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-107926", "label": "benign", "label_confidence": 0.733, "severity": "medium", "timestamp": "2026-01-06T12:06:00Z", "trace_id": "aa2b0651-6a22-aed5-8c66-2b2ddec68eee" }
{ "account_age_days": 734, "account_id": "ACCT-E7C2B09337AF", "baseline_risk_score": 0.15, "kyc_tier": "tier_3", "session_entropy": 0.736 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 325, "timestamp": "2026-01-06T12:06:00Z", "transaction_amount_usd": 12775.76 }, { "asset": "SOL", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.557, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 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": 1193.12, "financial_exposure_usd": 1198.95, "recoverable_pct": 0.816 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108296", "label": "benign", "label_confidence": 0.695, "severity": "high", "timestamp": "2026-01-06T18:16:00Z", "trace_id": "56f00a20-7bc4-6f33-58de-663b3c4732d2" }
{ "account_age_days": 1430, "account_id": "ACCT-DB2482757377", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.949 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 635, "timestamp": "2026-01-06T18:16:00Z", "transaction_amount_usd": 2722.82 }, { "asset": "ETH", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.511, "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": 1623.35, "financial_exposure_usd": 2629.08, "recoverable_pct": 0.855 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102422", "label": "fraudulent", "label_confidence": 0.881, "severity": "critical", "timestamp": "2026-01-02T16:22:00Z", "trace_id": "b96bce11-c23a-b56e-deff-33c5b80e1403" }
{ "account_age_days": 339, "account_id": "ACCT-270E8FC74ED9", "baseline_risk_score": 0.532, "kyc_tier": "tier_1", "session_entropy": 0.768 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "JP", "latency_ms": 702, "timestamp": "2026-01-02T16:22:00Z", "transaction_amount_usd": 95744.9 }, { "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": 0.866, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 225442.83, "financial_exposure_usd": 508841.38, "recoverable_pct": 0.061 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101485", "label": "fraudulent", "label_confidence": 0.778, "severity": "medium", "timestamp": "2026-01-02T00:45:00Z", "trace_id": "2af0408d-2735-8511-e933-60d6cd1163ba" }
{ "account_age_days": 483, "account_id": "ACCT-3958C967A306", "baseline_risk_score": 0.42, "kyc_tier": "tier_2", "session_entropy": 0.764 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 659, "timestamp": "2026-01-02T00:45:00Z", "transaction_amount_usd": 117920.17 }, { "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": 0.368, "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": 785342.74, "financial_exposure_usd": 999495.15, "recoverable_pct": 0.367 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107631", "label": "benign", "label_confidence": 0.495, "severity": "low", "timestamp": "2026-01-06T07:11:00Z", "trace_id": "4ce35c4e-040e-ea33-6576-401d47e5c687" }
{ "account_age_days": 1527, "account_id": "ACCT-6C1F2918A8CA", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.628 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 907, "timestamp": "2026-01-06T07:11:00Z", "transaction_amount_usd": 7985.43 }, { "asset": "USD", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.585, "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": 2601.99, "financial_exposure_usd": 3420.82, "recoverable_pct": 0.675 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102938", "label": "fraudulent", "label_confidence": 0.97, "severity": "high", "timestamp": "2026-01-03T00:58:00Z", "trace_id": "8fb2cde1-0c91-d93e-d997-c21fb9f26829" }
{ "account_age_days": 1514, "account_id": "ACCT-599B99DC40E5", "baseline_risk_score": 0.437, "kyc_tier": "tier_1", "session_entropy": 0.822 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 1132, "timestamp": "2026-01-03T00:58:00Z", "transaction_amount_usd": 57293.78 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.696, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 438982.1, "financial_exposure_usd": 617167.35, "recoverable_pct": 0.231 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108314", "label": "benign", "label_confidence": 0.468, "severity": "critical", "timestamp": "2026-01-06T18:34:00Z", "trace_id": "92d45cfb-2051-0b8b-d133-0744715e76d7" }
{ "account_age_days": 1314, "account_id": "ACCT-BD05144BEFA5", "baseline_risk_score": 0.145, "kyc_tier": "tier_3", "session_entropy": 0.379 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 270, "timestamp": "2026-01-06T18:34:00Z", "transaction_amount_usd": 9811.52 }, { "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": 0.621, "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": 3212, "financial_exposure_usd": 4194.94, "recoverable_pct": 0.529 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103860", "label": "fraudulent", "label_confidence": 0.765, "severity": "high", "timestamp": "2026-01-03T16:20:00Z", "trace_id": "2e32cfa9-22ba-8b51-d8da-19538693b3bf" }
{ "account_age_days": 1759, "account_id": "ACCT-D2863E6B6676", "baseline_risk_score": 0.12, "kyc_tier": "tier_2", "session_entropy": 0.232 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 245, "timestamp": "2026-01-03T06:23:00Z", "transaction_amount_usd": 10.95 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "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": 0.603, "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": 4025518.5, "financial_exposure_usd": 6104231.58, "recoverable_pct": 0.881 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101065", "label": "fraudulent", "label_confidence": 0.858, "severity": "critical", "timestamp": "2026-01-01T17:45:00Z", "trace_id": "4630bd73-7cf7-858a-6918-d401579ada18" }
{ "account_age_days": 1384, "account_id": "ACCT-945EA0D77488", "baseline_risk_score": 0.488, "kyc_tier": "tier_2", "session_entropy": 0.861 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 156, "timestamp": "2026-01-01T17:45:00Z", "transaction_amount_usd": 101555.41 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.41, "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": 1009505.76, "financial_exposure_usd": 1203206.03, "recoverable_pct": 0.415 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103552", "label": "fraudulent", "label_confidence": 0.648, "severity": "high", "timestamp": "2026-01-03T11:12:00Z", "trace_id": "816c63b5-984c-294a-abcb-edb1cf915f0e" }
{ "account_age_days": 1661, "account_id": "ACCT-9F4434EB2BBC", "baseline_risk_score": 0.428, "kyc_tier": "tier_2", "session_entropy": 0.286 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 868, "timestamp": "2026-01-03T11:12:00Z", "transaction_amount_usd": 2308305.49 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.589, "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": 1527386.18, "financial_exposure_usd": 3096560.81, "recoverable_pct": 0.757 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107806", "label": "benign", "label_confidence": 0.471, "severity": "low", "timestamp": "2026-01-06T10:06:00Z", "trace_id": "44830e07-d25b-ad97-8bf0-73e525490757" }
{ "account_age_days": 1346, "account_id": "ACCT-7C27ABAA50C8", "baseline_risk_score": 0.165, "kyc_tier": "tier_2", "session_entropy": 0.355 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 347, "timestamp": "2026-01-06T10:06:00Z", "transaction_amount_usd": 7212.83 }, { "asset": "EUR", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.577, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 335.78, "financial_exposure_usd": 378.49, "recoverable_pct": 0.871 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105390", "label": "fraudulent", "label_confidence": 0.64, "severity": "medium", "timestamp": "2026-01-04T17:50:00Z", "trace_id": "ffb9b3c5-fa5a-59d9-33c8-081a89e79239" }
{ "account_age_days": 108, "account_id": "ACCT-6B2D290C478A", "baseline_risk_score": 0.351, "kyc_tier": "tier_2", "session_entropy": 0.902 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 125, "timestamp": "2026-01-04T10:54:00Z", "transaction_amount_usd": 16.65 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.452, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 1929577.94, "financial_exposure_usd": 4485500.66, "recoverable_pct": 0.907 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106449", "label": "fraudulent", "label_confidence": 0.869, "severity": "high", "timestamp": "2026-01-05T11:29:00Z", "trace_id": "2efd23dc-87f2-2cda-e6ce-ae03b2d39310" }
{ "account_age_days": 1767, "account_id": "ACCT-D800171EDFF4", "baseline_risk_score": 0.267, "kyc_tier": "tier_2", "session_entropy": 0.337 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 209, "timestamp": "2026-01-05T00:18:00Z", "transaction_amount_usd": 21.99 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.494, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, 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": 1521111.12, "financial_exposure_usd": 2973143.73, "recoverable_pct": 0.895 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102050", "label": "fraudulent", "label_confidence": 0.952, "severity": "critical", "timestamp": "2026-01-02T10:10:00Z", "trace_id": "e21c2695-7ac1-acb6-9701-4453dcede658" }
{ "account_age_days": 605, "account_id": "ACCT-EC26453BC9EC", "baseline_risk_score": 0.292, "kyc_tier": "tier_2", "session_entropy": 0.415 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 252, "timestamp": "2026-01-02T00:51:00Z", "transaction_amount_usd": 7.25 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.369, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 792494.71, "financial_exposure_usd": 952377.15, "recoverable_pct": 0.061 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100658", "label": "fraudulent", "label_confidence": 0.856, "severity": "medium", "timestamp": "2026-01-01T10:58:00Z", "trace_id": "02720cd1-cbd3-cf54-605e-3a25afb12754" }
{ "account_age_days": 1592, "account_id": "ACCT-033FD3C3CA5F", "baseline_risk_score": 0.585, "kyc_tier": "tier_2", "session_entropy": 0.374 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 246, "timestamp": "2026-01-01T10:58:00Z", "transaction_amount_usd": 7023.77 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.676, "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": 907111.8, "financial_exposure_usd": 934623.79, "recoverable_pct": 0.603 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107033", "label": "benign", "label_confidence": 0.561, "severity": "medium", "timestamp": "2026-01-05T21:13:00Z", "trace_id": "9240ecce-4ca9-98dc-9f37-a62158e65f79" }
{ "account_age_days": 220, "account_id": "ACCT-7B53CC264A99", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.126 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 504, "timestamp": "2026-01-05T21:13:00Z", "transaction_amount_usd": 1422.3 }, { "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": 0.769, "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": 5466.89, "financial_exposure_usd": 7891.86, "recoverable_pct": 0.567 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106943", "label": "benign", "label_confidence": 0.729, "severity": "medium", "timestamp": "2026-01-05T19:43:00Z", "trace_id": "85dd587b-1799-8fcb-c717-03edf29da4e4" }
{ "account_age_days": 1979, "account_id": "ACCT-8960F79A5019", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.529 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 357, "timestamp": "2026-01-05T19:43:00Z", "transaction_amount_usd": 6540.88 }, { "asset": "BTC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.591, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 3", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 1083.9, "financial_exposure_usd": 1297.04, "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-102465", "label": "fraudulent", "label_confidence": 0.802, "severity": "critical", "timestamp": "2026-01-02T17:05:00Z", "trace_id": "c082b236-87b7-ff6a-d617-4f34ff4ad824" }
{ "account_age_days": 1927, "account_id": "ACCT-1C7838B21061", "baseline_risk_score": 0.374, "kyc_tier": "tier_2", "session_entropy": 0.931 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "GB", "latency_ms": 548, "timestamp": "2026-01-02T17:05:00Z", "transaction_amount_usd": 52998.88 }, { "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": 0.557, "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": 277020.58, "financial_exposure_usd": 323572.32, "recoverable_pct": 0.844 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108646", "label": "benign", "label_confidence": 0.643, "severity": "high", "timestamp": "2026-01-07T00:06:00Z", "trace_id": "73e48c9a-8a45-19cd-296d-8d3b586f7658" }
{ "account_age_days": 465, "account_id": "ACCT-DAB9CC2E8FFD", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.29 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 316, "timestamp": "2026-01-06T20:04:00Z", "transaction_amount_usd": 12.71 }, { "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": 0.698, "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": 2643.15, "financial_exposure_usd": 4837.06, "recoverable_pct": 0.702 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100563", "label": "fraudulent", "label_confidence": 0.86, "severity": "low", "timestamp": "2026-01-01T09:23:00Z", "trace_id": "b3b755ca-bf5e-4ff4-43a7-6d6914777eff" }
{ "account_age_days": 1740, "account_id": "ACCT-99CF3C81D21F", "baseline_risk_score": 0.376, "kyc_tier": "tier_1", "session_entropy": 0.645 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 859, "timestamp": "2026-01-01T09:23:00Z", "transaction_amount_usd": 17350.69 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.616, "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": 571950.15, "financial_exposure_usd": 839340.72, "recoverable_pct": 0.612 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102737", "label": "fraudulent", "label_confidence": 0.869, "severity": "low", "timestamp": "2026-01-02T21:37:00Z", "trace_id": "2b7cebbb-21c7-babf-8692-73378cbc9f72" }
{ "account_age_days": 721, "account_id": "ACCT-72127B3173CB", "baseline_risk_score": 0.489, "kyc_tier": "tier_1", "session_entropy": 0.367 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 963, "timestamp": "2026-01-02T21:37:00Z", "transaction_amount_usd": 2448.9 }, { "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": 0.779, "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": 625007.91, "financial_exposure_usd": 1027509.94, "recoverable_pct": 0.165 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101768", "label": "fraudulent", "label_confidence": 0.93, "severity": "critical", "timestamp": "2026-01-02T05:28:00Z", "trace_id": "6d998d7d-4cd7-9adb-523f-36da0c5aa747" }
{ "account_age_days": 101, "account_id": "ACCT-C7E300748BDE", "baseline_risk_score": 0.438, "kyc_tier": "tier_3", "session_entropy": 0.468 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "DE", "latency_ms": 181, "timestamp": "2026-01-02T05:28:00Z", "transaction_amount_usd": 72822.56 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.483, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, 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": 375586.98, "financial_exposure_usd": 576436.83, "recoverable_pct": 0.538 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105030", "label": "fraudulent", "label_confidence": 0.94, "severity": "medium", "timestamp": "2026-01-04T11:50:00Z", "trace_id": "5a235f0a-f7aa-dbf5-b8c5-e8a2f5602744" }
{ "account_age_days": 1235, "account_id": "ACCT-8CA6DD0F02D8", "baseline_risk_score": 0.165, "kyc_tier": "tier_1", "session_entropy": 0.713 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 1073, "timestamp": "2026-01-04T11:50:00Z", "transaction_amount_usd": 1272123.22 }, { "asset": "SOL", "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": 0.625, "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": 1315370.98, "financial_exposure_usd": 1349237.84, "recoverable_pct": 0.626 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109463", "label": "benign", "label_confidence": 0.716, "severity": "low", "timestamp": "2026-01-07T13:43:00Z", "trace_id": "1441815b-2426-8495-a585-9a71347d7511" }
{ "account_age_days": 1578, "account_id": "ACCT-04EA9888735A", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.921 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 801, "timestamp": "2026-01-07T13:43:00Z", "transaction_amount_usd": 11188.02 }, { "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": 0.535, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, 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": 140.04, "financial_exposure_usd": 150.87, "recoverable_pct": 0.501 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109725", "label": "benign", "label_confidence": 0.673, "severity": "high", "timestamp": "2026-01-07T18:05:00Z", "trace_id": "0f5b2182-b885-f830-7980-93aec059dd25" }
{ "account_age_days": 1889, "account_id": "ACCT-E57A93541274", "baseline_risk_score": 0.197, "kyc_tier": "tier_3", "session_entropy": 0.591 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 226, "timestamp": "2026-01-07T06:30:00Z", "transaction_amount_usd": 3.54 }, { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.454, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1535.38, "financial_exposure_usd": 1663.55, "recoverable_pct": 0.567 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103782", "label": "fraudulent", "label_confidence": 0.666, "severity": "high", "timestamp": "2026-01-03T15:02:00Z", "trace_id": "6d582cfa-9e22-2dee-7d3d-be0aa0467a27" }
{ "account_age_days": 1876, "account_id": "ACCT-725B38DBB487", "baseline_risk_score": 0.405, "kyc_tier": "tier_3", "session_entropy": 0.797 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 314, "timestamp": "2026-01-03T15:02:00Z", "transaction_amount_usd": 460149.94 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.57, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND post...
{ "customer_funds_at_risk_usd": 2437484.62, "financial_exposure_usd": 5535624.22, "recoverable_pct": 0.977 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102184", "label": "fraudulent", "label_confidence": 0.807, "severity": "high", "timestamp": "2026-01-02T12:24:00Z", "trace_id": "217f931d-a098-78c4-ec62-8aa22d42d5e2" }
{ "account_age_days": 1688, "account_id": "ACCT-F0BD538E7CE2", "baseline_risk_score": 0.591, "kyc_tier": "tier_1", "session_entropy": 0.787 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 933, "timestamp": "2026-01-02T12:24:00Z", "transaction_amount_usd": 33844.05 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.753, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 791440.86, "financial_exposure_usd": 1001388.08, "recoverable_pct": 0.127 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109133", "label": "benign", "label_confidence": 0.744, "severity": "medium", "timestamp": "2026-01-07T08:13:00Z", "trace_id": "392fa89f-02c2-110b-b10f-bf78ed1ba423" }
{ "account_age_days": 1874, "account_id": "ACCT-B23B6B5D66DB", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.707 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 195, "timestamp": "2026-01-07T08:13:00Z", "transaction_amount_usd": 2743.23 }, { "asset": "BTC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.708, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 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": 2072.11, "financial_exposure_usd": 4709.06, "recoverable_pct": 0.957 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101341", "label": "fraudulent", "label_confidence": 0.872, "severity": "critical", "timestamp": "2026-01-01T22:21:00Z", "trace_id": "1b3bb647-f7f2-1114-2f60-e50ab84b10da" }
{ "account_age_days": 79, "account_id": "ACCT-3D13F8D368AD", "baseline_risk_score": 0.512, "kyc_tier": "tier_1", "session_entropy": 0.743 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 552, "timestamp": "2026-01-01T22:21:00Z", "transaction_amount_usd": 59347.97 }, { "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": 0.694, "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": 298121.12, "financial_exposure_usd": 627479.01, "recoverable_pct": 0.467 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104364", "label": "fraudulent", "label_confidence": 0.637, "severity": "medium", "timestamp": "2026-01-04T00:44:00Z", "trace_id": "18bdf58c-8a2d-4d63-4c92-a28dfb0a779d" }
{ "account_age_days": 451, "account_id": "ACCT-41F7C5EDB291", "baseline_risk_score": 0.152, "kyc_tier": "tier_1", "session_entropy": 0.119 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 297, "timestamp": "2026-01-03T12:29:00Z", "transaction_amount_usd": 24.94 }, { "asset": "SOL", "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": 0.814, "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": 1508307.46, "financial_exposure_usd": 2849505.86, "recoverable_pct": 0.9 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100689", "label": "fraudulent", "label_confidence": 0.895, "severity": "critical", "timestamp": "2026-01-01T11:29:00Z", "trace_id": "727f1cc3-81f0-657a-a38c-9963cea6d6c3" }
{ "account_age_days": 1310, "account_id": "ACCT-6EFD8FB1E4A9", "baseline_risk_score": 0.497, "kyc_tier": "tier_2", "session_entropy": 0.17 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 145, "timestamp": "2026-01-01T11:29:00Z", "transaction_amount_usd": 98792.94 }, { "asset": "GBP", "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": 0.747, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 688566.68, "financial_exposure_usd": 997851.02, "recoverable_pct": 0.842 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103710", "label": "fraudulent", "label_confidence": 0.77, "severity": "high", "timestamp": "2026-01-03T13:50:00Z", "trace_id": "eb1c5346-c281-4f56-7682-79bb0b9a6c0a" }
{ "account_age_days": 27, "account_id": "ACCT-DB7C9A1AEE48", "baseline_risk_score": 0.117, "kyc_tier": "tier_2", "session_entropy": 0.332 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 195, "timestamp": "2026-01-03T04:48:00Z", "transaction_amount_usd": 20.72 }, { "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": 0.464, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 1193621.44, "financial_exposure_usd": 2778995.36, "recoverable_pct": 0.61 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106740", "label": "benign", "label_confidence": 0.61, "severity": "medium", "timestamp": "2026-01-05T16:20:00Z", "trace_id": "ba3d7c69-6f4c-ca99-3b50-3822fbed7b89" }
{ "account_age_days": 1933, "account_id": "ACCT-7D2B55090278", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.866 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 106, "timestamp": "2026-01-05T04:45:00Z", "transaction_amount_usd": 1.58 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.758, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 188.35, "financial_exposure_usd": 353.46, "recoverable_pct": 0.699 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100998", "label": "fraudulent", "label_confidence": 0.761, "severity": "critical", "timestamp": "2026-01-01T16:38:00Z", "trace_id": "50cf9dc2-17d3-862d-20b7-0ddaf45c7bd1" }
{ "account_age_days": 1876, "account_id": "ACCT-0D1369D2D33E", "baseline_risk_score": 0.426, "kyc_tier": "tier_2", "session_entropy": 0.581 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "HK", "latency_ms": 1167, "timestamp": "2026-01-01T16:38:00Z", "transaction_amount_usd": 61067.67 }, { "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": 0.64, "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 HAVIN...
{ "customer_funds_at_risk_usd": 760186.44, "financial_exposure_usd": 1407270.48, "recoverable_pct": 0.431 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101070", "label": "fraudulent", "label_confidence": 0.926, "severity": "medium", "timestamp": "2026-01-01T17:50:00Z", "trace_id": "bce7ff85-9bea-38f9-fd74-3b5eab609ca0" }
{ "account_age_days": 1241, "account_id": "ACCT-4BEB8352F99F", "baseline_risk_score": 0.29, "kyc_tier": "tier_3", "session_entropy": 0.86 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 1165, "timestamp": "2026-01-01T17:50:00Z", "transaction_amount_usd": 14331.21 }, { "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": 0.602, "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": 616433.42, "financial_exposure_usd": 793293.41, "recoverable_pct": 0.109 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106717", "label": "benign", "label_confidence": 0.745, "severity": "high", "timestamp": "2026-01-05T15:57:00Z", "trace_id": "510e8c10-41b4-ee67-8dbf-ea72ea2e1f1b" }
{ "account_age_days": 956, "account_id": "ACCT-770241227BBE", "baseline_risk_score": 0.158, "kyc_tier": "tier_3", "session_entropy": 0.151 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 136, "timestamp": "2026-01-05T11:44:00Z", "transaction_amount_usd": 8.83 }, { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.654, "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": 3369.62, "financial_exposure_usd": 5596.81, "recoverable_pct": 0.596 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105816", "label": "fraudulent", "label_confidence": 0.875, "severity": "medium", "timestamp": "2026-01-05T00:56:00Z", "trace_id": "bbb8f97d-1729-f557-c91b-154e9d19c671" }
{ "account_age_days": 1779, "account_id": "ACCT-0500322CCE44", "baseline_risk_score": 0.173, "kyc_tier": "tier_1", "session_entropy": 0.59 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 118, "timestamp": "2026-01-05T00:56:00Z", "transaction_amount_usd": 1522994.58 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.374, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 1940543.24, "financial_exposure_usd": 2657201.94, "recoverable_pct": 0.564 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107692", "label": "benign", "label_confidence": 0.462, "severity": "medium", "timestamp": "2026-01-06T08:12:00Z", "trace_id": "d57785de-aa21-ff1d-88d8-758be9979df6" }
{ "account_age_days": 942, "account_id": "ACCT-5E03B260176D", "baseline_risk_score": 0.052, "kyc_tier": "tier_2", "session_entropy": 0.153 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 133, "timestamp": "2026-01-06T06:42:00Z", "transaction_amount_usd": 6.15 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.76, "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 prior...
{ "customer_funds_at_risk_usd": 4089.99, "financial_exposure_usd": 7131.65, "recoverable_pct": 0.82 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104971", "label": "fraudulent", "label_confidence": 0.796, "severity": "medium", "timestamp": "2026-01-04T10:51:00Z", "trace_id": "42b4b639-ef9f-f42d-a695-8019161ba000" }
{ "account_age_days": 1415, "account_id": "ACCT-1C70F3ACC6B7", "baseline_risk_score": 0.265, "kyc_tier": "tier_1", "session_entropy": 0.346 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 756, "timestamp": "2026-01-04T10:51:00Z", "transaction_amount_usd": 1746624.21 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.743, "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": 5556344.16, "financial_exposure_usd": 6373409.94, "recoverable_pct": 0.86 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103181", "label": "fraudulent", "label_confidence": 0.859, "severity": "medium", "timestamp": "2026-01-03T05:01:00Z", "trace_id": "b45c429e-99c1-08f3-aa9a-5d4029cf77f8" }
{ "account_age_days": 325, "account_id": "ACCT-AF38EBA3B63D", "baseline_risk_score": 0.644, "kyc_tier": "tier_3", "session_entropy": 0.289 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 201, "timestamp": "2026-01-02T23:53:00Z", "transaction_amount_usd": 9.8 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.512, "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": 414340.32, "financial_exposure_usd": 876276.7, "recoverable_pct": 0.004 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103500", "label": "fraudulent", "label_confidence": 0.869, "severity": "high", "timestamp": "2026-01-03T10:20:00Z", "trace_id": "46402b8a-6ab3-ea74-9c8b-c4e6a338a0fc" }
{ "account_age_days": 1323, "account_id": "ACCT-98AE8C96AF06", "baseline_risk_score": 0.313, "kyc_tier": "tier_1", "session_entropy": 0.868 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 292, "timestamp": "2026-01-03T07:28:00Z", "transaction_amount_usd": 15.85 }, { "asset": "EUR", "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": 0.628, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 3633721.65, "financial_exposure_usd": 5000955.02, "recoverable_pct": 0.725 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106137", "label": "fraudulent", "label_confidence": 0.656, "severity": "high", "timestamp": "2026-01-05T06:17:00Z", "trace_id": "9652a87b-b090-0221-6eb7-3822bba77fbc" }
{ "account_age_days": 1538, "account_id": "ACCT-F460A1A0FC2F", "baseline_risk_score": 0.387, "kyc_tier": "tier_3", "session_entropy": 0.105 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 951, "timestamp": "2026-01-05T06:17:00Z", "transaction_amount_usd": 139037 }, { "asset": "EUR", "burst_indicator": false, "event_name": "ORDER_BOOK_IMB...
{ "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": 0.774, "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": 1732002.29, "financial_exposure_usd": 3944770.78, "recoverable_pct": 0.655 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109611", "label": "benign", "label_confidence": 0.493, "severity": "low", "timestamp": "2026-01-07T16:11:00Z", "trace_id": "c617c74a-6862-a053-2a8a-4d60f9bef319" }
{ "account_age_days": 924, "account_id": "ACCT-6F8D2D69382C", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.13 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 201, "timestamp": "2026-01-07T13:24:00Z", "transaction_amount_usd": 20.07 }, { "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": 0.546, "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": 755.19, "financial_exposure_usd": 889.38, "recoverable_pct": 0.743 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108235", "label": "benign", "label_confidence": 0.518, "severity": "high", "timestamp": "2026-01-06T17:15:00Z", "trace_id": "20ccbde8-be09-415f-20fe-1d893d577191" }
{ "account_age_days": 540, "account_id": "ACCT-555332D8D709", "baseline_risk_score": 0.083, "kyc_tier": "tier_2", "session_entropy": 0.257 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 894, "timestamp": "2026-01-06T17:15:00Z", "transaction_amount_usd": 14026.04 }, { "asset": "EUR", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.686, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 3403.55, "financial_exposure_usd": 3544.03, "recoverable_pct": 0.582 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104023", "label": "fraudulent", "label_confidence": 0.888, "severity": "high", "timestamp": "2026-01-03T19:03:00Z", "trace_id": "a5cea158-1840-1465-f9b5-f683f0e5b949" }
{ "account_age_days": 802, "account_id": "ACCT-AF9A810BCDA5", "baseline_risk_score": 0.088, "kyc_tier": "tier_1", "session_entropy": 0.627 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 714, "timestamp": "2026-01-03T19:03:00Z", "transaction_amount_usd": 2192534.73 }, { "asset": "SOL", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.513, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 3137498.52, "financial_exposure_usd": 6517173.2, "recoverable_pct": 0.788 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102092", "label": "fraudulent", "label_confidence": 0.943, "severity": "high", "timestamp": "2026-01-02T10:52:00Z", "trace_id": "f8cc2c58-1f17-58db-c59e-35c3a82a61f3" }
{ "account_age_days": 1925, "account_id": "ACCT-2E9BC698B275", "baseline_risk_score": 0.555, "kyc_tier": "tier_1", "session_entropy": 0.173 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 218, "timestamp": "2026-01-02T10:52:00Z", "transaction_amount_usd": 33849.78 }, { "asset": "EUR", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.628, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 1344120.34, "financial_exposure_usd": 1377161.41, "recoverable_pct": 0.531 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100812", "label": "fraudulent", "label_confidence": 0.975, "severity": "medium", "timestamp": "2026-01-01T13:32:00Z", "trace_id": "05f1ef89-d1ef-bdbc-27bc-cf846726a229" }
{ "account_age_days": 1608, "account_id": "ACCT-ED0F1331C31E", "baseline_risk_score": 0.458, "kyc_tier": "tier_2", "session_entropy": 0.195 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CH", "latency_ms": 332, "timestamp": "2026-01-01T13:32:00Z", "transaction_amount_usd": 37476.25 }, { "asset": "EUR", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.755, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 680182.36, "financial_exposure_usd": 688882.61, "recoverable_pct": 0.817 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106114", "label": "fraudulent", "label_confidence": 0.84, "severity": "high", "timestamp": "2026-01-05T05:54:00Z", "trace_id": "0605ae13-99fb-5348-6f16-64cef4ad3334" }
{ "account_age_days": 1409, "account_id": "ACCT-53AFD8D79C4D", "baseline_risk_score": 0.09, "kyc_tier": "tier_2", "session_entropy": 0.292 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 369, "timestamp": "2026-01-05T05:54:00Z", "transaction_amount_usd": 2451333.37 }, { "asset": "BTC", "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": 0.794, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 1926652.31, "financial_exposure_usd": 2427693.34, "recoverable_pct": 0.744 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100033", "label": "fraudulent", "label_confidence": 0.953, "severity": "medium", "timestamp": "2026-01-01T00:33:00Z", "trace_id": "7938878a-89b5-aab0-c121-69db2f12b150" }
{ "account_age_days": 1562, "account_id": "ACCT-FB37AFAECD85", "baseline_risk_score": 0.394, "kyc_tier": "tier_2", "session_entropy": 0.714 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 925, "timestamp": "2026-01-01T00:33:00Z", "transaction_amount_usd": 36438 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", "...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.572, "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": 239691.1, "financial_exposure_usd": 560773.72, "recoverable_pct": 0.734 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107959", "label": "benign", "label_confidence": 0.601, "severity": "medium", "timestamp": "2026-01-06T12:39:00Z", "trace_id": "f6adde52-f4f3-b26a-5292-236d47baa8f1" }
{ "account_age_days": 257, "account_id": "ACCT-36F94874CFFA", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.667 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 163, "timestamp": "2026-01-06T12:39:00Z", "transaction_amount_usd": 8232.33 }, { "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": 0.478, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 1941.45, "financial_exposure_usd": 1976.01, "recoverable_pct": 0.597 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101023", "label": "fraudulent", "label_confidence": 0.754, "severity": "medium", "timestamp": "2026-01-01T17:03:00Z", "trace_id": "b6ff6837-6fae-abba-14eb-383a65f2bc1b" }
{ "account_age_days": 396, "account_id": "ACCT-F3F9C3FB4651", "baseline_risk_score": 0.371, "kyc_tier": "tier_1", "session_entropy": 0.78 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 143, "timestamp": "2026-01-01T17:03:00Z", "transaction_amount_usd": 89592.82 }, { "asset": "EUR", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.579, "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": 649505.85, "financial_exposure_usd": 746165.88, "recoverable_pct": 0.642 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101577", "label": "fraudulent", "label_confidence": 0.935, "severity": "high", "timestamp": "2026-01-02T02:17:00Z", "trace_id": "e7d538cb-7bd2-d6d1-94f2-c83eda1ae1ce" }
{ "account_age_days": 901, "account_id": "ACCT-6B2EEF1DA204", "baseline_risk_score": 0.286, "kyc_tier": "tier_2", "session_entropy": 0.722 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 1173, "timestamp": "2026-01-02T02:17:00Z", "transaction_amount_usd": 63821.73 }, { "asset": "SOL", "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": 0.881, "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": 857275.6, "financial_exposure_usd": 1168591.96, "recoverable_pct": 0.141 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101731", "label": "fraudulent", "label_confidence": 0.945, "severity": "medium", "timestamp": "2026-01-02T04:51:00Z", "trace_id": "d3808397-0415-a3b1-d196-b38f60c80307" }
{ "account_age_days": 1834, "account_id": "ACCT-5CD451717150", "baseline_risk_score": 0.336, "kyc_tier": "tier_2", "session_entropy": 0.401 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 395, "timestamp": "2026-01-02T04:51:00Z", "transaction_amount_usd": 100341.88 }, { "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": 0.779, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 478766.01, "financial_exposure_usd": 878788.19, "recoverable_pct": 0.761 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105857", "label": "fraudulent", "label_confidence": 0.87, "severity": "medium", "timestamp": "2026-01-05T01:37:00Z", "trace_id": "a7138bd8-92c2-f96e-5980-92f947f43707" }
{ "account_age_days": 35, "account_id": "ACCT-BC0AC16C0ED7", "baseline_risk_score": 0.177, "kyc_tier": "tier_1", "session_entropy": 0.31 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 640, "timestamp": "2026-01-05T01:37:00Z", "transaction_amount_usd": 1980573.04 }, { "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": 0.679, "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": 3879458.69, "financial_exposure_usd": 5429530.55, "recoverable_pct": 0.941 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100177", "label": "fraudulent", "label_confidence": 0.764, "severity": "high", "timestamp": "2026-01-01T02:57:00Z", "trace_id": "5c69ee49-712c-3126-3222-504f02bb6d94" }
{ "account_age_days": 549, "account_id": "ACCT-8063FCE4C2E4", "baseline_risk_score": 0.517, "kyc_tier": "tier_1", "session_entropy": 0.225 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 337, "timestamp": "2025-12-31T17:10:00Z", "transaction_amount_usd": 9.22 }, { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.616, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 691039.09, "financial_exposure_usd": 903180.45, "recoverable_pct": 0.585 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100243", "label": "fraudulent", "label_confidence": 0.803, "severity": "medium", "timestamp": "2026-01-01T04:03:00Z", "trace_id": "eb0a97f7-1578-320e-f4ca-37a413abd39b" }
{ "account_age_days": 288, "account_id": "ACCT-D68B717E57CB", "baseline_risk_score": 0.367, "kyc_tier": "tier_2", "session_entropy": 0.122 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 1105, "timestamp": "2026-01-01T04:03:00Z", "transaction_amount_usd": 59851.63 }, { "asset": "EUR", "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": 0.452, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 644509.49, "financial_exposure_usd": 667913.11, "recoverable_pct": 0.516 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109394", "label": "benign", "label_confidence": 0.469, "severity": "high", "timestamp": "2026-01-07T12:34:00Z", "trace_id": "fd59bb4e-ad31-7227-7414-ab1ec22537f0" }
{ "account_age_days": 393, "account_id": "ACCT-E126F8994664", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.121 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 754, "timestamp": "2026-01-07T12:34:00Z", "transaction_amount_usd": 7238.68 }, { "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": 0.716, "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": 2672.22, "financial_exposure_usd": 2838.82, "recoverable_pct": 0.841 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108685", "label": "benign", "label_confidence": 0.6, "severity": "medium", "timestamp": "2026-01-07T00:45:00Z", "trace_id": "ae4e2666-69c6-c31c-5da0-f72eebeb1484" }
{ "account_age_days": 1289, "account_id": "ACCT-834CB7139391", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.887 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 646, "timestamp": "2026-01-07T00:45:00Z", "transaction_amount_usd": 14233.26 }, { "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": 0.596, "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": 1577.36, "financial_exposure_usd": 2692.31, "recoverable_pct": 0.458 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105375", "label": "fraudulent", "label_confidence": 0.765, "severity": "high", "timestamp": "2026-01-04T17:35:00Z", "trace_id": "5937aeb2-c872-b052-e904-cf06a0447cdd" }
{ "account_age_days": 1034, "account_id": "ACCT-36F341DE858E", "baseline_risk_score": 0.386, "kyc_tier": "tier_3", "session_entropy": 0.811 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 1004, "timestamp": "2026-01-04T17:35:00Z", "transaction_amount_usd": 950290.37 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.426, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 4136163.19, "financial_exposure_usd": 4809190.58, "recoverable_pct": 0.516 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100552", "label": "fraudulent", "label_confidence": 0.935, "severity": "high", "timestamp": "2026-01-01T09:12:00Z", "trace_id": "28e5c281-905f-4447-023a-793f16993c9f" }
{ "account_age_days": 408, "account_id": "ACCT-97763AB7AAE8", "baseline_risk_score": 0.26, "kyc_tier": "tier_3", "session_entropy": 0.788 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 1062, "timestamp": "2026-01-01T09:12:00Z", "transaction_amount_usd": 15781.9 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.903, "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": 570845.72, "financial_exposure_usd": 789444.26, "recoverable_pct": 0.181 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107485", "label": "benign", "label_confidence": 0.495, "severity": "high", "timestamp": "2026-01-06T04:45:00Z", "trace_id": "6a91e580-25a6-6897-0950-0f06c0542241" }
{ "account_age_days": 636, "account_id": "ACCT-1F0D89E51516", "baseline_risk_score": 0.062, "kyc_tier": "tier_2", "session_entropy": 0.692 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 411, "timestamp": "2026-01-06T04:45:00Z", "transaction_amount_usd": 9561.03 }, { "asset": "EUR", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.703, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 2002.13, "financial_exposure_usd": 2726.58, "recoverable_pct": 0.718 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100496", "label": "fraudulent", "label_confidence": 0.824, "severity": "high", "timestamp": "2026-01-01T08:16:00Z", "trace_id": "37903886-cf8e-83fe-6f6a-86e8ce37626d" }
{ "account_age_days": 1365, "account_id": "ACCT-725DF3FF8024", "baseline_risk_score": 0.448, "kyc_tier": "tier_1", "session_entropy": 0.167 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 790, "timestamp": "2026-01-01T08:16:00Z", "transaction_amount_usd": 60720.21 }, { "asset": "USDT", "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": 0.725, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 300355.4, "financial_exposure_usd": 572580.7, "recoverable_pct": 0.581 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102937", "label": "fraudulent", "label_confidence": 0.98, "severity": "high", "timestamp": "2026-01-03T00:57:00Z", "trace_id": "1630ffda-eee7-0673-02fc-29739d8cb431" }
{ "account_age_days": 1726, "account_id": "ACCT-A3BDE6172CE4", "baseline_risk_score": 0.525, "kyc_tier": "tier_1", "session_entropy": 0.608 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "SG", "latency_ms": 245, "timestamp": "2026-01-03T00:57:00Z", "transaction_amount_usd": 72409.83 }, { "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": 0.503, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 1325263.27, "financial_exposure_usd": 1424482.77, "recoverable_pct": 0.598 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106198", "label": "fraudulent", "label_confidence": 0.656, "severity": "medium", "timestamp": "2026-01-05T07:18:00Z", "trace_id": "fa94284d-9b54-b2bf-e950-e7f807a5d9ef" }
{ "account_age_days": 105, "account_id": "ACCT-8637E98C5131", "baseline_risk_score": 0.345, "kyc_tier": "tier_2", "session_entropy": 0.166 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 814, "timestamp": "2026-01-05T07:18:00Z", "transaction_amount_usd": 942261.84 }, { "asset": "EUR", "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": 0.524, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 4402679.24, "financial_exposure_usd": 4811243.41, "recoverable_pct": 0.424 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101512", "label": "fraudulent", "label_confidence": 0.848, "severity": "critical", "timestamp": "2026-01-02T01:12:00Z", "trace_id": "3a6fb5bb-f598-d494-4c1e-827f24d9d65e" }
{ "account_age_days": 1370, "account_id": "ACCT-7BD6EDFE1005", "baseline_risk_score": 0.647, "kyc_tier": "tier_3", "session_entropy": 0.806 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CA", "latency_ms": 1185, "timestamp": "2026-01-02T01:12:00Z", "transaction_amount_usd": 10088.11 }, { "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": 0.453, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 495226.91, "financial_exposure_usd": 699296.35, "recoverable_pct": 0.232 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105802", "label": "fraudulent", "label_confidence": 0.912, "severity": "high", "timestamp": "2026-01-05T00:42:00Z", "trace_id": "8c8d4145-263a-35fd-60c5-6258f4aa50d7" }
{ "account_age_days": 1927, "account_id": "ACCT-DCE2AAECD4C9", "baseline_risk_score": 0.404, "kyc_tier": "tier_2", "session_entropy": 0.627 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 957, "timestamp": "2026-01-05T00:42:00Z", "transaction_amount_usd": 168177.12 }, { "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": 0.729, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 3950326.95, "financial_exposure_usd": 4533268.82, "recoverable_pct": 0.76 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104166", "label": "fraudulent", "label_confidence": 0.745, "severity": "medium", "timestamp": "2026-01-03T21:26:00Z", "trace_id": "a15f61ed-001d-ebc9-69bf-5ef69c77b5a8" }
{ "account_age_days": 1311, "account_id": "ACCT-5B9BF501FA1F", "baseline_risk_score": 0.163, "kyc_tier": "tier_1", "session_entropy": 0.651 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 316, "timestamp": "2026-01-03T21:26:00Z", "transaction_amount_usd": 2824087.9 }, { "asset": "JPY", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.778, "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": 3022422.53, "financial_exposure_usd": 6693708.95, "recoverable_pct": 0.759 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106029", "label": "fraudulent", "label_confidence": 0.81, "severity": "medium", "timestamp": "2026-01-05T04:29:00Z", "trace_id": "346faa6c-d6c0-674b-c82b-5da5783ad90e" }
{ "account_age_days": 1814, "account_id": "ACCT-7609C2B9C4FC", "baseline_risk_score": 0.148, "kyc_tier": "tier_2", "session_entropy": 0.404 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 1092, "timestamp": "2026-01-05T04:29:00Z", "transaction_amount_usd": 2839942.01 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BO...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.399, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 3370722.04, "financial_exposure_usd": 3413185, "recoverable_pct": 0.984 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102583", "label": "fraudulent", "label_confidence": 0.802, "severity": "high", "timestamp": "2026-01-02T19:03:00Z", "trace_id": "6b6ca93c-d16c-7db1-dc4f-00c4935f8fdc" }
{ "account_age_days": 379, "account_id": "ACCT-1237FA70619F", "baseline_risk_score": 0.396, "kyc_tier": "tier_1", "session_entropy": 0.588 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 196, "timestamp": "2026-01-02T16:23:00Z", "transaction_amount_usd": 17.74 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.626, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 376450.62, "financial_exposure_usd": 454897.54, "recoverable_pct": 0.204 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102803", "label": "fraudulent", "label_confidence": 0.809, "severity": "medium", "timestamp": "2026-01-02T22:43:00Z", "trace_id": "86cf744b-7051-755c-c9fc-b3104167df87" }
{ "account_age_days": 215, "account_id": "ACCT-0D6239EFCE86", "baseline_risk_score": 0.425, "kyc_tier": "tier_2", "session_entropy": 0.629 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 181, "timestamp": "2026-01-02T20:41:00Z", "transaction_amount_usd": 12.01 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.793, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 9", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 413918.29, "financial_exposure_usd": 986337.27, "recoverable_pct": 0.254 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106423", "label": "fraudulent", "label_confidence": 0.602, "severity": "medium", "timestamp": "2026-01-05T11:03:00Z", "trace_id": "59cf6390-9a1f-a390-a861-b56ebaf287f0" }
{ "account_age_days": 1601, "account_id": "ACCT-9A03B4C04840", "baseline_risk_score": 0.198, "kyc_tier": "tier_2", "session_entropy": 0.127 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 889, "timestamp": "2026-01-05T11:03:00Z", "transaction_amount_usd": 315789.94 }, { "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": 0.803, "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": 5730594.68, "financial_exposure_usd": 8152889.88, "recoverable_pct": 0.581 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109360", "label": "benign", "label_confidence": 0.6, "severity": "high", "timestamp": "2026-01-07T12:00:00Z", "trace_id": "9bfa2714-75ee-7a73-0e6e-892eb272e108" }
{ "account_age_days": 544, "account_id": "ACCT-5151A7DEE449", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.539 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 488, "timestamp": "2026-01-07T12:00:00Z", "transaction_amount_usd": 5697.09 }, { "asset": "USD", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.515, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 1246.95, "financial_exposure_usd": 2309.97, "recoverable_pct": 0.664 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104399", "label": "fraudulent", "label_confidence": 0.601, "severity": "high", "timestamp": "2026-01-04T01:19:00Z", "trace_id": "b1108bf7-eca5-a2c4-6489-cc7fbd97fd4f" }
{ "account_age_days": 1924, "account_id": "ACCT-1038D21586C3", "baseline_risk_score": 0.193, "kyc_tier": "tier_2", "session_entropy": 0.618 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 346, "timestamp": "2026-01-03T19:56:00Z", "transaction_amount_usd": 0.41 }, { "asset": "USD", "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": 0.848, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, 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": 8853334.39, "financial_exposure_usd": 8920716.71, "recoverable_pct": 0.41 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108802", "label": "benign", "label_confidence": 0.582, "severity": "low", "timestamp": "2026-01-07T02:42:00Z", "trace_id": "fe46ae4a-da1f-214f-5064-2861da33d48c" }
{ "account_age_days": 1684, "account_id": "ACCT-ADDD41108D89", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.3 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 749, "timestamp": "2026-01-07T02:42:00Z", "transaction_amount_usd": 14338.96 }, { "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": 0.755, "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": 2159.3, "financial_exposure_usd": 3240, "recoverable_pct": 0.767 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103960", "label": "fraudulent", "label_confidence": 0.881, "severity": "high", "timestamp": "2026-01-03T18:00:00Z", "trace_id": "247de848-7699-8080-8719-282da8e1552c" }
{ "account_age_days": 491, "account_id": "ACCT-224D9DE799D6", "baseline_risk_score": 0.346, "kyc_tier": "tier_2", "session_entropy": 0.632 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 807, "timestamp": "2026-01-03T18:00:00Z", "transaction_amount_usd": 954902.1 }, { "asset": "USDT", "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": 0.7, "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 post...
{ "customer_funds_at_risk_usd": 3714042.72, "financial_exposure_usd": 3879309.72, "recoverable_pct": 0.981 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108787", "label": "benign", "label_confidence": 0.605, "severity": "low", "timestamp": "2026-01-07T02:27:00Z", "trace_id": "66fa7bd0-e8a9-1789-ed7a-ed05d7bf3480" }
{ "account_age_days": 1302, "account_id": "ACCT-090B5DDF77A4", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.859 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 324, "timestamp": "2026-01-07T00:24:00Z", "transaction_amount_usd": 7.85 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.463, "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": 1583.97, "financial_exposure_usd": 3223.49, "recoverable_pct": 0.546 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103769", "label": "fraudulent", "label_confidence": 0.609, "severity": "medium", "timestamp": "2026-01-03T14:49:00Z", "trace_id": "2cab0a63-d5d1-3b71-6ec6-e87a157bb468" }
{ "account_age_days": 1382, "account_id": "ACCT-0B722D9BA996", "baseline_risk_score": 0.31, "kyc_tier": "tier_2", "session_entropy": 0.417 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 149, "timestamp": "2026-01-03T12:33:00Z", "transaction_amount_usd": 20.84 }, { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.413, "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": 4377137.46, "financial_exposure_usd": 9168550.29, "recoverable_pct": 0.977 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108080", "label": "benign", "label_confidence": 0.611, "severity": "critical", "timestamp": "2026-01-06T14:40:00Z", "trace_id": "0e4c7474-1c3a-cbf9-94a8-1876fdf6da19" }
{ "account_age_days": 206, "account_id": "ACCT-48EF92D1103D", "baseline_risk_score": 0.184, "kyc_tier": "tier_1", "session_entropy": 0.717 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 358, "timestamp": "2026-01-06T12:40:00Z", "transaction_amount_usd": 20.79 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.74, "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 pr...
{ "customer_funds_at_risk_usd": 191.4, "financial_exposure_usd": 261.97, "recoverable_pct": 0.55 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100869", "label": "fraudulent", "label_confidence": 0.869, "severity": "critical", "timestamp": "2026-01-01T14:29:00Z", "trace_id": "7a02671b-340f-70b7-689b-6250bb81b676" }
{ "account_age_days": 365, "account_id": "ACCT-0771E2879050", "baseline_risk_score": 0.468, "kyc_tier": "tier_3", "session_entropy": 0.61 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 175, "timestamp": "2026-01-01T03:08:00Z", "transaction_amount_usd": 5.19 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.456, "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": 1000524.77, "financial_exposure_usd": 1036228.5, "recoverable_pct": 0.764 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103656", "label": "fraudulent", "label_confidence": 0.902, "severity": "high", "timestamp": "2026-01-03T12:56:00Z", "trace_id": "7679cf97-f0fe-23d6-82fc-f5ccc5beba8b" }
{ "account_age_days": 1671, "account_id": "ACCT-32F1C0860310", "baseline_risk_score": 0.066, "kyc_tier": "tier_3", "session_entropy": 0.917 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 306, "timestamp": "2026-01-03T07:43:00Z", "transaction_amount_usd": 8.52 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED"...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.657, "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": 2354986.05, "financial_exposure_usd": 3114179.04, "recoverable_pct": 0.493 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100825", "label": "fraudulent", "label_confidence": 0.956, "severity": "critical", "timestamp": "2026-01-01T13:45:00Z", "trace_id": "e229a291-3a98-7f6b-2e33-66138f7675b9" }
{ "account_age_days": 551, "account_id": "ACCT-8DAAF36A971A", "baseline_risk_score": 0.383, "kyc_tier": "tier_2", "session_entropy": 0.525 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 292, "timestamp": "2026-01-01T02:57:00Z", "transaction_amount_usd": 1.66 }, { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.583, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 144895.15, "financial_exposure_usd": 322516.68, "recoverable_pct": 0.619 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107813", "label": "benign", "label_confidence": 0.573, "severity": "high", "timestamp": "2026-01-06T10:13:00Z", "trace_id": "651b9ab5-6686-d6e0-17e4-f397b2667a6a" }
{ "account_age_days": 1126, "account_id": "ACCT-2F1EE33FF51B", "baseline_risk_score": 0.186, "kyc_tier": "tier_2", "session_entropy": 0.692 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 392, "timestamp": "2026-01-06T04:11:00Z", "transaction_amount_usd": 2.23 }, { "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": 0.672, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 2232.57, "financial_exposure_usd": 2530.85, "recoverable_pct": 0.94 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101066", "label": "fraudulent", "label_confidence": 0.864, "severity": "low", "timestamp": "2026-01-01T17:46:00Z", "trace_id": "2a878154-6c12-8b4b-f386-c2303a628422" }
{ "account_age_days": 1693, "account_id": "ACCT-E5B8C1F82EC5", "baseline_risk_score": 0.339, "kyc_tier": "tier_1", "session_entropy": 0.8 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 98, "timestamp": "2026-01-01T17:46:00Z", "transaction_amount_usd": 44414.53 }, { "asset": "EUR", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.762, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 0, 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": 0, "financial_exposure_usd": 0, "recoverable_pct": 0.4 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108634", "label": "benign", "label_confidence": 0.48, "severity": "high", "timestamp": "2026-01-06T23:54:00Z", "trace_id": "4652fcb1-f239-d789-2950-20f663ec3dbf" }
{ "account_age_days": 379, "account_id": "ACCT-3FF78E6B7F1F", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.197 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 580, "timestamp": "2026-01-06T23:54:00Z", "transaction_amount_usd": 13080.72 }, { "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": 0.702, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 1860.25, "financial_exposure_usd": 2824.11, "recoverable_pct": 0.477 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108437", "label": "benign", "label_confidence": 0.597, "severity": "medium", "timestamp": "2026-01-06T20:37:00Z", "trace_id": "70cf8782-9af6-04e7-48bb-1e738002a2ac" }
{ "account_age_days": 181, "account_id": "ACCT-1AF4AF68E5B3", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.575 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 434, "timestamp": "2026-01-06T20:37:00Z", "transaction_amount_usd": 6273.04 }, { "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": 0.714, "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": 3247.17, "financial_exposure_usd": 3321.9, "recoverable_pct": 0.7 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107377", "label": "benign", "label_confidence": 0.737, "severity": "low", "timestamp": "2026-01-06T02:57:00Z", "trace_id": "cc2f87d1-6071-6eda-de97-fdce58b092cc" }
{ "account_age_days": 1361, "account_id": "ACCT-9E8A6B4A35FB", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.696 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 730, "timestamp": "2026-01-06T02:57:00Z", "transaction_amount_usd": 6465.83 }, { "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": 0.76, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior...
{ "customer_funds_at_risk_usd": 1551.76, "financial_exposure_usd": 3050.78, "recoverable_pct": 0.492 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106562", "label": "fraudulent", "label_confidence": 0.731, "severity": "high", "timestamp": "2026-01-05T13:22:00Z", "trace_id": "2d94135f-90af-b0da-0add-8e11034fd4b4" }
{ "account_age_days": 1218, "account_id": "ACCT-66159618237C", "baseline_risk_score": 0.135, "kyc_tier": "tier_1", "session_entropy": 0.105 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 374, "timestamp": "2026-01-05T11:48:00Z", "transaction_amount_usd": 24.28 }, { "asset": "ETH", "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": 0.654, "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": 4627328.04, "financial_exposure_usd": 5349450.41, "recoverable_pct": 0.979 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109258", "label": "benign", "label_confidence": 0.51, "severity": "medium", "timestamp": "2026-01-07T10:18:00Z", "trace_id": "b42775e5-0b4c-a8fd-e116-ea087cbb92a1" }
{ "account_age_days": 112, "account_id": "ACCT-2CC021F203FE", "baseline_risk_score": 0.154, "kyc_tier": "tier_1", "session_entropy": 0.6 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 1101, "timestamp": "2026-01-07T10:18:00Z", "transaction_amount_usd": 4160.46 }, { "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": 0.634, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1290.57, "financial_exposure_usd": 3167.88, "recoverable_pct": 0.91 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103660", "label": "fraudulent", "label_confidence": 0.789, "severity": "medium", "timestamp": "2026-01-03T13:00:00Z", "trace_id": "b248909c-60db-c0b3-9615-dbee9634bcc5" }
{ "account_age_days": 1027, "account_id": "ACCT-F3EA1B9F21F4", "baseline_risk_score": 0.244, "kyc_tier": "tier_1", "session_entropy": 0.917 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 116, "timestamp": "2026-01-03T01:30:00Z", "transaction_amount_usd": 14.89 }, { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.529, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 1724184.85, "financial_exposure_usd": 2120969.41, "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-108621", "label": "benign", "label_confidence": 0.706, "severity": "high", "timestamp": "2026-01-06T23:41:00Z", "trace_id": "fcc28d39-b2ef-b3ed-9104-a0a77144a44e" }
{ "account_age_days": 820, "account_id": "ACCT-F2BCBC615570", "baseline_risk_score": 0.099, "kyc_tier": "tier_1", "session_entropy": 0.281 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 130, "timestamp": "2026-01-06T16:44:00Z", "transaction_amount_usd": 8.08 }, { "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": 0.585, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, 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": 288.65, "financial_exposure_usd": 695.91, "recoverable_pct": 0.935 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101700", "label": "fraudulent", "label_confidence": 0.798, "severity": "critical", "timestamp": "2026-01-02T04:20:00Z", "trace_id": "1ca72fab-0cf5-f906-8d74-a6ffe981e3ad" }
{ "account_age_days": 1114, "account_id": "ACCT-64E6CA663030", "baseline_risk_score": 0.288, "kyc_tier": "tier_2", "session_entropy": 0.135 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 217, "timestamp": "2026-01-01T23:04:00Z", "transaction_amount_usd": 14.7 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.825, "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": 507568.43, "financial_exposure_usd": 817431.9, "recoverable_pct": 0.725 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105943", "label": "fraudulent", "label_confidence": 0.729, "severity": "critical", "timestamp": "2026-01-05T03:03:00Z", "trace_id": "8060aaa9-635a-3a5e-3527-106477faa322" }
{ "account_age_days": 1781, "account_id": "ACCT-7D3C27B5982C", "baseline_risk_score": 0.298, "kyc_tier": "tier_1", "session_entropy": 0.722 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 368, "timestamp": "2026-01-05T03:03:00Z", "transaction_amount_usd": 1849591.17 }, { "asset": "BTC", "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": 0.511, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 5663823.8, "financial_exposure_usd": 6855885.01, "recoverable_pct": 0.512 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103658", "label": "fraudulent", "label_confidence": 0.881, "severity": "high", "timestamp": "2026-01-03T12:58:00Z", "trace_id": "ac487c65-25d7-f039-3382-dc0cfc18b717" }
{ "account_age_days": 1923, "account_id": "ACCT-1F5706A9D697", "baseline_risk_score": 0.128, "kyc_tier": "tier_3", "session_entropy": 0.878 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 122, "timestamp": "2026-01-03T04:11:00Z", "transaction_amount_usd": 10.39 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.676, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 9", "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": 1128019.23, "financial_exposure_usd": 2267683.1, "recoverable_pct": 0.568 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106290", "label": "fraudulent", "label_confidence": 0.697, "severity": "medium", "timestamp": "2026-01-05T08:50:00Z", "trace_id": "b5e7ba82-e3fb-6d1f-c114-cde14613153b" }
{ "account_age_days": 355, "account_id": "ACCT-21C1D88EBA60", "baseline_risk_score": 0.363, "kyc_tier": "tier_1", "session_entropy": 0.177 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 716, "timestamp": "2026-01-05T08:50:00Z", "transaction_amount_usd": 544280.78 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.903, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 1767426.04, "financial_exposure_usd": 2599318.21, "recoverable_pct": 0.482 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109936", "label": "benign", "label_confidence": 0.481, "severity": "medium", "timestamp": "2026-01-07T21:36:00Z", "trace_id": "a68064d5-8148-8829-daf1-cbe85fb4a68a" }
{ "account_age_days": 73, "account_id": "ACCT-FAA8BF95356B", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.297 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 1092, "timestamp": "2026-01-07T21:36:00Z", "transaction_amount_usd": 9806.09 }, { "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": 0.61, "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_t...
{ "customer_funds_at_risk_usd": 1048.53, "financial_exposure_usd": 1395.76, "recoverable_pct": 0.801 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105025", "label": "fraudulent", "label_confidence": 0.898, "severity": "critical", "timestamp": "2026-01-04T11:45:00Z", "trace_id": "4ddb7085-2502-10de-2513-9a35edaea041" }
{ "account_age_days": 458, "account_id": "ACCT-C91E5A939E36", "baseline_risk_score": 0.124, "kyc_tier": "tier_2", "session_entropy": 0.605 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 845, "timestamp": "2026-01-04T11:45:00Z", "transaction_amount_usd": 2929778.14 }, { "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": 0.352, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 2943924.42, "financial_exposure_usd": 2993838.92, "recoverable_pct": 0.7 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108805", "label": "benign", "label_confidence": 0.586, "severity": "critical", "timestamp": "2026-01-07T02:45:00Z", "trace_id": "30532489-8fe1-9fa8-32bb-4940edf8df79" }
{ "account_age_days": 1551, "account_id": "ACCT-6334ECE9ECEC", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.359 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 96, "timestamp": "2026-01-07T02:45:00Z", "transaction_amount_usd": 13508.06 }, { "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": 0.796, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 2511.49, "financial_exposure_usd": 3517.75, "recoverable_pct": 0.858 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100654", "label": "fraudulent", "label_confidence": 0.852, "severity": "high", "timestamp": "2026-01-01T10:54:00Z", "trace_id": "0525c043-c5ad-17e4-839c-dfa206de1761" }
{ "account_age_days": 1565, "account_id": "ACCT-B6BB3B94415F", "baseline_risk_score": 0.337, "kyc_tier": "tier_1", "session_entropy": 0.658 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "JP", "latency_ms": 678, "timestamp": "2026-01-01T10:54:00Z", "transaction_amount_usd": 26366.41 }, { "asset": "SOL", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.606, "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": 434159.55, "financial_exposure_usd": 882880.33, "recoverable_pct": 0.814 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106953", "label": "benign", "label_confidence": 0.595, "severity": "low", "timestamp": "2026-01-05T19:53:00Z", "trace_id": "723c965e-8e71-151c-485e-2d6c2fe5c362" }
{ "account_age_days": 67, "account_id": "ACCT-4344B277E1BB", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.709 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 237, "timestamp": "2026-01-05T18:43:00Z", "transaction_amount_usd": 10.56 }, { "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": 0.484, "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": 3343.57, "financial_exposure_usd": 5064.75, "recoverable_pct": 0.735 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102559", "label": "fraudulent", "label_confidence": 0.95, "severity": "critical", "timestamp": "2026-01-02T18:39:00Z", "trace_id": "dfaa643c-a473-83b0-4433-d7d5e5e8ee3a" }
{ "account_age_days": 123, "account_id": "ACCT-7E3C691B2A45", "baseline_risk_score": 0.315, "kyc_tier": "tier_3", "session_entropy": 0.548 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 250, "timestamp": "2026-01-02T08:40:00Z", "transaction_amount_usd": 20.59 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.635, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 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": 742537.28, "financial_exposure_usd": 753296.71, "recoverable_pct": 0.08 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }