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-104532", "label": "fraudulent", "label_confidence": 0.602, "severity": "low", "timestamp": "2026-01-04T03:32:00Z", "trace_id": "c36a3ff1-548a-656b-0ae1-2dfddff43dce" }
{ "account_age_days": 1027, "account_id": "ACCT-F9BD299443C9", "baseline_risk_score": 0.244, "kyc_tier": "tier_3", "session_entropy": 0.203 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 1105, "timestamp": "2026-01-04T03:32:00Z", "transaction_amount_usd": 1838835.33 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.883, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 4777241.16, "financial_exposure_usd": 5161171.23, "recoverable_pct": 0.527 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100485", "label": "fraudulent", "label_confidence": 0.797, "severity": "high", "timestamp": "2026-01-01T08:05:00Z", "trace_id": "888b464b-35e6-168c-83bf-5845cf89e41a" }
{ "account_age_days": 440, "account_id": "ACCT-86B3468821FE", "baseline_risk_score": 0.395, "kyc_tier": "tier_3", "session_entropy": 0.943 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "FR", "latency_ms": 1077, "timestamp": "2026-01-01T08:05:00Z", "transaction_amount_usd": 76336.77 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.373, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 668233.31, "financial_exposure_usd": 869908.01, "recoverable_pct": 0.516 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102613", "label": "fraudulent", "label_confidence": 0.84, "severity": "high", "timestamp": "2026-01-02T19:33:00Z", "trace_id": "1a06dff3-ea17-a576-facf-3a6a38b9468d" }
{ "account_age_days": 929, "account_id": "ACCT-8FDAE31ED074", "baseline_risk_score": 0.29, "kyc_tier": "tier_2", "session_entropy": 0.639 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 842, "timestamp": "2026-01-02T19:33:00Z", "transaction_amount_usd": 77403.71 }, { "asset": "JPY", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.527, "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": 309514.08, "financial_exposure_usd": 734468.58, "recoverable_pct": 0.095 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108432", "label": "benign", "label_confidence": 0.466, "severity": "medium", "timestamp": "2026-01-06T20:32:00Z", "trace_id": "2473d9f4-ebaf-add7-21cb-7fed696895ee" }
{ "account_age_days": 1825, "account_id": "ACCT-A18422895748", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.344 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 314, "timestamp": "2026-01-06T11:01:00Z", "transaction_amount_usd": 23.28 }, { "asset": "JPY", "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": 0.456, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 1773.66, "financial_exposure_usd": 2772.52, "recoverable_pct": 0.629 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105604", "label": "fraudulent", "label_confidence": 0.68, "severity": "medium", "timestamp": "2026-01-04T21:24:00Z", "trace_id": "5c8d8a05-961b-db30-d668-e72c6f764a51" }
{ "account_age_days": 391, "account_id": "ACCT-5531D0D2EB5C", "baseline_risk_score": 0.056, "kyc_tier": "tier_3", "session_entropy": 0.368 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 154, "timestamp": "2026-01-04T21:24:00Z", "transaction_amount_usd": 2217270.51 }, { "asset": "USDC", "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": 0.646, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 7009897.16, "financial_exposure_usd": 7256809.81, "recoverable_pct": 0.561 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103281", "label": "fraudulent", "label_confidence": 0.841, "severity": "high", "timestamp": "2026-01-03T06:41:00Z", "trace_id": "bc6bea55-2438-f396-e876-873d7d06d0aa" }
{ "account_age_days": 1884, "account_id": "ACCT-A886BDA42CBF", "baseline_risk_score": 0.64, "kyc_tier": "tier_1", "session_entropy": 0.867 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 228, "timestamp": "2026-01-03T06:41:00Z", "transaction_amount_usd": 60382.1 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.602, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 392681.31, "financial_exposure_usd": 773850.11, "recoverable_pct": 0.57 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100881", "label": "fraudulent", "label_confidence": 0.864, "severity": "high", "timestamp": "2026-01-01T14:41:00Z", "trace_id": "37bad42e-6e87-5016-a672-1c8c77ca6681" }
{ "account_age_days": 1154, "account_id": "ACCT-A02698EA985C", "baseline_risk_score": 0.289, "kyc_tier": "tier_3", "session_entropy": 0.563 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 372, "timestamp": "2026-01-01T14:41:00Z", "transaction_amount_usd": 86190.08 }, { "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": 0.827, "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": 305744.49, "financial_exposure_usd": 328283.89, "recoverable_pct": 0.073 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107493", "label": "benign", "label_confidence": 0.743, "severity": "high", "timestamp": "2026-01-06T04:53:00Z", "trace_id": "77bf62a5-13fe-2e30-d7c0-e4c69c211ca2" }
{ "account_age_days": 319, "account_id": "ACCT-1772432C2CFA", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.881 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 112, "timestamp": "2026-01-05T17:00:00Z", "transaction_amount_usd": 3.25 }, { "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": 0.64, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1468.22, "financial_exposure_usd": 2794.91, "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-108693", "label": "benign", "label_confidence": 0.728, "severity": "medium", "timestamp": "2026-01-07T00:53:00Z", "trace_id": "0b25f70b-5d8f-d077-d20c-cb8f4e1fd417" }
{ "account_age_days": 69, "account_id": "ACCT-B0BC42DDD9E0", "baseline_risk_score": 0.061, "kyc_tier": "tier_1", "session_entropy": 0.773 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 126, "timestamp": "2026-01-07T00:53:00Z", "transaction_amount_usd": 14419.45 }, { "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": 0.644, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 3", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 1205.26, "financial_exposure_usd": 1482.08, "recoverable_pct": 0.918 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109606", "label": "benign", "label_confidence": 0.537, "severity": "medium", "timestamp": "2026-01-07T16:06:00Z", "trace_id": "db9adf05-cf9b-8899-6d10-ce60cae7817c" }
{ "account_age_days": 1995, "account_id": "ACCT-BD88894D39DA", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.167 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 94, "timestamp": "2026-01-07T16:06:00Z", "transaction_amount_usd": 14931.72 }, { "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": 0.474, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 1131.21, "financial_exposure_usd": 2467.9, "recoverable_pct": 0.479 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104218", "label": "fraudulent", "label_confidence": 0.828, "severity": "low", "timestamp": "2026-01-03T22:18:00Z", "trace_id": "4c0f157c-08ed-8339-0090-310aee9269ba" }
{ "account_age_days": 309, "account_id": "ACCT-6C26ACEB740F", "baseline_risk_score": 0.215, "kyc_tier": "tier_3", "session_entropy": 0.277 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 141, "timestamp": "2026-01-03T13:11:00Z", "transaction_amount_usd": 19.1 }, { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.367, "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": 3247370.28, "financial_exposure_usd": 3399834.07, "recoverable_pct": 0.988 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100543", "label": "fraudulent", "label_confidence": 0.941, "severity": "critical", "timestamp": "2026-01-01T09:03:00Z", "trace_id": "e6e1396c-33c2-5f22-07e4-3911349e3a21" }
{ "account_age_days": 1030, "account_id": "ACCT-F8E46F694145", "baseline_risk_score": 0.57, "kyc_tier": "tier_2", "session_entropy": 0.418 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 144, "timestamp": "2026-01-01T04:10:00Z", "transaction_amount_usd": 8.46 }, { "asset": "GBP", "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": 0.423, "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": 250997.59, "financial_exposure_usd": 437063.32, "recoverable_pct": 0.458 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105697", "label": "fraudulent", "label_confidence": 0.858, "severity": "medium", "timestamp": "2026-01-04T22:57:00Z", "trace_id": "d9dff366-55bb-fab3-8634-d40382505d24" }
{ "account_age_days": 854, "account_id": "ACCT-501CDDBEEE3F", "baseline_risk_score": 0.219, "kyc_tier": "tier_3", "session_entropy": 0.514 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 949, "timestamp": "2026-01-04T22:57:00Z", "transaction_amount_usd": 166109.36 }, { "asset": "JPY", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.596, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 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": 3617335.86, "financial_exposure_usd": 5432672.28, "recoverable_pct": 0.573 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102260", "label": "fraudulent", "label_confidence": 0.765, "severity": "critical", "timestamp": "2026-01-02T13:40:00Z", "trace_id": "5eec1f7f-d5a5-f4b4-149e-4e0285d245f8" }
{ "account_age_days": 1256, "account_id": "ACCT-7D5327D7A4CF", "baseline_risk_score": 0.304, "kyc_tier": "tier_3", "session_entropy": 0.446 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 719, "timestamp": "2026-01-02T13:40:00Z", "transaction_amount_usd": 52142.15 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.703, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 379336.09, "financial_exposure_usd": 871023.03, "recoverable_pct": 0.206 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103704", "label": "fraudulent", "label_confidence": 0.618, "severity": "critical", "timestamp": "2026-01-03T13:44:00Z", "trace_id": "b2fbfd61-ed67-12c1-6227-7e897f70d85b" }
{ "account_age_days": 1317, "account_id": "ACCT-6501EBC4265A", "baseline_risk_score": 0.405, "kyc_tier": "tier_3", "session_entropy": 0.79 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 1126, "timestamp": "2026-01-03T13:44:00Z", "transaction_amount_usd": 1585036.22 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.766, "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": 2742100.82, "financial_exposure_usd": 5397796.83, "recoverable_pct": 0.985 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100016", "label": "fraudulent", "label_confidence": 0.928, "severity": "critical", "timestamp": "2026-01-01T00:16:00Z", "trace_id": "0986bbeb-f23e-323d-0b9b-d93423c86d30" }
{ "account_age_days": 299, "account_id": "ACCT-00B9D4A39892", "baseline_risk_score": 0.343, "kyc_tier": "tier_1", "session_entropy": 0.336 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 1009, "timestamp": "2026-01-01T00:16:00Z", "transaction_amount_usd": 14376.4 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.5, "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 HAVI...
{ "customer_funds_at_risk_usd": 304158.48, "financial_exposure_usd": 652762.51, "recoverable_pct": 0.736 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101208", "label": "fraudulent", "label_confidence": 0.82, "severity": "medium", "timestamp": "2026-01-01T20:08:00Z", "trace_id": "5bae0474-8fb1-6f45-59b3-fe2ee708da56" }
{ "account_age_days": 355, "account_id": "ACCT-DBFC1C2DEE70", "baseline_risk_score": 0.568, "kyc_tier": "tier_3", "session_entropy": 0.726 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 1154, "timestamp": "2026-01-01T20:08:00Z", "transaction_amount_usd": 35166.03 }, { "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": 0.719, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 1, 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": 191647.99, "financial_exposure_usd": 289014.71, "recoverable_pct": 0.34 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100993", "label": "fraudulent", "label_confidence": 0.792, "severity": "critical", "timestamp": "2026-01-01T16:33:00Z", "trace_id": "485070d9-07d6-aa28-7372-0283ac20edfb" }
{ "account_age_days": 845, "account_id": "ACCT-3D5B0DFD83C8", "baseline_risk_score": 0.532, "kyc_tier": "tier_2", "session_entropy": 0.612 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "HK", "latency_ms": 583, "timestamp": "2026-01-01T16:33:00Z", "transaction_amount_usd": 90904.81 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.792, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 302600.24, "financial_exposure_usd": 388371, "recoverable_pct": 0.58 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109232", "label": "benign", "label_confidence": 0.466, "severity": "low", "timestamp": "2026-01-07T09:52:00Z", "trace_id": "6ce4c70c-9238-0be4-c7cd-d16a970b3ffe" }
{ "account_age_days": 1465, "account_id": "ACCT-51C3E509DCC3", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.468 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 233, "timestamp": "2026-01-07T09:52:00Z", "transaction_amount_usd": 3936.64 }, { "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": 0.631, "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": 2516.31, "financial_exposure_usd": 3369.03, "recoverable_pct": 0.597 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106599", "label": "fraudulent", "label_confidence": 0.822, "severity": "medium", "timestamp": "2026-01-05T13:59:00Z", "trace_id": "e627eaee-9876-deeb-5e3e-4e9aefe07262" }
{ "account_age_days": 13, "account_id": "ACCT-34F5A1C23530", "baseline_risk_score": 0.169, "kyc_tier": "tier_1", "session_entropy": 0.934 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 200, "timestamp": "2026-01-05T13:59:00Z", "transaction_amount_usd": 2964142.72 }, { "asset": "BTC", "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": 0.916, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 2037609.44, "financial_exposure_usd": 3185809.95, "recoverable_pct": 0.602 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106640", "label": "fraudulent", "label_confidence": 0.745, "severity": "medium", "timestamp": "2026-01-05T14:40:00Z", "trace_id": "8982ac1c-650b-d505-0df3-09a649b284da" }
{ "account_age_days": 1598, "account_id": "ACCT-F98B7D419C68", "baseline_risk_score": 0.355, "kyc_tier": "tier_1", "session_entropy": 0.285 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 360, "timestamp": "2026-01-05T14:40:00Z", "transaction_amount_usd": 2996762.1 }, { "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": 0.702, "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": 3460468.15, "financial_exposure_usd": 5801318.38, "recoverable_pct": 0.632 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109284", "label": "benign", "label_confidence": 0.615, "severity": "high", "timestamp": "2026-01-07T10:44:00Z", "trace_id": "aeefb375-3822-08e1-1754-0e7a688714a6" }
{ "account_age_days": 1401, "account_id": "ACCT-D334141E1DBD", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.878 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 263, "timestamp": "2026-01-07T10:44:00Z", "transaction_amount_usd": 7042.24 }, { "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": 0.664, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 723.46, "financial_exposure_usd": 750.11, "recoverable_pct": 0.938 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105711", "label": "fraudulent", "label_confidence": 0.67, "severity": "high", "timestamp": "2026-01-04T23:11:00Z", "trace_id": "5e93fa93-1778-efb6-e5cd-5f721a27dbb3" }
{ "account_age_days": 1111, "account_id": "ACCT-421DBEEC5807", "baseline_risk_score": 0.25, "kyc_tier": "tier_3", "session_entropy": 0.945 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 315, "timestamp": "2026-01-04T12:32:00Z", "transaction_amount_usd": 4.17 }, { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED"...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.44, "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 post...
{ "customer_funds_at_risk_usd": 4979689.45, "financial_exposure_usd": 6858790.18, "recoverable_pct": 0.672 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102771", "label": "fraudulent", "label_confidence": 0.929, "severity": "critical", "timestamp": "2026-01-02T22:11:00Z", "trace_id": "74fa8489-79d8-8eae-fd18-da5a0121ab0e" }
{ "account_age_days": 659, "account_id": "ACCT-53BD978AF7A7", "baseline_risk_score": 0.412, "kyc_tier": "tier_3", "session_entropy": 0.141 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 231, "timestamp": "2026-01-02T12:16:00Z", "transaction_amount_usd": 1 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_c...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.751, "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": 504240.75, "financial_exposure_usd": 858161.99, "recoverable_pct": 0.618 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108628", "label": "benign", "label_confidence": 0.502, "severity": "high", "timestamp": "2026-01-06T23:48:00Z", "trace_id": "efb5985e-48c8-88c9-1c27-c4370b8f7ac1" }
{ "account_age_days": 96, "account_id": "ACCT-99819811353C", "baseline_risk_score": 0.19, "kyc_tier": "tier_2", "session_entropy": 0.905 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 416, "timestamp": "2026-01-06T23:48:00Z", "transaction_amount_usd": 1188.21 }, { "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": 0.464, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 3", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 3608.07, "financial_exposure_usd": 6418.11, "recoverable_pct": 0.515 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102652", "label": "fraudulent", "label_confidence": 0.912, "severity": "critical", "timestamp": "2026-01-02T20:12:00Z", "trace_id": "24b70c6f-5f33-91ef-2a1c-07920940368d" }
{ "account_age_days": 1325, "account_id": "ACCT-828BF4589239", "baseline_risk_score": 0.388, "kyc_tier": "tier_2", "session_entropy": 0.477 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 353, "timestamp": "2026-01-02T16:40:00Z", "transaction_amount_usd": 4.5 }, { "asset": "USDC", "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": 0.665, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 511958.63, "financial_exposure_usd": 691210.92, "recoverable_pct": 0.306 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108612", "label": "benign", "label_confidence": 0.65, "severity": "low", "timestamp": "2026-01-06T23:32:00Z", "trace_id": "ec70c0d8-a0fe-57ba-8966-5735a545f6b6" }
{ "account_age_days": 264, "account_id": "ACCT-6FAA1D041055", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.628 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 842, "timestamp": "2026-01-06T23:32:00Z", "transaction_amount_usd": 3330.77 }, { "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": 0.785, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 3", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 3111.56, "financial_exposure_usd": 6197.65, "recoverable_pct": 0.587 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109015", "label": "benign", "label_confidence": 0.675, "severity": "high", "timestamp": "2026-01-07T06:15:00Z", "trace_id": "475de55f-52fe-c25b-430f-4a2205f89160" }
{ "account_age_days": 1652, "account_id": "ACCT-CED928BD5219", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.213 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 176, "timestamp": "2026-01-07T06:15:00Z", "transaction_amount_usd": 11795.89 }, { "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": 0.524, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 3", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 3079.52, "financial_exposure_usd": 4464.2, "recoverable_pct": 0.977 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101176", "label": "fraudulent", "label_confidence": 0.764, "severity": "high", "timestamp": "2026-01-01T19:36:00Z", "trace_id": "67430aef-b2ba-071f-edc8-7fdd726fc505" }
{ "account_age_days": 925, "account_id": "ACCT-92341486CB1E", "baseline_risk_score": 0.55, "kyc_tier": "tier_3", "session_entropy": 0.88 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 330, "timestamp": "2026-01-01T14:17:00Z", "transaction_amount_usd": 11.35 }, { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.867, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 526110.12, "financial_exposure_usd": 647924.26, "recoverable_pct": 0.36 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103755", "label": "fraudulent", "label_confidence": 0.644, "severity": "high", "timestamp": "2026-01-03T14:35:00Z", "trace_id": "ea2bd496-ea4a-1d6a-a6b4-8f0282c6e087" }
{ "account_age_days": 69, "account_id": "ACCT-EA00BEC1E06E", "baseline_risk_score": 0.276, "kyc_tier": "tier_1", "session_entropy": 0.32 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 1040, "timestamp": "2026-01-03T14:35:00Z", "transaction_amount_usd": 1217484.26 }, { "asset": "EUR", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.776, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 5825203.84, "financial_exposure_usd": 7001652.57, "recoverable_pct": 0.558 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102272", "label": "fraudulent", "label_confidence": 0.825, "severity": "low", "timestamp": "2026-01-02T13:52:00Z", "trace_id": "ab74097a-bfa5-fb28-8dc3-0d7a16241c38" }
{ "account_age_days": 1662, "account_id": "ACCT-40440A95C7DF", "baseline_risk_score": 0.45, "kyc_tier": "tier_3", "session_entropy": 0.851 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 360, "timestamp": "2026-01-02T05:12:00Z", "transaction_amount_usd": 22.74 }, { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.838, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 8", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 683558.51, "financial_exposure_usd": 1256764.15, "recoverable_pct": 0.754 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107151", "label": "benign", "label_confidence": 0.484, "severity": "medium", "timestamp": "2026-01-05T23:11:00Z", "trace_id": "1fbb049b-6585-da84-d28a-b669abcdd420" }
{ "account_age_days": 810, "account_id": "ACCT-6E6DDD59A09D", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.91 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 1007, "timestamp": "2026-01-05T23:11:00Z", "transaction_amount_usd": 9917.68 }, { "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": 0.55, "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 prior...
{ "customer_funds_at_risk_usd": 1539.38, "financial_exposure_usd": 3344.16, "recoverable_pct": 0.557 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100583", "label": "fraudulent", "label_confidence": 0.772, "severity": "critical", "timestamp": "2026-01-01T09:43:00Z", "trace_id": "43086251-7133-dbef-1a99-71a4a31bc1cd" }
{ "account_age_days": 410, "account_id": "ACCT-EE1A7DCD3BE6", "baseline_risk_score": 0.423, "kyc_tier": "tier_1", "session_entropy": 0.289 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 857, "timestamp": "2026-01-01T09:43:00Z", "transaction_amount_usd": 24310.57 }, { "asset": "JPY", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.808, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 648898.3, "financial_exposure_usd": 964117.52, "recoverable_pct": 0.646 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102796", "label": "fraudulent", "label_confidence": 0.792, "severity": "high", "timestamp": "2026-01-02T22:36:00Z", "trace_id": "e5f9175b-24ed-d774-4705-7d0198e4755b" }
{ "account_age_days": 1458, "account_id": "ACCT-12D44323ACA4", "baseline_risk_score": 0.382, "kyc_tier": "tier_2", "session_entropy": 0.877 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 389, "timestamp": "2026-01-02T14:22:00Z", "transaction_amount_usd": 1.97 }, { "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": 0.406, "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": 521680.18, "financial_exposure_usd": 906200.98, "recoverable_pct": 0.729 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109064", "label": "benign", "label_confidence": 0.609, "severity": "low", "timestamp": "2026-01-07T07:04:00Z", "trace_id": "2a7784cb-cf39-2f2c-ae89-875cde571389" }
{ "account_age_days": 64, "account_id": "ACCT-AEE3169C0CEA", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.521 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 263, "timestamp": "2026-01-07T03:16:00Z", "transaction_amount_usd": 13.24 }, { "asset": "EUR", "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": 0.561, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 892.86, "financial_exposure_usd": 2100.9, "recoverable_pct": 0.934 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101985", "label": "fraudulent", "label_confidence": 0.856, "severity": "medium", "timestamp": "2026-01-02T09:05:00Z", "trace_id": "f9b6be73-26f7-6ba5-6b6d-6fc5a177f656" }
{ "account_age_days": 1983, "account_id": "ACCT-E7AA38701561", "baseline_risk_score": 0.549, "kyc_tier": "tier_2", "session_entropy": 0.409 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 412, "timestamp": "2026-01-02T09:05:00Z", "transaction_amount_usd": 45872.81 }, { "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": 0.567, "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": 348424.99, "financial_exposure_usd": 575113.93, "recoverable_pct": 0.44 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103274", "label": "fraudulent", "label_confidence": 0.957, "severity": "medium", "timestamp": "2026-01-03T06:34:00Z", "trace_id": "8f7d509d-c885-86e5-4816-f76da8cc9fd0" }
{ "account_age_days": 820, "account_id": "ACCT-78B1A801C839", "baseline_risk_score": 0.277, "kyc_tier": "tier_3", "session_entropy": 0.496 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 1155, "timestamp": "2026-01-03T06:34:00Z", "transaction_amount_usd": 112027.71 }, { "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": 0.576, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 561270.11, "financial_exposure_usd": 1222773.26, "recoverable_pct": 0.122 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106421", "label": "fraudulent", "label_confidence": 0.75, "severity": "high", "timestamp": "2026-01-05T11:01:00Z", "trace_id": "cd3d3c8e-dd56-6fa1-bce8-d270d90bfb79" }
{ "account_age_days": 134, "account_id": "ACCT-B253475555B2", "baseline_risk_score": 0.227, "kyc_tier": "tier_3", "session_entropy": 0.513 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 538, "timestamp": "2026-01-05T11:01:00Z", "transaction_amount_usd": 227963.14 }, { "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": 0.926, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 2696667.63, "financial_exposure_usd": 3347134.51, "recoverable_pct": 0.682 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103996", "label": "fraudulent", "label_confidence": 0.731, "severity": "medium", "timestamp": "2026-01-03T18:36:00Z", "trace_id": "00fbe031-3338-6e63-b52a-1cda06b9df74" }
{ "account_age_days": 877, "account_id": "ACCT-4A0474BD9B32", "baseline_risk_score": 0.226, "kyc_tier": "tier_3", "session_entropy": 0.578 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 529, "timestamp": "2026-01-03T18:36:00Z", "transaction_amount_usd": 2197217.24 }, { "asset": "ETH", "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": 0.563, "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": 1032225.38, "financial_exposure_usd": 2501963.84, "recoverable_pct": 0.927 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108812", "label": "benign", "label_confidence": 0.612, "severity": "high", "timestamp": "2026-01-07T02:52:00Z", "trace_id": "e01b13c4-b568-dc3c-82f3-3d552ddc2292" }
{ "account_age_days": 651, "account_id": "ACCT-47D2872C4226", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.107 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 711, "timestamp": "2026-01-07T02:52:00Z", "transaction_amount_usd": 7147.51 }, { "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": 0.645, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 1590.42, "financial_exposure_usd": 1675.68, "recoverable_pct": 0.809 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104901", "label": "fraudulent", "label_confidence": 0.641, "severity": "high", "timestamp": "2026-01-04T09:41:00Z", "trace_id": "26abed8e-2ca0-9426-6bd2-56a283ca3e6a" }
{ "account_age_days": 209, "account_id": "ACCT-F3C483D27F7B", "baseline_risk_score": 0.244, "kyc_tier": "tier_1", "session_entropy": 0.589 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 236, "timestamp": "2026-01-04T07:02:00Z", "transaction_amount_usd": 14.18 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "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": 0.483, "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": 7019305.58, "financial_exposure_usd": 7107468.18, "recoverable_pct": 0.518 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107778", "label": "benign", "label_confidence": 0.549, "severity": "low", "timestamp": "2026-01-06T09:38:00Z", "trace_id": "f30ae156-9092-9b5e-0e6c-97fe9cfea389" }
{ "account_age_days": 978, "account_id": "ACCT-C0D205659660", "baseline_risk_score": 0.054, "kyc_tier": "tier_1", "session_entropy": 0.418 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 893, "timestamp": "2026-01-06T09:38:00Z", "transaction_amount_usd": 7027.39 }, { "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": 0.604, "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": 4833.92, "financial_exposure_usd": 7020.25, "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-107160", "label": "benign", "label_confidence": 0.453, "severity": "high", "timestamp": "2026-01-05T23:20:00Z", "trace_id": "835d742a-4c5b-38bb-0332-f88ae63fbb24" }
{ "account_age_days": 620, "account_id": "ACCT-034807E8E6CB", "baseline_risk_score": 0.124, "kyc_tier": "tier_1", "session_entropy": 0.474 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 86, "timestamp": "2026-01-05T18:09:00Z", "transaction_amount_usd": 14.26 }, { "asset": "USDT", "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": 0.796, "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": 1399.08, "financial_exposure_usd": 3266.22, "recoverable_pct": 0.714 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100781", "label": "fraudulent", "label_confidence": 0.756, "severity": "medium", "timestamp": "2026-01-01T13:01:00Z", "trace_id": "4df81539-50b7-b9b7-b329-26626d8a7a6e" }
{ "account_age_days": 1254, "account_id": "ACCT-D3B6E45B756F", "baseline_risk_score": 0.582, "kyc_tier": "tier_3", "session_entropy": 0.863 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 442, "timestamp": "2026-01-01T13:01:00Z", "transaction_amount_usd": 14230.59 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.917, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 763501.15, "financial_exposure_usd": 845212.61, "recoverable_pct": 0.312 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102587", "label": "fraudulent", "label_confidence": 0.82, "severity": "high", "timestamp": "2026-01-02T19:07:00Z", "trace_id": "f1c0e586-6350-fa9b-cae3-d20059de1fd6" }
{ "account_age_days": 1646, "account_id": "ACCT-B6934CAB869A", "baseline_risk_score": 0.411, "kyc_tier": "tier_1", "session_entropy": 0.784 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 80, "timestamp": "2026-01-02T12:40:00Z", "transaction_amount_usd": 15.97 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.608, "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": 907238.37, "financial_exposure_usd": 944487.13, "recoverable_pct": 0.846 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106742", "label": "benign", "label_confidence": 0.463, "severity": "medium", "timestamp": "2026-01-05T16:22:00Z", "trace_id": "200aad62-bdf4-ddf6-2af2-c99776970640" }
{ "account_age_days": 1855, "account_id": "ACCT-74E13F758240", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.844 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 159, "timestamp": "2026-01-05T14:03:00Z", "transaction_amount_usd": 13.56 }, { "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": 0.475, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 1626.6, "financial_exposure_usd": 3971.19, "recoverable_pct": 0.905 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107745", "label": "benign", "label_confidence": 0.54, "severity": "medium", "timestamp": "2026-01-06T09:05:00Z", "trace_id": "e33ac2ac-bd1d-bd9b-baec-69234bda8405" }
{ "account_age_days": 1541, "account_id": "ACCT-4C7D8DF2FA73", "baseline_risk_score": 0.067, "kyc_tier": "tier_3", "session_entropy": 0.794 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 1104, "timestamp": "2026-01-06T09:05:00Z", "transaction_amount_usd": 4044.87 }, { "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": 0.694, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 3366.08, "financial_exposure_usd": 4621.23, "recoverable_pct": 0.488 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102851", "label": "fraudulent", "label_confidence": 0.785, "severity": "low", "timestamp": "2026-01-02T23:31:00Z", "trace_id": "0c32469a-3410-f16c-e01c-874cebd80375" }
{ "account_age_days": 1163, "account_id": "ACCT-8494205DAE31", "baseline_risk_score": 0.638, "kyc_tier": "tier_3", "session_entropy": 0.45 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 318, "timestamp": "2026-01-02T14:09:00Z", "transaction_amount_usd": 1.36 }, { "asset": "SOL", "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": 0.92, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id ...
{ "customer_funds_at_risk_usd": 240786.69, "financial_exposure_usd": 517748.28, "recoverable_pct": 0.754 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101051", "label": "fraudulent", "label_confidence": 0.827, "severity": "critical", "timestamp": "2026-01-01T17:31:00Z", "trace_id": "4dfb95bb-3573-ec42-e5e8-6a7a93f825c2" }
{ "account_age_days": 256, "account_id": "ACCT-C5E73F91C246", "baseline_risk_score": 0.638, "kyc_tier": "tier_1", "session_entropy": 0.793 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "BR", "latency_ms": 464, "timestamp": "2026-01-01T17:31:00Z", "transaction_amount_usd": 33961.42 }, { "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": 0.876, "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": 389215.09, "financial_exposure_usd": 799318.54, "recoverable_pct": 0.711 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108667", "label": "benign", "label_confidence": 0.744, "severity": "low", "timestamp": "2026-01-07T00:27:00Z", "trace_id": "d9c7842a-4049-410f-57f8-87cd4044e5af" }
{ "account_age_days": 676, "account_id": "ACCT-F18F6572641D", "baseline_risk_score": 0.104, "kyc_tier": "tier_1", "session_entropy": 0.907 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 736, "timestamp": "2026-01-07T00:27:00Z", "transaction_amount_usd": 5466.66 }, { "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": 0.74, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND pr...
{ "customer_funds_at_risk_usd": 1746, "financial_exposure_usd": 3039.39, "recoverable_pct": 0.475 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102797", "label": "fraudulent", "label_confidence": 0.827, "severity": "critical", "timestamp": "2026-01-02T22:37:00Z", "trace_id": "818d51db-8332-2d4e-4be4-39a36e1f99eb" }
{ "account_age_days": 100, "account_id": "ACCT-4B663128E8FC", "baseline_risk_score": 0.341, "kyc_tier": "tier_1", "session_entropy": 0.577 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 285, "timestamp": "2026-01-02T20:42:00Z", "transaction_amount_usd": 6.9 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "ge...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.948, "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": 530742.57, "financial_exposure_usd": 640602.64, "recoverable_pct": 0.804 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106734", "label": "benign", "label_confidence": 0.548, "severity": "high", "timestamp": "2026-01-05T16:14:00Z", "trace_id": "1b136d10-74de-5742-7905-f10c07099965" }
{ "account_age_days": 864, "account_id": "ACCT-84ECDE9967DC", "baseline_risk_score": 0.062, "kyc_tier": "tier_2", "session_entropy": 0.387 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 131, "timestamp": "2026-01-05T04:56:00Z", "transaction_amount_usd": 1.87 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.753, "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": 7084.63, "financial_exposure_usd": 9926.41, "recoverable_pct": 0.769 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101629", "label": "fraudulent", "label_confidence": 0.845, "severity": "critical", "timestamp": "2026-01-02T03:09:00Z", "trace_id": "7560ffcd-4e91-869e-7ab4-a539faff3a4a" }
{ "account_age_days": 397, "account_id": "ACCT-A3FF8AD1DA23", "baseline_risk_score": 0.423, "kyc_tier": "tier_1", "session_entropy": 0.611 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 270, "timestamp": "2026-01-01T20:24:00Z", "transaction_amount_usd": 23.33 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.491, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 319012.61, "financial_exposure_usd": 620852.13, "recoverable_pct": 0.235 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106535", "label": "fraudulent", "label_confidence": 0.811, "severity": "high", "timestamp": "2026-01-05T12:55:00Z", "trace_id": "860ecd54-7b50-422d-9f63-6af00cc6e4a7" }
{ "account_age_days": 1629, "account_id": "ACCT-C4DBE4343BDD", "baseline_risk_score": 0.156, "kyc_tier": "tier_1", "session_entropy": 0.133 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 268, "timestamp": "2026-01-05T11:45:00Z", "transaction_amount_usd": 22.01 }, { "asset": "ETH", "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": 0.795, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 9", "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": 2259993.26, "financial_exposure_usd": 3400064.14, "recoverable_pct": 0.742 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100608", "label": "fraudulent", "label_confidence": 0.92, "severity": "high", "timestamp": "2026-01-01T10:08:00Z", "trace_id": "2573ed56-8d51-dfb4-dc0c-644da6d1ebd5" }
{ "account_age_days": 657, "account_id": "ACCT-1153FC0A1EFE", "baseline_risk_score": 0.518, "kyc_tier": "tier_1", "session_entropy": 0.49 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "JP", "latency_ms": 1040, "timestamp": "2026-01-01T10:08:00Z", "transaction_amount_usd": 56075.8 }, { "asset": "EUR", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.681, "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": 301965.3, "financial_exposure_usd": 605439.03, "recoverable_pct": 0.681 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104302", "label": "fraudulent", "label_confidence": 0.899, "severity": "medium", "timestamp": "2026-01-03T23:42:00Z", "trace_id": "00f8143f-397f-006a-20c6-32aebd3a99fa" }
{ "account_age_days": 156, "account_id": "ACCT-7D23EC701EE5", "baseline_risk_score": 0.296, "kyc_tier": "tier_2", "session_entropy": 0.589 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 1047, "timestamp": "2026-01-03T23:42:00Z", "transaction_amount_usd": 1219214.89 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BO...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.528, "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": 2804677.4, "financial_exposure_usd": 5800737.12, "recoverable_pct": 0.733 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106067", "label": "fraudulent", "label_confidence": 0.726, "severity": "low", "timestamp": "2026-01-05T05:07:00Z", "trace_id": "e6537725-8f03-d307-e2b2-f24b14c81820" }
{ "account_age_days": 638, "account_id": "ACCT-DCD5257C5C50", "baseline_risk_score": 0.338, "kyc_tier": "tier_2", "session_entropy": 0.342 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CA", "latency_ms": 342, "timestamp": "2026-01-05T05:07:00Z", "transaction_amount_usd": 1210153.58 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.857, "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": 2409532.62, "financial_exposure_usd": 3944700.43, "recoverable_pct": 0.719 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101274", "label": "fraudulent", "label_confidence": 0.848, "severity": "high", "timestamp": "2026-01-01T21:14:00Z", "trace_id": "bcafdb1d-884e-a8a6-4d1b-c018e7a08fed" }
{ "account_age_days": 600, "account_id": "ACCT-9A066C3C917F", "baseline_risk_score": 0.399, "kyc_tier": "tier_3", "session_entropy": 0.168 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 1063, "timestamp": "2026-01-01T21:14:00Z", "transaction_amount_usd": 77813.56 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.429, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 261585.78, "financial_exposure_usd": 469789.69, "recoverable_pct": 0.068 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108252", "label": "benign", "label_confidence": 0.736, "severity": "low", "timestamp": "2026-01-06T17:32:00Z", "trace_id": "eb4fe8d2-07d5-0858-f8b9-03e6f1f3e7fe" }
{ "account_age_days": 473, "account_id": "ACCT-8766FAC05065", "baseline_risk_score": 0.102, "kyc_tier": "tier_2", "session_entropy": 0.213 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 305, "timestamp": "2026-01-06T12:28:00Z", "transaction_amount_usd": 3.2 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.63, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1322.39, "financial_exposure_usd": 2953.04, "recoverable_pct": 0.996 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103768", "label": "fraudulent", "label_confidence": 0.947, "severity": "critical", "timestamp": "2026-01-03T14:48:00Z", "trace_id": "27c378a5-fa57-7462-ba7a-46ac55c63e9d" }
{ "account_age_days": 1727, "account_id": "ACCT-24E6F8A8D8D4", "baseline_risk_score": 0.417, "kyc_tier": "tier_1", "session_entropy": 0.682 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 103, "timestamp": "2026-01-03T14:48:00Z", "transaction_amount_usd": 285216.77 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.44, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AN...
{ "customer_funds_at_risk_usd": 5696782.87, "financial_exposure_usd": 8824624.18, "recoverable_pct": 0.818 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104326", "label": "fraudulent", "label_confidence": 0.645, "severity": "medium", "timestamp": "2026-01-04T00:06:00Z", "trace_id": "6a457195-bd6a-5416-4d82-e7faa08cae6e" }
{ "account_age_days": 838, "account_id": "ACCT-25C372007188", "baseline_risk_score": 0.291, "kyc_tier": "tier_2", "session_entropy": 0.199 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 179, "timestamp": "2026-01-03T23:16:00Z", "transaction_amount_usd": 19.27 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.626, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, 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": 3314208.36, "financial_exposure_usd": 8178055.04, "recoverable_pct": 0.588 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109138", "label": "benign", "label_confidence": 0.543, "severity": "low", "timestamp": "2026-01-07T08:18:00Z", "trace_id": "d3d0d313-a5cb-eeef-be10-447cb1de1c12" }
{ "account_age_days": 1003, "account_id": "ACCT-06036B8B6F90", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.178 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 159, "timestamp": "2026-01-06T20:50:00Z", "transaction_amount_usd": 10.15 }, { "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": 0.573, "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": 1376.76, "financial_exposure_usd": 3405.67, "recoverable_pct": 0.497 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109144", "label": "benign", "label_confidence": 0.519, "severity": "low", "timestamp": "2026-01-07T08:24:00Z", "trace_id": "bdc7380b-4421-4dda-4977-b42658961ad9" }
{ "account_age_days": 52, "account_id": "ACCT-EC95BF2123F6", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.498 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 152, "timestamp": "2026-01-07T08:24:00Z", "transaction_amount_usd": 2590.02 }, { "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": 0.493, "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": 1405.14, "financial_exposure_usd": 3469.81, "recoverable_pct": 0.793 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109569", "label": "benign", "label_confidence": 0.546, "severity": "low", "timestamp": "2026-01-07T15:29:00Z", "trace_id": "a27d1128-dd99-22e8-9477-381fb4b3984f" }
{ "account_age_days": 1192, "account_id": "ACCT-884F929CB8A2", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.361 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 265, "timestamp": "2026-01-07T15:29:00Z", "transaction_amount_usd": 5754.15 }, { "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": 0.643, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1516.17, "financial_exposure_usd": 2542.51, "recoverable_pct": 0.844 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107176", "label": "benign", "label_confidence": 0.537, "severity": "medium", "timestamp": "2026-01-05T23:36:00Z", "trace_id": "f55f37ef-b832-9b21-8b9b-6cb7a30782dd" }
{ "account_age_days": 916, "account_id": "ACCT-0928752851BA", "baseline_risk_score": 0.176, "kyc_tier": "tier_2", "session_entropy": 0.16 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 510, "timestamp": "2026-01-05T23:36:00Z", "transaction_amount_usd": 2867.32 }, { "asset": "ETH", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.494, "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": 1737.97, "financial_exposure_usd": 2799.05, "recoverable_pct": 0.971 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102741", "label": "fraudulent", "label_confidence": 0.956, "severity": "critical", "timestamp": "2026-01-02T21:41:00Z", "trace_id": "d8ac0a90-2159-5dd3-c7f8-8b4fcfb45858" }
{ "account_age_days": 1330, "account_id": "ACCT-40C8D2E19E1C", "baseline_risk_score": 0.371, "kyc_tier": "tier_3", "session_entropy": 0.837 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 718, "timestamp": "2026-01-02T21:41:00Z", "transaction_amount_usd": 9722.11 }, { "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": 0.577, "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": 432245.25, "financial_exposure_usd": 855879.61, "recoverable_pct": 0.84 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106126", "label": "fraudulent", "label_confidence": 0.649, "severity": "high", "timestamp": "2026-01-05T06:06:00Z", "trace_id": "5cf5454f-3e3b-9314-695f-683ff4e0325b" }
{ "account_age_days": 1921, "account_id": "ACCT-ECC97C4602EC", "baseline_risk_score": 0.31, "kyc_tier": "tier_2", "session_entropy": 0.31 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 624, "timestamp": "2026-01-05T06:06:00Z", "transaction_amount_usd": 337782.85 }, { "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": 0.491, "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": 5188068.06, "financial_exposure_usd": 5405717.91, "recoverable_pct": 0.742 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106006", "label": "fraudulent", "label_confidence": 0.698, "severity": "medium", "timestamp": "2026-01-05T04:06:00Z", "trace_id": "53bc0b09-d5f4-322f-2ce5-a507fbb6b7d2" }
{ "account_age_days": 1108, "account_id": "ACCT-EC28B868EAD3", "baseline_risk_score": 0.436, "kyc_tier": "tier_1", "session_entropy": 0.137 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 931, "timestamp": "2026-01-05T04:06:00Z", "transaction_amount_usd": 781946.52 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.725, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 4669952.33, "financial_exposure_usd": 4773370.82, "recoverable_pct": 0.427 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101389", "label": "fraudulent", "label_confidence": 0.774, "severity": "high", "timestamp": "2026-01-01T23:09:00Z", "trace_id": "f2933086-0746-f869-54e2-dc3d6b74e5cd" }
{ "account_age_days": 648, "account_id": "ACCT-0DF96346F307", "baseline_risk_score": 0.449, "kyc_tier": "tier_1", "session_entropy": 0.949 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 85, "timestamp": "2026-01-01T19:26:00Z", "transaction_amount_usd": 5.17 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "ge...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.358, "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": 621696.64, "financial_exposure_usd": 686954.03, "recoverable_pct": 0.54 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102330", "label": "fraudulent", "label_confidence": 0.763, "severity": "medium", "timestamp": "2026-01-02T14:50:00Z", "trace_id": "36eb8f96-3cfa-14af-b062-e79da7a9aa3e" }
{ "account_age_days": 1406, "account_id": "ACCT-EF9FB7CD4B7D", "baseline_risk_score": 0.375, "kyc_tier": "tier_3", "session_entropy": 0.227 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 1151, "timestamp": "2026-01-02T14:50:00Z", "transaction_amount_usd": 83818.19 }, { "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": 0.872, "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": 424925.48, "financial_exposure_usd": 473276.35, "recoverable_pct": 0.22 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105916", "label": "fraudulent", "label_confidence": 0.868, "severity": "medium", "timestamp": "2026-01-05T02:36:00Z", "trace_id": "777a64b8-097f-9d41-4a86-b08b6d641514" }
{ "account_age_days": 1231, "account_id": "ACCT-D8C354B1BF2C", "baseline_risk_score": 0.06, "kyc_tier": "tier_3", "session_entropy": 0.443 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 256, "timestamp": "2026-01-04T16:28:00Z", "transaction_amount_usd": 2.86 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED"...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.528, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, 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": 4049432.93, "financial_exposure_usd": 4757532.53, "recoverable_pct": 0.49 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101258", "label": "fraudulent", "label_confidence": 0.882, "severity": "medium", "timestamp": "2026-01-01T20:58:00Z", "trace_id": "9de465bf-dbcd-b613-cb59-5c1229ec055e" }
{ "account_age_days": 174, "account_id": "ACCT-BC1B9E794FFB", "baseline_risk_score": 0.294, "kyc_tier": "tier_1", "session_entropy": 0.331 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "GB", "latency_ms": 1027, "timestamp": "2026-01-01T20:58:00Z", "transaction_amount_usd": 27557.25 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.517, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 343586.4, "financial_exposure_usd": 693347.81, "recoverable_pct": 0.084 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108175", "label": "benign", "label_confidence": 0.531, "severity": "low", "timestamp": "2026-01-06T16:15:00Z", "trace_id": "54f097a5-5f81-e740-331e-b8e5d97e8eaf" }
{ "account_age_days": 318, "account_id": "ACCT-E26FB9BA4EB7", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.291 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 345, "timestamp": "2026-01-06T06:22:00Z", "transaction_amount_usd": 21.75 }, { "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": 0.568, "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": 2164.38, "financial_exposure_usd": 2984.3, "recoverable_pct": 0.662 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106060", "label": "fraudulent", "label_confidence": 0.773, "severity": "critical", "timestamp": "2026-01-05T05:00:00Z", "trace_id": "8ba0f341-0087-c812-eb34-3d5eb2886b3e" }
{ "account_age_days": 96, "account_id": "ACCT-7731FF6BF0E3", "baseline_risk_score": 0.101, "kyc_tier": "tier_3", "session_entropy": 0.749 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 153, "timestamp": "2026-01-05T01:46:00Z", "transaction_amount_usd": 10.52 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.878, "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": 3845729.2, "financial_exposure_usd": 4791460.56, "recoverable_pct": 0.97 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100349", "label": "fraudulent", "label_confidence": 0.789, "severity": "critical", "timestamp": "2026-01-01T05:49:00Z", "trace_id": "c473d713-3335-3b1b-b045-70862877e76a" }
{ "account_age_days": 1265, "account_id": "ACCT-263F9B575EF9", "baseline_risk_score": 0.313, "kyc_tier": "tier_2", "session_entropy": 0.205 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 309, "timestamp": "2026-01-01T05:49:00Z", "transaction_amount_usd": 68426.63 }, { "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": 0.539, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 241886.36, "financial_exposure_usd": 385211.26, "recoverable_pct": 0.2 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102660", "label": "fraudulent", "label_confidence": 0.838, "severity": "medium", "timestamp": "2026-01-02T20:20:00Z", "trace_id": "bb8d73c1-29df-2bc1-5488-ca815bc0ef0c" }
{ "account_age_days": 738, "account_id": "ACCT-1DBB7FBCE95C", "baseline_risk_score": 0.584, "kyc_tier": "tier_1", "session_entropy": 0.398 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 167, "timestamp": "2026-01-02T20:20:00Z", "transaction_amount_usd": 71503.58 }, { "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": 0.486, "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": 922404.66, "financial_exposure_usd": 1360813.4, "recoverable_pct": 0.144 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102116", "label": "fraudulent", "label_confidence": 0.939, "severity": "critical", "timestamp": "2026-01-02T11:16:00Z", "trace_id": "04d06df1-c98f-e74c-3c2b-e5904103d5bc" }
{ "account_age_days": 1978, "account_id": "ACCT-1E9B4A08E8B4", "baseline_risk_score": 0.283, "kyc_tier": "tier_1", "session_entropy": 0.537 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "DE", "latency_ms": 673, "timestamp": "2026-01-02T11:16:00Z", "transaction_amount_usd": 98390.99 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.935, "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": 543843.06, "financial_exposure_usd": 757223.5, "recoverable_pct": 0.385 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101261", "label": "fraudulent", "label_confidence": 0.881, "severity": "low", "timestamp": "2026-01-01T21:01:00Z", "trace_id": "8371106a-14ca-9a44-c529-5039832a3624" }
{ "account_age_days": 480, "account_id": "ACCT-3C8D76A3D140", "baseline_risk_score": 0.404, "kyc_tier": "tier_3", "session_entropy": 0.931 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 119, "timestamp": "2026-01-01T21:01:00Z", "transaction_amount_usd": 82341.14 }, { "asset": "GBP", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.534, "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": 846957.54, "financial_exposure_usd": 1007615.17, "recoverable_pct": 0.595 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101078", "label": "fraudulent", "label_confidence": 0.931, "severity": "high", "timestamp": "2026-01-01T17:58:00Z", "trace_id": "54c0f297-327f-720c-af35-73afd8c14239" }
{ "account_age_days": 1966, "account_id": "ACCT-49DAE75BCCEE", "baseline_risk_score": 0.413, "kyc_tier": "tier_2", "session_entropy": 0.173 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 813, "timestamp": "2026-01-01T17:58:00Z", "transaction_amount_usd": 9084.54 }, { "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": 0.871, "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": 394822.28, "financial_exposure_usd": 445290.38, "recoverable_pct": 0.688 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106211", "label": "fraudulent", "label_confidence": 0.691, "severity": "low", "timestamp": "2026-01-05T07:31:00Z", "trace_id": "47ba83d3-4307-c58f-94c5-e42778d39632" }
{ "account_age_days": 1650, "account_id": "ACCT-4703879C62A0", "baseline_risk_score": 0.254, "kyc_tier": "tier_2", "session_entropy": 0.669 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 176, "timestamp": "2026-01-05T07:31:00Z", "transaction_amount_usd": 1240126.94 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BO...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.63, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND p...
{ "customer_funds_at_risk_usd": 2818683.07, "financial_exposure_usd": 3710694.28, "recoverable_pct": 0.529 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103184", "label": "fraudulent", "label_confidence": 0.855, "severity": "medium", "timestamp": "2026-01-03T05:04:00Z", "trace_id": "b4dd8b0a-2b59-9a3e-a671-6e7fb9f28091" }
{ "account_age_days": 480, "account_id": "ACCT-9FA1A15974AF", "baseline_risk_score": 0.268, "kyc_tier": "tier_3", "session_entropy": 0.256 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "US", "latency_ms": 420, "timestamp": "2026-01-03T05:04:00Z", "transaction_amount_usd": 71009.54 }, { "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": 0.471, "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": 330149.82, "financial_exposure_usd": 415934.18, "recoverable_pct": 0.05 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108460", "label": "benign", "label_confidence": 0.579, "severity": "high", "timestamp": "2026-01-06T21:00:00Z", "trace_id": "6809c55b-540c-28d4-dda5-10cbca01b78b" }
{ "account_age_days": 1985, "account_id": "ACCT-3F80029E7E55", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.223 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 173, "timestamp": "2026-01-06T18:36:00Z", "transaction_amount_usd": 20.94 }, { "asset": "USDT", "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": 0.532, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 8", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 440.84, "financial_exposure_usd": 869.53, "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-107355", "label": "benign", "label_confidence": 0.459, "severity": "high", "timestamp": "2026-01-06T02:35:00Z", "trace_id": "6ffab93b-324f-e80b-ea4f-d0cac9ddebcc" }
{ "account_age_days": 1397, "account_id": "ACCT-E733B395BCA4", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.859 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 894, "timestamp": "2026-01-06T02:35:00Z", "transaction_amount_usd": 4677.96 }, { "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": 0.796, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 668.2, "financial_exposure_usd": 914.26, "recoverable_pct": 0.568 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109956", "label": "benign", "label_confidence": 0.672, "severity": "medium", "timestamp": "2026-01-07T21:56:00Z", "trace_id": "b248442c-28a3-5e57-17e0-ed14b5d78a26" }
{ "account_age_days": 68, "account_id": "ACCT-2EE5D7D3D49A", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.949 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 1061, "timestamp": "2026-01-07T21:56:00Z", "transaction_amount_usd": 10055.95 }, { "asset": "USDC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG"...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.678, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 3287.08, "financial_exposure_usd": 3828.92, "recoverable_pct": 0.704 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104523", "label": "fraudulent", "label_confidence": 0.938, "severity": "medium", "timestamp": "2026-01-04T03:23:00Z", "trace_id": "17440783-b9c4-d1d6-0bc2-602d7008c607" }
{ "account_age_days": 1825, "account_id": "ACCT-77EEFF85A76A", "baseline_risk_score": 0.209, "kyc_tier": "tier_3", "session_entropy": 0.134 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 713, "timestamp": "2026-01-04T03:23:00Z", "transaction_amount_usd": 1684675.35 }, { "asset": "USD", "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": 0.915, "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": 3528972.61, "financial_exposure_usd": 3930346.64, "recoverable_pct": 0.662 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106777", "label": "benign", "label_confidence": 0.674, "severity": "medium", "timestamp": "2026-01-05T16:57:00Z", "trace_id": "c3e4c899-c400-6b0b-c7e1-ee7e5b2c745b" }
{ "account_age_days": 543, "account_id": "ACCT-B3A12FC3EEC7", "baseline_risk_score": 0.163, "kyc_tier": "tier_3", "session_entropy": 0.926 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 232, "timestamp": "2026-01-05T13:19:00Z", "transaction_amount_usd": 22.4 }, { "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": 0.698, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 2225.09, "financial_exposure_usd": 4862.6, "recoverable_pct": 0.49 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100864", "label": "fraudulent", "label_confidence": 0.958, "severity": "high", "timestamp": "2026-01-01T14:24:00Z", "trace_id": "3d69410c-1c65-b270-e831-b595ea71fc0e" }
{ "account_age_days": 652, "account_id": "ACCT-BBCD2DA5BA29", "baseline_risk_score": 0.458, "kyc_tier": "tier_2", "session_entropy": 0.875 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 213, "timestamp": "2026-01-01T03:01:00Z", "transaction_amount_usd": 21.39 }, { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.486, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 1245331.42, "financial_exposure_usd": 1248462.89, "recoverable_pct": 0.426 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104867", "label": "fraudulent", "label_confidence": 0.682, "severity": "low", "timestamp": "2026-01-04T09:07:00Z", "trace_id": "ae00a00c-3d5f-80e0-3a5b-5f5b152fc0bd" }
{ "account_age_days": 314, "account_id": "ACCT-E3241D00AFE5", "baseline_risk_score": 0.34, "kyc_tier": "tier_1", "session_entropy": 0.662 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 1109, "timestamp": "2026-01-04T09:07:00Z", "transaction_amount_usd": 1967515.59 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_B...
{ "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": 0.571, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 4031568.31, "financial_exposure_usd": 4861020.89, "recoverable_pct": 0.736 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106477", "label": "fraudulent", "label_confidence": 0.739, "severity": "high", "timestamp": "2026-01-05T11:57:00Z", "trace_id": "0079eeec-8d74-b365-c007-f0761a43fcff" }
{ "account_age_days": 65, "account_id": "ACCT-70FA89213B73", "baseline_risk_score": 0.413, "kyc_tier": "tier_1", "session_entropy": 0.437 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 754, "timestamp": "2026-01-05T11:57:00Z", "transaction_amount_usd": 2230549.63 }, { "asset": "SOL", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.495, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 0, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 0, "financial_exposure_usd": 0, "recoverable_pct": 0.609 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108832", "label": "benign", "label_confidence": 0.658, "severity": "low", "timestamp": "2026-01-07T03:12:00Z", "trace_id": "39ac1d54-0a7d-4b79-c6b4-cf397e65b221" }
{ "account_age_days": 1007, "account_id": "ACCT-E3788FEC01CE", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.336 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 388, "timestamp": "2026-01-06T22:39:00Z", "transaction_amount_usd": 15.57 }, { "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": 0.542, "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": 2750.51, "financial_exposure_usd": 3127.32, "recoverable_pct": 0.881 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109616", "label": "benign", "label_confidence": 0.702, "severity": "low", "timestamp": "2026-01-07T16:16:00Z", "trace_id": "b43eafa8-9ba5-79e6-b0ee-40c0a717a6e1" }
{ "account_age_days": 1038, "account_id": "ACCT-84EE53EB348E", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.678 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 91, "timestamp": "2026-01-07T16:16:00Z", "transaction_amount_usd": 6389.75 }, { "asset": "BTC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.739, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 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": 1773.74, "financial_exposure_usd": 2262.94, "recoverable_pct": 0.646 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106804", "label": "benign", "label_confidence": 0.564, "severity": "low", "timestamp": "2026-01-05T17:24:00Z", "trace_id": "825ba724-5e29-028d-0d20-8b7fe4a50d96" }
{ "account_age_days": 624, "account_id": "ACCT-A2942F2FD77A", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.879 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 138, "timestamp": "2026-01-05T17:24:00Z", "transaction_amount_usd": 4074.65 }, { "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": 0.608, "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": 4897.35, "financial_exposure_usd": 6984.35, "recoverable_pct": 0.877 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102469", "label": "fraudulent", "label_confidence": 0.98, "severity": "high", "timestamp": "2026-01-02T17:09:00Z", "trace_id": "79dbd902-4a77-be99-1efa-5a839685f295" }
{ "account_age_days": 407, "account_id": "ACCT-7DD71EE86EA8", "baseline_risk_score": 0.318, "kyc_tier": "tier_3", "session_entropy": 0.758 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 282, "timestamp": "2026-01-02T10:28:00Z", "transaction_amount_usd": 1.02 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.621, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 508171.72, "financial_exposure_usd": 1010904.07, "recoverable_pct": 0.212 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100183", "label": "fraudulent", "label_confidence": 0.788, "severity": "low", "timestamp": "2026-01-01T03:03:00Z", "trace_id": "3506e337-683d-21a9-014b-069c45ce5149" }
{ "account_age_days": 50, "account_id": "ACCT-6A5731F76E78", "baseline_risk_score": 0.5, "kyc_tier": "tier_2", "session_entropy": 0.946 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 731, "timestamp": "2026-01-01T03:03:00Z", "transaction_amount_usd": 79036.93 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.796, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 649446.14, "financial_exposure_usd": 1038830.27, "recoverable_pct": 0.457 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104698", "label": "fraudulent", "label_confidence": 0.891, "severity": "medium", "timestamp": "2026-01-04T06:18:00Z", "trace_id": "8a174c21-fec4-638c-cc81-fd1cb9d817f4" }
{ "account_age_days": 1215, "account_id": "ACCT-89D070A05004", "baseline_risk_score": 0.366, "kyc_tier": "tier_2", "session_entropy": 0.947 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 709, "timestamp": "2026-01-04T06:18:00Z", "transaction_amount_usd": 2397524.55 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.779, "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": 2716543.22, "financial_exposure_usd": 4332379.89, "recoverable_pct": 0.666 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104711", "label": "fraudulent", "label_confidence": 0.931, "severity": "high", "timestamp": "2026-01-04T06:31:00Z", "trace_id": "9f73ee8b-3e7c-246d-1703-a5d30af46520" }
{ "account_age_days": 971, "account_id": "ACCT-ACCDB1A67C9E", "baseline_risk_score": 0.2, "kyc_tier": "tier_3", "session_entropy": 0.784 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 304, "timestamp": "2026-01-04T01:09:00Z", "transaction_amount_usd": 24.14 }, { "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": 0.584, "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": 3374466.24, "financial_exposure_usd": 5613558.2, "recoverable_pct": 0.812 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106520", "label": "fraudulent", "label_confidence": 0.825, "severity": "critical", "timestamp": "2026-01-05T12:40:00Z", "trace_id": "f3855b98-c0dc-4c53-e51d-03582dbdc474" }
{ "account_age_days": 479, "account_id": "ACCT-7630EE69D85A", "baseline_risk_score": 0.376, "kyc_tier": "tier_2", "session_entropy": 0.61 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 215, "timestamp": "2026-01-05T12:40:00Z", "transaction_amount_usd": 350737.54 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.354, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 1553859.1, "financial_exposure_usd": 2672831.77, "recoverable_pct": 0.708 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101501", "label": "fraudulent", "label_confidence": 0.936, "severity": "high", "timestamp": "2026-01-02T01:01:00Z", "trace_id": "11dae088-76f6-0d34-c95a-230109602516" }
{ "account_age_days": 1476, "account_id": "ACCT-B9C51EAE2248", "baseline_risk_score": 0.604, "kyc_tier": "tier_2", "session_entropy": 0.721 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 650, "timestamp": "2026-01-02T01:01:00Z", "transaction_amount_usd": 51894.24 }, { "asset": "JPY", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.715, "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": 127536.51, "financial_exposure_usd": 293208.18, "recoverable_pct": 0.811 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109986", "label": "benign", "label_confidence": 0.517, "severity": "high", "timestamp": "2026-01-07T22:26:00Z", "trace_id": "5dc00f2b-5b37-bfcc-3c79-d7a60921c6a0" }
{ "account_age_days": 1837, "account_id": "ACCT-3CA287EF486A", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.573 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 398, "timestamp": "2026-01-07T22:26:00Z", "transaction_amount_usd": 8862.56 }, { "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": 0.787, "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": 2085.33, "financial_exposure_usd": 3558, "recoverable_pct": 0.865 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103034", "label": "fraudulent", "label_confidence": 0.871, "severity": "high", "timestamp": "2026-01-03T02:34:00Z", "trace_id": "37795a67-3e32-4b2d-186d-b9eb6a5631cf" }
{ "account_age_days": 873, "account_id": "ACCT-90011399F347", "baseline_risk_score": 0.261, "kyc_tier": "tier_1", "session_entropy": 0.241 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 148, "timestamp": "2026-01-02T16:47:00Z", "transaction_amount_usd": 0.84 }, { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.596, "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": 146339.92, "financial_exposure_usd": 360658.5, "recoverable_pct": 0.641 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }