T22:23:00Z", "trace_id": "84759c7d-9a84-2a6c-484e-32bc0b5968f2" }
{ "account_age_days": 1789, "account_id": "ACCT-1E1445BD32AF", "baseline_risk_score": 0.315, "kyc_tier": "tier_3", "session_entropy": 0.464 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 347, "timestamp": "2026-01-03T15:45:00Z", "transaction_amount_usd": 18.76 }, { "asset": "GBP", "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": 0.849, "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": 2875256.44, "financial_exposure_usd": 4018769.03, "recoverable_pct": 0.838 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107702", "label": "benign", "label_confidence": 0.716, "severity": "medium", "timestamp": "2026-01-06T08:22:00Z", "trace_id": "6db3aa5a-bb80-364c-3f00-b2346365c1ca" }
{ "account_age_days": 410, "account_id": "ACCT-DB4B017B5ADE", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.432 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 358, "timestamp": "2026-01-06T04:43:00Z", "transaction_amount_usd": 3.14 }, { "asset": "EUR", "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": 0.722, "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": 820.12, "financial_exposure_usd": 1771.66, "recoverable_pct": 0.647 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105396", "label": "fraudulent", "label_confidence": 0.697, "severity": "high", "timestamp": "2026-01-04T17:56:00Z", "trace_id": "41181bf4-6382-997e-7e0a-c3c1b96dcbea" }
{ "account_age_days": 494, "account_id": "ACCT-66E5EFE9F1BD", "baseline_risk_score": 0.31, "kyc_tier": "tier_2", "session_entropy": 0.871 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 951, "timestamp": "2026-01-04T17:56:00Z", "transaction_amount_usd": 1596128.82 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.36, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 5414692.2, "financial_exposure_usd": 8147225.73, "recoverable_pct": 0.886 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105515", "label": "fraudulent", "label_confidence": 0.864, "severity": "low", "timestamp": "2026-01-04T19:55:00Z", "trace_id": "b21ead4d-8f48-1bfc-3997-5d1fd30e9d7c" }
{ "account_age_days": 289, "account_id": "ACCT-B130B06FDE6A", "baseline_risk_score": 0.213, "kyc_tier": "tier_2", "session_entropy": 0.283 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 393, "timestamp": "2026-01-04T12:16:00Z", "transaction_amount_usd": 22.8 }, { "asset": "EUR", "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": 0.506, "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": 3667915.16, "financial_exposure_usd": 4534847.24, "recoverable_pct": 0.916 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102192", "label": "fraudulent", "label_confidence": 0.889, "severity": "critical", "timestamp": "2026-01-02T12:32:00Z", "trace_id": "55808d6f-94f3-2fe5-61f9-622a254d9a5d" }
{ "account_age_days": 1415, "account_id": "ACCT-457F8E40BFC4", "baseline_risk_score": 0.526, "kyc_tier": "tier_1", "session_entropy": 0.743 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 543, "timestamp": "2026-01-02T12:32:00Z", "transaction_amount_usd": 116813.18 }, { "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": 0.655, "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": 675205.02, "financial_exposure_usd": 689628.94, "recoverable_pct": 0.828 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104245", "label": "fraudulent", "label_confidence": 0.662, "severity": "medium", "timestamp": "2026-01-03T22:45:00Z", "trace_id": "7621d9b4-5174-a334-852f-6eef108c0d3a" }
{ "account_age_days": 65, "account_id": "ACCT-3D71E0D1CBA7", "baseline_risk_score": 0.204, "kyc_tier": "tier_1", "session_entropy": 0.715 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 850, "timestamp": "2026-01-03T22:45:00Z", "transaction_amount_usd": 2542627.05 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.653, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 2134162.84, "financial_exposure_usd": 4623908.64, "recoverable_pct": 0.475 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105992", "label": "fraudulent", "label_confidence": 0.658, "severity": "high", "timestamp": "2026-01-05T03:52:00Z", "trace_id": "0c0ddb59-fea0-98a7-53f4-0eed034ea1ff" }
{ "account_age_days": 742, "account_id": "ACCT-7C421CB0B6EA", "baseline_risk_score": 0.376, "kyc_tier": "tier_3", "session_entropy": 0.936 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 964, "timestamp": "2026-01-05T03:52:00Z", "transaction_amount_usd": 1820105.56 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.929, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 2023478.11, "financial_exposure_usd": 4982799.53, "recoverable_pct": 0.462 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106125", "label": "fraudulent", "label_confidence": 0.791, "severity": "high", "timestamp": "2026-01-05T06:05:00Z", "trace_id": "f363482e-ffdb-8c12-2321-d54b65dcb6a2" }
{ "account_age_days": 88, "account_id": "ACCT-B424B8260F19", "baseline_risk_score": 0.331, "kyc_tier": "tier_2", "session_entropy": 0.827 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 947, "timestamp": "2026-01-05T06:05:00Z", "transaction_amount_usd": 845979.41 }, { "asset": "GBP", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.466, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 669044.83, "financial_exposure_usd": 1301349.8, "recoverable_pct": 0.797 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103075", "label": "fraudulent", "label_confidence": 0.821, "severity": "high", "timestamp": "2026-01-03T03:15:00Z", "trace_id": "4a485c4c-2ed6-86db-600f-ac8d8c6eb7b4" }
{ "account_age_days": 718, "account_id": "ACCT-30148BDCAAC1", "baseline_risk_score": 0.42, "kyc_tier": "tier_3", "session_entropy": 0.691 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 335, "timestamp": "2026-01-03T03:15:00Z", "transaction_amount_usd": 18973.99 }, { "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": 0.93, "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": 298350.01, "financial_exposure_usd": 601274.46, "recoverable_pct": 0.502 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107758", "label": "benign", "label_confidence": 0.722, "severity": "high", "timestamp": "2026-01-06T09:18:00Z", "trace_id": "fe0cbffb-b5f1-7f7d-f5b1-f3aa53350bee" }
{ "account_age_days": 129, "account_id": "ACCT-E901B88B2232", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.88 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 498, "timestamp": "2026-01-06T09:18:00Z", "transaction_amount_usd": 472.6 }, { "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": 0.497, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 5180.48, "financial_exposure_usd": 7881.38, "recoverable_pct": 0.577 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107141", "label": "benign", "label_confidence": 0.724, "severity": "low", "timestamp": "2026-01-05T23:01:00Z", "trace_id": "a8a628b8-704d-6c87-86f9-6889ca7e72fd" }
{ "account_age_days": 625, "account_id": "ACCT-BD505C5C05A9", "baseline_risk_score": 0.119, "kyc_tier": "tier_3", "session_entropy": 0.619 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 470, "timestamp": "2026-01-05T23:01:00Z", "transaction_amount_usd": 12363.89 }, { "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": 0.686, "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": 4693.21, "financial_exposure_usd": 5167.49, "recoverable_pct": 0.641 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103847", "label": "fraudulent", "label_confidence": 0.87, "severity": "low", "timestamp": "2026-01-03T16:07:00Z", "trace_id": "1d6467c8-77a9-907c-47ea-32c261584663" }
{ "account_age_days": 740, "account_id": "ACCT-89E9573EEACB", "baseline_risk_score": 0.304, "kyc_tier": "tier_3", "session_entropy": 0.178 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 118, "timestamp": "2026-01-03T03:39:00Z", "transaction_amount_usd": 22.56 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.506, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 9155993.31, "financial_exposure_usd": 9530790.54, "recoverable_pct": 0.93 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102767", "label": "fraudulent", "label_confidence": 0.9, "severity": "medium", "timestamp": "2026-01-02T22:07:00Z", "trace_id": "34ae7115-cef3-57dd-37bc-d1f232ac98ca" }
{ "account_age_days": 1923, "account_id": "ACCT-D2AD9FDDF5B5", "baseline_risk_score": 0.327, "kyc_tier": "tier_2", "session_entropy": 0.33 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CA", "latency_ms": 567, "timestamp": "2026-01-02T22:07:00Z", "transaction_amount_usd": 29999.4 }, { "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": 0.83, "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": 983237.78, "financial_exposure_usd": 1005855.23, "recoverable_pct": 0.493 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109183", "label": "benign", "label_confidence": 0.682, "severity": "low", "timestamp": "2026-01-07T09:03:00Z", "trace_id": "178b96a5-83cc-70ec-be7f-0a66bf96aff6" }
{ "account_age_days": 92, "account_id": "ACCT-48EF2B1F2D8E", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.196 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 708, "timestamp": "2026-01-07T09:03:00Z", "transaction_amount_usd": 10388.62 }, { "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": 0.543, "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": 1019, "financial_exposure_usd": 1782.42, "recoverable_pct": 0.738 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108181", "label": "benign", "label_confidence": 0.721, "severity": "medium", "timestamp": "2026-01-06T16:21:00Z", "trace_id": "ba3886d9-9656-89e6-d331-4b80875f3789" }
{ "account_age_days": 1160, "account_id": "ACCT-73B10A0A5720", "baseline_risk_score": 0.066, "kyc_tier": "tier_3", "session_entropy": 0.494 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 112, "timestamp": "2026-01-06T11:20:00Z", "transaction_amount_usd": 4.33 }, { "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": 0.652, "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": 1730.35, "financial_exposure_usd": 2635.39, "recoverable_pct": 0.752 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100143", "label": "fraudulent", "label_confidence": 0.816, "severity": "high", "timestamp": "2026-01-01T02:23:00Z", "trace_id": "3ec8f48e-6d28-3989-1271-c87324bde1a8" }
{ "account_age_days": 1467, "account_id": "ACCT-627E91E1AF35", "baseline_risk_score": 0.391, "kyc_tier": "tier_1", "session_entropy": 0.684 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 104, "timestamp": "2026-01-01T02:23:00Z", "transaction_amount_usd": 116461.06 }, { "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": 0.452, "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": 548573.7, "financial_exposure_usd": 1025920.84, "recoverable_pct": 0.813 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109856", "label": "benign", "label_confidence": 0.708, "severity": "low", "timestamp": "2026-01-07T20:16:00Z", "trace_id": "4dee9a77-162c-4426-3414-479a018342cf" }
{ "account_age_days": 574, "account_id": "ACCT-89C50928B7D2", "baseline_risk_score": 0.084, "kyc_tier": "tier_1", "session_entropy": 0.302 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 759, "timestamp": "2026-01-07T20:16:00Z", "transaction_amount_usd": 7313.63 }, { "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": 0.5, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 3", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_tra...
{ "customer_funds_at_risk_usd": 3714.84, "financial_exposure_usd": 4292.21, "recoverable_pct": 0.462 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105727", "label": "fraudulent", "label_confidence": 0.634, "severity": "critical", "timestamp": "2026-01-04T23:27:00Z", "trace_id": "4d4ace1a-d7c9-f388-9102-741c4a4f4191" }
{ "account_age_days": 403, "account_id": "ACCT-0A539B8C0132", "baseline_risk_score": 0.238, "kyc_tier": "tier_2", "session_entropy": 0.197 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 190, "timestamp": "2026-01-04T23:27:00Z", "transaction_amount_usd": 266959.68 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.865, "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": 8122207.42, "financial_exposure_usd": 8310836.48, "recoverable_pct": 0.585 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104880", "label": "fraudulent", "label_confidence": 0.715, "severity": "critical", "timestamp": "2026-01-04T09:20:00Z", "trace_id": "e8111897-eef9-f5d7-d36d-a24c6c848cf5" }
{ "account_age_days": 453, "account_id": "ACCT-41E9A1D52E00", "baseline_risk_score": 0.251, "kyc_tier": "tier_3", "session_entropy": 0.375 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 350, "timestamp": "2026-01-04T07:00:00Z", "transaction_amount_usd": 10.38 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "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": 0.39, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 0, 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 post...
{ "customer_funds_at_risk_usd": 0, "financial_exposure_usd": 0, "recoverable_pct": 0.68 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102072", "label": "fraudulent", "label_confidence": 0.96, "severity": "low", "timestamp": "2026-01-02T10:32:00Z", "trace_id": "f9b12718-9920-94ff-b2e5-1a89614399fd" }
{ "account_age_days": 1085, "account_id": "ACCT-B89FA02BD5D9", "baseline_risk_score": 0.63, "kyc_tier": "tier_3", "session_entropy": 0.313 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 303, "timestamp": "2026-01-02T10:32:00Z", "transaction_amount_usd": 119478.8 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.612, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 232935.76, "financial_exposure_usd": 455804.21, "recoverable_pct": 0.537 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }