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-106680", "label": "benign", "label_confidence": 0.665, "severity": "medium", "timestamp": "2026-01-05T15:20:00Z", "trace_id": "f84ba89a-3326-2813-e59e-5030b7ec62c9" }
{ "account_age_days": 1191, "account_id": "ACCT-D732A52991E7", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.173 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 1016, "timestamp": "2026-01-05T15:20:00Z", "transaction_amount_usd": 12049.22 }, { "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": 0.571, "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": 2267.65, "financial_exposure_usd": 3617.72, "recoverable_pct": 0.74 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102390", "label": "fraudulent", "label_confidence": 0.979, "severity": "critical", "timestamp": "2026-01-02T15:50:00Z", "trace_id": "e81add13-a6a0-9d72-1532-5da6cf95636f" }
{ "account_age_days": 1161, "account_id": "ACCT-E2AB4FE12D60", "baseline_risk_score": 0.59, "kyc_tier": "tier_2", "session_entropy": 0.829 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 106, "timestamp": "2026-01-02T04:32:00Z", "transaction_amount_usd": 17.6 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.822, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 519152.12, "financial_exposure_usd": 548383.57, "recoverable_pct": 0.61 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105535", "label": "fraudulent", "label_confidence": 0.607, "severity": "critical", "timestamp": "2026-01-04T20:15:00Z", "trace_id": "28a0553e-922b-05b2-d16e-9182d88d69b9" }
{ "account_age_days": 224, "account_id": "ACCT-DDBD431636D6", "baseline_risk_score": 0.292, "kyc_tier": "tier_1", "session_entropy": 0.607 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 1172, "timestamp": "2026-01-04T20:15:00Z", "transaction_amount_usd": 1357793.96 }, { "asset": "SOL", "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": 0.371, "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 ...
{ "customer_funds_at_risk_usd": 2638103.6, "financial_exposure_usd": 3002467.21, "recoverable_pct": 0.777 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102565", "label": "fraudulent", "label_confidence": 0.785, "severity": "medium", "timestamp": "2026-01-02T18:45:00Z", "trace_id": "602c8a73-56af-3beb-64af-bf9e817f89a3" }
{ "account_age_days": 1181, "account_id": "ACCT-00BB00127F06", "baseline_risk_score": 0.438, "kyc_tier": "tier_3", "session_entropy": 0.151 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 154, "timestamp": "2026-01-02T18:45:00Z", "transaction_amount_usd": 78361.35 }, { "asset": "JPY", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.572, "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": 706654.91, "financial_exposure_usd": 804791.49, "recoverable_pct": 0.152 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103275", "label": "fraudulent", "label_confidence": 0.932, "severity": "critical", "timestamp": "2026-01-03T06:35:00Z", "trace_id": "01df024b-5fd8-969c-8cdb-d0252809f027" }
{ "account_age_days": 864, "account_id": "ACCT-CC2C5E012EDD", "baseline_risk_score": 0.398, "kyc_tier": "tier_2", "session_entropy": 0.35 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 275, "timestamp": "2026-01-02T19:55:00Z", "transaction_amount_usd": 0.71 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.77, "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": 301306.12, "financial_exposure_usd": 528005.3, "recoverable_pct": 0.824 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105201", "label": "fraudulent", "label_confidence": 0.751, "severity": "low", "timestamp": "2026-01-04T14:41:00Z", "trace_id": "f1af9274-5a1c-5f78-d9f0-c6e7e6f4592f" }
{ "account_age_days": 1773, "account_id": "ACCT-B528EE6A4696", "baseline_risk_score": 0.316, "kyc_tier": "tier_2", "session_entropy": 0.492 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 272, "timestamp": "2026-01-04T13:16:00Z", "transaction_amount_usd": 19.08 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.714, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 1199836.4, "financial_exposure_usd": 1685435.18, "recoverable_pct": 0.721 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108893", "label": "benign", "label_confidence": 0.479, "severity": "critical", "timestamp": "2026-01-07T04:13:00Z", "trace_id": "6e5de5a5-b9a7-9697-01cd-fdedf9eb7a72" }
{ "account_age_days": 568, "account_id": "ACCT-AA8BF411267E", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.344 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 170, "timestamp": "2026-01-07T01:48:00Z", "transaction_amount_usd": 13.44 }, { "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": 0.456, "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": 2289.25, "financial_exposure_usd": 3934.6, "recoverable_pct": 0.679 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107638", "label": "benign", "label_confidence": 0.461, "severity": "high", "timestamp": "2026-01-06T07:18:00Z", "trace_id": "5fb86536-9e1b-1d3f-6c44-79ffdbe0eb6a" }
{ "account_age_days": 1652, "account_id": "ACCT-D923458F17B9", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.223 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 144, "timestamp": "2026-01-05T20:11:00Z", "transaction_amount_usd": 18.02 }, { "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": 0.722, "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": 976.15, "financial_exposure_usd": 1219.57, "recoverable_pct": 0.636 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103139", "label": "fraudulent", "label_confidence": 0.752, "severity": "medium", "timestamp": "2026-01-03T04:19:00Z", "trace_id": "f40918d2-78e3-33d9-fac2-de8bd30959f4" }
{ "account_age_days": 499, "account_id": "ACCT-2D9FBAF97C81", "baseline_risk_score": 0.367, "kyc_tier": "tier_3", "session_entropy": 0.52 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 1061, "timestamp": "2026-01-03T04:19:00Z", "transaction_amount_usd": 110224.43 }, { "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": 0.399, "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": 411905.79, "financial_exposure_usd": 692231.37, "recoverable_pct": 0.481 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107146", "label": "benign", "label_confidence": 0.619, "severity": "medium", "timestamp": "2026-01-05T23:06:00Z", "trace_id": "6688033f-573a-7ca2-2d06-940d3ddb8cb6" }
{ "account_age_days": 158, "account_id": "ACCT-37ED26807973", "baseline_risk_score": 0.182, "kyc_tier": "tier_2", "session_entropy": 0.814 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 400, "timestamp": "2026-01-05T20:01:00Z", "transaction_amount_usd": 19.73 }, { "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": 0.499, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, 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": 2025.34, "financial_exposure_usd": 3100.24, "recoverable_pct": 0.936 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104465", "label": "fraudulent", "label_confidence": 0.705, "severity": "high", "timestamp": "2026-01-04T02:25:00Z", "trace_id": "fd6f36bc-0c4d-9bb5-43d2-fa8c887d5438" }
{ "account_age_days": 117, "account_id": "ACCT-884EF84078F4", "baseline_risk_score": 0.313, "kyc_tier": "tier_1", "session_entropy": 0.78 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 138, "timestamp": "2026-01-04T02:25:00Z", "transaction_amount_usd": 1051454.07 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.802, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 2891336.54, "financial_exposure_usd": 4883065.58, "recoverable_pct": 0.732 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106334", "label": "fraudulent", "label_confidence": 0.722, "severity": "high", "timestamp": "2026-01-05T09:34:00Z", "trace_id": "ad0b678f-9797-269d-f24f-558daa94ff62" }
{ "account_age_days": 221, "account_id": "ACCT-DBEA21B90B96", "baseline_risk_score": 0.27, "kyc_tier": "tier_2", "session_entropy": 0.85 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 141, "timestamp": "2026-01-05T09:34:00Z", "transaction_amount_usd": 2386763.71 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.711, "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": 2522576.91, "financial_exposure_usd": 2694104.21, "recoverable_pct": 0.951 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109304", "label": "benign", "label_confidence": 0.727, "severity": "low", "timestamp": "2026-01-07T11:04:00Z", "trace_id": "e00e279a-1732-7097-6699-bde95ed04503" }
{ "account_age_days": 455, "account_id": "ACCT-D4ACFEDDA5D3", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.642 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 289, "timestamp": "2026-01-07T11:04:00Z", "transaction_amount_usd": 13352.48 }, { "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": 0.495, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 4174.3, "financial_exposure_usd": 5320.98, "recoverable_pct": 0.788 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105865", "label": "fraudulent", "label_confidence": 0.919, "severity": "medium", "timestamp": "2026-01-05T01:45:00Z", "trace_id": "84718a34-e310-a0d2-79b9-15ccfe1ad706" }
{ "account_age_days": 1274, "account_id": "ACCT-71F273FCC87C", "baseline_risk_score": 0.075, "kyc_tier": "tier_2", "session_entropy": 0.847 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 360, "timestamp": "2026-01-04T21:19:00Z", "transaction_amount_usd": 4.56 }, { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.489, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 8", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 585037.67, "financial_exposure_usd": 616459.78, "recoverable_pct": 0.501 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106468", "label": "fraudulent", "label_confidence": 0.635, "severity": "high", "timestamp": "2026-01-05T11:48:00Z", "trace_id": "6f38e242-f3b1-d25c-0795-a901f3bbc593" }
{ "account_age_days": 691, "account_id": "ACCT-0211A940E33F", "baseline_risk_score": 0.262, "kyc_tier": "tier_1", "session_entropy": 0.928 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 941, "timestamp": "2026-01-05T11:48:00Z", "transaction_amount_usd": 2040141.16 }, { "asset": "USDC", "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": 0.487, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 3100910.92, "financial_exposure_usd": 6459037.61, "recoverable_pct": 0.818 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109789", "label": "benign", "label_confidence": 0.469, "severity": "medium", "timestamp": "2026-01-07T19:09:00Z", "trace_id": "469c59e8-0e71-34c3-4309-59648607e036" }
{ "account_age_days": 618, "account_id": "ACCT-201B32492843", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.602 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 224, "timestamp": "2026-01-07T13:46:00Z", "transaction_amount_usd": 21.37 }, { "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": 0.777, "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": 903.76, "financial_exposure_usd": 1967.62, "recoverable_pct": 0.44 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107396", "label": "benign", "label_confidence": 0.452, "severity": "low", "timestamp": "2026-01-06T03:16:00Z", "trace_id": "79552820-8fd0-19b7-05f0-95391ff0f9ef" }
{ "account_age_days": 337, "account_id": "ACCT-9CB5B9EFBBAD", "baseline_risk_score": 0.179, "kyc_tier": "tier_2", "session_entropy": 0.763 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 419, "timestamp": "2026-01-06T03:16:00Z", "transaction_amount_usd": 13378.93 }, { "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": 0.56, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1580.26, "financial_exposure_usd": 3476.99, "recoverable_pct": 0.693 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100325", "label": "fraudulent", "label_confidence": 0.859, "severity": "critical", "timestamp": "2026-01-01T05:25:00Z", "trace_id": "7af7bd84-0121-221d-129c-717f636dde12" }
{ "account_age_days": 1772, "account_id": "ACCT-BE94EE365229", "baseline_risk_score": 0.299, "kyc_tier": "tier_1", "session_entropy": 0.75 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 212, "timestamp": "2026-01-01T04:08:00Z", "transaction_amount_usd": 23.87 }, { "asset": "BTC", "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": 0.678, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 637888.61, "financial_exposure_usd": 676087.77, "recoverable_pct": 0.771 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107167", "label": "benign", "label_confidence": 0.601, "severity": "high", "timestamp": "2026-01-05T23:27:00Z", "trace_id": "3d5f3720-1aed-8813-95c9-508b6923452c" }
{ "account_age_days": 949, "account_id": "ACCT-743D19FD04DF", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.411 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 206, "timestamp": "2026-01-05T11:35:00Z", "transaction_amount_usd": 3.15 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.577, "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": 2877.48, "financial_exposure_usd": 3657.75, "recoverable_pct": 0.638 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109859", "label": "benign", "label_confidence": 0.578, "severity": "medium", "timestamp": "2026-01-07T20:19:00Z", "trace_id": "8b9b7b4b-9f10-1a66-846c-ab636b901a0a" }
{ "account_age_days": 1183, "account_id": "ACCT-AFDF79E81BF4", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.691 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 348, "timestamp": "2026-01-07T20:19:00Z", "transaction_amount_usd": 9467.3 }, { "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": 0.488, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 4521.27, "financial_exposure_usd": 6092.92, "recoverable_pct": 0.879 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105033", "label": "fraudulent", "label_confidence": 0.901, "severity": "medium", "timestamp": "2026-01-04T11:53:00Z", "trace_id": "639a0c9a-5adc-cebe-b072-eef19f9dd1cd" }
{ "account_age_days": 1403, "account_id": "ACCT-9B08BD4BD622", "baseline_risk_score": 0.272, "kyc_tier": "tier_1", "session_entropy": 0.805 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 1033, "timestamp": "2026-01-04T11:53:00Z", "transaction_amount_usd": 2241557.91 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.8, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND poste...
{ "customer_funds_at_risk_usd": 989163.51, "financial_exposure_usd": 1394509.23, "recoverable_pct": 0.465 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107805", "label": "benign", "label_confidence": 0.617, "severity": "medium", "timestamp": "2026-01-06T10:05:00Z", "trace_id": "bcc37fff-fe6c-307c-e505-8cb3e7cb1314" }
{ "account_age_days": 920, "account_id": "ACCT-CB609F168109", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.841 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 381, "timestamp": "2026-01-06T00:55:00Z", "transaction_amount_usd": 13.85 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.539, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 1003.21, "financial_exposure_usd": 2429.29, "recoverable_pct": 0.701 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109820", "label": "benign", "label_confidence": 0.576, "severity": "medium", "timestamp": "2026-01-07T19:40:00Z", "trace_id": "7f0eb4f3-3346-898a-f4fe-57365d982c84" }
{ "account_age_days": 514, "account_id": "ACCT-12CD44ED7406", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.764 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 208, "timestamp": "2026-01-07T19:40:00Z", "transaction_amount_usd": 1353.4 }, { "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": 0.455, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 2462.33, "financial_exposure_usd": 3892.22, "recoverable_pct": 0.586 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105097", "label": "fraudulent", "label_confidence": 0.845, "severity": "high", "timestamp": "2026-01-04T12:57:00Z", "trace_id": "3ebca065-62ad-a711-911f-b14ac2f7903e" }
{ "account_age_days": 556, "account_id": "ACCT-FC98CEF4DEE2", "baseline_risk_score": 0.129, "kyc_tier": "tier_2", "session_entropy": 0.187 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 703, "timestamp": "2026-01-04T12:57:00Z", "transaction_amount_usd": 2741469.26 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.938, "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": 2862042.65, "financial_exposure_usd": 4351242.83, "recoverable_pct": 0.533 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105803", "label": "fraudulent", "label_confidence": 0.766, "severity": "critical", "timestamp": "2026-01-05T00:43:00Z", "trace_id": "afaf270d-ccc6-4554-788b-16e34e4eeb4f" }
{ "account_age_days": 835, "account_id": "ACCT-F0BCF406F255", "baseline_risk_score": 0.131, "kyc_tier": "tier_3", "session_entropy": 0.253 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 158, "timestamp": "2026-01-05T00:07:00Z", "transaction_amount_usd": 16.47 }, { "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": 0.667, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, 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": 1125973.24, "financial_exposure_usd": 2071543.19, "recoverable_pct": 0.554 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104150", "label": "fraudulent", "label_confidence": 0.724, "severity": "critical", "timestamp": "2026-01-03T21:10:00Z", "trace_id": "a0b3a294-76ee-89c9-9d6c-d4031db66e0a" }
{ "account_age_days": 750, "account_id": "ACCT-598817175E99", "baseline_risk_score": 0.142, "kyc_tier": "tier_2", "session_entropy": 0.482 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 102, "timestamp": "2026-01-03T09:24:00Z", "transaction_amount_usd": 23.41 }, { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.439, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 2661473.48, "financial_exposure_usd": 4144868.5, "recoverable_pct": 0.657 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102285", "label": "fraudulent", "label_confidence": 0.849, "severity": "critical", "timestamp": "2026-01-02T14:05:00Z", "trace_id": "da3bb42c-114b-648d-532f-48101b464772" }
{ "account_age_days": 376, "account_id": "ACCT-20673835E05F", "baseline_risk_score": 0.326, "kyc_tier": "tier_2", "session_entropy": 0.45 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "LU", "latency_ms": 647, "timestamp": "2026-01-02T14:05:00Z", "transaction_amount_usd": 5297.76 }, { "asset": "SOL", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.584, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 1, 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": 469203.61, "financial_exposure_usd": 476575.57, "recoverable_pct": 0.364 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107558", "label": "benign", "label_confidence": 0.738, "severity": "high", "timestamp": "2026-01-06T05:58:00Z", "trace_id": "0cc09bae-d4bd-2b09-10b7-9e41b5060bd9" }
{ "account_age_days": 1136, "account_id": "ACCT-665049DAC22C", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.446 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 465, "timestamp": "2026-01-06T05:58:00Z", "transaction_amount_usd": 1808.67 }, { "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": 0.578, "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": 5749.44, "financial_exposure_usd": 7827.54, "recoverable_pct": 0.616 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106506", "label": "fraudulent", "label_confidence": 0.681, "severity": "low", "timestamp": "2026-01-05T12:26:00Z", "trace_id": "07b43240-d363-ddea-219b-8cac9fd1f9e0" }
{ "account_age_days": 298, "account_id": "ACCT-C159B57E5052", "baseline_risk_score": 0.316, "kyc_tier": "tier_3", "session_entropy": 0.184 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 703, "timestamp": "2026-01-05T12:26:00Z", "transaction_amount_usd": 1035443.93 }, { "asset": "USD", "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": 0.419, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 3601946.52, "financial_exposure_usd": 6983698.82, "recoverable_pct": 0.538 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106652", "label": "fraudulent", "label_confidence": 0.902, "severity": "high", "timestamp": "2026-01-05T14:52:00Z", "trace_id": "41417df7-04d1-ed0b-da3b-d6cc38dfcd56" }
{ "account_age_days": 1944, "account_id": "ACCT-0ABF758CB3C3", "baseline_risk_score": 0.234, "kyc_tier": "tier_2", "session_entropy": 0.654 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 462, "timestamp": "2026-01-05T14:52:00Z", "transaction_amount_usd": 1857189.07 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.558, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 3005788.52, "financial_exposure_usd": 3488989.29, "recoverable_pct": 0.58 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108935", "label": "benign", "label_confidence": 0.471, "severity": "high", "timestamp": "2026-01-07T04:55:00Z", "trace_id": "64ead32c-b174-0a96-73aa-649bfdebb810" }
{ "account_age_days": 50, "account_id": "ACCT-2AB24000C9C2", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.656 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 907, "timestamp": "2026-01-07T04:55:00Z", "transaction_amount_usd": 11304.68 }, { "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": 0.765, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 2628.54, "financial_exposure_usd": 2753.63, "recoverable_pct": 0.978 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103732", "label": "fraudulent", "label_confidence": 0.695, "severity": "medium", "timestamp": "2026-01-03T14:12:00Z", "trace_id": "a8d1489e-f149-3cb8-8e34-131dc1e65d02" }
{ "account_age_days": 1910, "account_id": "ACCT-4180DCD50B30", "baseline_risk_score": 0.346, "kyc_tier": "tier_1", "session_entropy": 0.925 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 215, "timestamp": "2026-01-03T04:19:00Z", "transaction_amount_usd": 13.25 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.767, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 2656224.4, "financial_exposure_usd": 3112990.98, "recoverable_pct": 0.503 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104632", "label": "fraudulent", "label_confidence": 0.69, "severity": "medium", "timestamp": "2026-01-04T05:12:00Z", "trace_id": "ff9841c7-b29d-0dc3-6641-4d2057a95a18" }
{ "account_age_days": 631, "account_id": "ACCT-530B5BE11DCD", "baseline_risk_score": 0.124, "kyc_tier": "tier_2", "session_entropy": 0.119 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 642, "timestamp": "2026-01-04T05:12:00Z", "transaction_amount_usd": 1452136.82 }, { "asset": "USDT", "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": 0.643, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 2737845.8, "financial_exposure_usd": 4823677.18, "recoverable_pct": 0.781 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106749", "label": "benign", "label_confidence": 0.521, "severity": "low", "timestamp": "2026-01-05T16:29:00Z", "trace_id": "874891d6-0738-8868-66a9-4c8b40f88a68" }
{ "account_age_days": 1956, "account_id": "ACCT-F51BA68B43CC", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.802 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 678, "timestamp": "2026-01-05T16:29:00Z", "transaction_amount_usd": 11444.78 }, { "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": 0.755, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, 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": 2383.46, "financial_exposure_usd": 3162.47, "recoverable_pct": 0.735 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102164", "label": "fraudulent", "label_confidence": 0.973, "severity": "high", "timestamp": "2026-01-02T12:04:00Z", "trace_id": "c23d46c0-61eb-aac9-f98d-a1eaa70a0f07" }
{ "account_age_days": 1155, "account_id": "ACCT-C693CC8E472B", "baseline_risk_score": 0.611, "kyc_tier": "tier_3", "session_entropy": 0.587 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "FR", "latency_ms": 1127, "timestamp": "2026-01-02T12:04:00Z", "transaction_amount_usd": 59149.27 }, { "asset": "EUR", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.91, "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 HAVING...
{ "customer_funds_at_risk_usd": 518572.1, "financial_exposure_usd": 955926.11, "recoverable_pct": 0.82 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106635", "label": "fraudulent", "label_confidence": 0.671, "severity": "low", "timestamp": "2026-01-05T14:35:00Z", "trace_id": "5d235539-385c-3d64-009d-a957535fae9a" }
{ "account_age_days": 1625, "account_id": "ACCT-2813B7D16059", "baseline_risk_score": 0.347, "kyc_tier": "tier_3", "session_entropy": 0.113 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 671, "timestamp": "2026-01-05T14:35:00Z", "transaction_amount_usd": 1026519.93 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.909, "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": 3727633.09, "financial_exposure_usd": 5492202.57, "recoverable_pct": 0.987 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101481", "label": "fraudulent", "label_confidence": 0.778, "severity": "low", "timestamp": "2026-01-02T00:41:00Z", "trace_id": "a0ae50f0-f3d5-f858-88a4-2745e155467b" }
{ "account_age_days": 1135, "account_id": "ACCT-5BA9AD33484F", "baseline_risk_score": 0.346, "kyc_tier": "tier_3", "session_entropy": 0.26 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "SG", "latency_ms": 839, "timestamp": "2026-01-02T00:41:00Z", "transaction_amount_usd": 57737.52 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.592, "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": 588633.36, "financial_exposure_usd": 641009.27, "recoverable_pct": 0.134 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107562", "label": "benign", "label_confidence": 0.68, "severity": "low", "timestamp": "2026-01-06T06:02:00Z", "trace_id": "2b423535-23f1-191c-191c-306dac9077a8" }
{ "account_age_days": 978, "account_id": "ACCT-368EED48C199", "baseline_risk_score": 0.191, "kyc_tier": "tier_3", "session_entropy": 0.934 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 169, "timestamp": "2026-01-06T01:13:00Z", "transaction_amount_usd": 24.35 }, { "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": 0.655, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, 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": 2174.29, "financial_exposure_usd": 3244.5, "recoverable_pct": 0.55 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103189", "label": "fraudulent", "label_confidence": 0.852, "severity": "medium", "timestamp": "2026-01-03T05:09:00Z", "trace_id": "486b1132-b4a0-bdc7-2d90-3845fb8b2513" }
{ "account_age_days": 333, "account_id": "ACCT-CB870D8D4808", "baseline_risk_score": 0.547, "kyc_tier": "tier_1", "session_entropy": 0.824 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "BR", "latency_ms": 198, "timestamp": "2026-01-03T05:09:00Z", "transaction_amount_usd": 56932.73 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.939, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 433308.32, "financial_exposure_usd": 499281.61, "recoverable_pct": 0.379 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104580", "label": "fraudulent", "label_confidence": 0.638, "severity": "high", "timestamp": "2026-01-04T04:20:00Z", "trace_id": "a0faf170-9f6d-a76b-4e0d-39d9c137b1b4" }
{ "account_age_days": 1392, "account_id": "ACCT-D7E99F8778A3", "baseline_risk_score": 0.281, "kyc_tier": "tier_1", "session_entropy": 0.352 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 545, "timestamp": "2026-01-04T04:20:00Z", "transaction_amount_usd": 338231.59 }, { "asset": "USDT", "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": 0.368, "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": 3798217.32, "financial_exposure_usd": 4854573.66, "recoverable_pct": 0.593 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107456", "label": "benign", "label_confidence": 0.734, "severity": "low", "timestamp": "2026-01-06T04:16:00Z", "trace_id": "d6a16dfe-92fa-41dc-9038-f7a2177b708b" }
{ "account_age_days": 1444, "account_id": "ACCT-A369E433BA87", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.236 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 852, "timestamp": "2026-01-06T04:16:00Z", "transaction_amount_usd": 4517.79 }, { "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": 0.621, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 3866.43, "financial_exposure_usd": 4252.91, "recoverable_pct": 0.632 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102346", "label": "fraudulent", "label_confidence": 0.755, "severity": "critical", "timestamp": "2026-01-02T15:06:00Z", "trace_id": "eef11c97-5373-34b3-575a-fc5317f25b99" }
{ "account_age_days": 403, "account_id": "ACCT-71CA662B65F3", "baseline_risk_score": 0.52, "kyc_tier": "tier_2", "session_entropy": 0.442 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 278, "timestamp": "2026-01-02T07:54:00Z", "transaction_amount_usd": 24.34 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.583, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 525051.66, "financial_exposure_usd": 622684.39, "recoverable_pct": 0.234 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104918", "label": "fraudulent", "label_confidence": 0.758, "severity": "high", "timestamp": "2026-01-04T09:58:00Z", "trace_id": "f0ccf6b5-fac4-86be-d0f6-6f1d8c2247c0" }
{ "account_age_days": 1189, "account_id": "ACCT-965DAF95540A", "baseline_risk_score": 0.307, "kyc_tier": "tier_3", "session_entropy": 0.103 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 632, "timestamp": "2026-01-04T09:58:00Z", "transaction_amount_usd": 2737468.83 }, { "asset": "JPY", "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": 0.698, "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 ...
{ "customer_funds_at_risk_usd": 1427419.16, "financial_exposure_usd": 1742422.73, "recoverable_pct": 0.95 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103103", "label": "fraudulent", "label_confidence": 0.807, "severity": "low", "timestamp": "2026-01-03T03:43:00Z", "trace_id": "fee38997-1ded-46ef-6cc6-9100fbc1da7a" }
{ "account_age_days": 1979, "account_id": "ACCT-2CE1022B0F0A", "baseline_risk_score": 0.576, "kyc_tier": "tier_2", "session_entropy": 0.733 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 620, "timestamp": "2026-01-03T03:43:00Z", "transaction_amount_usd": 111506.23 }, { "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": 0.474, "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": 741127.2, "financial_exposure_usd": 1115293.31, "recoverable_pct": 0.093 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102531", "label": "fraudulent", "label_confidence": 0.782, "severity": "medium", "timestamp": "2026-01-02T18:11:00Z", "trace_id": "c5e747bb-6903-6c05-5baa-d0d3c844c38f" }
{ "account_age_days": 1824, "account_id": "ACCT-783CDED3D1D3", "baseline_risk_score": 0.523, "kyc_tier": "tier_2", "session_entropy": 0.927 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 172, "timestamp": "2026-01-02T10:40:00Z", "transaction_amount_usd": 3.64 }, { "asset": "USDC", "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": 0.914, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 1, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 401573.65, "financial_exposure_usd": 453539.52, "recoverable_pct": 0.693 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105333", "label": "fraudulent", "label_confidence": 0.945, "severity": "low", "timestamp": "2026-01-04T16:53:00Z", "trace_id": "af29a236-0e2c-9e8e-f896-5fdd87c32657" }
{ "account_age_days": 877, "account_id": "ACCT-C0472566161A", "baseline_risk_score": 0.059, "kyc_tier": "tier_1", "session_entropy": 0.366 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 286, "timestamp": "2026-01-04T12:30:00Z", "transaction_amount_usd": 5.09 }, { "asset": "GBP", "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": 0.873, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 1264908.39, "financial_exposure_usd": 1675892.85, "recoverable_pct": 0.846 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102491", "label": "fraudulent", "label_confidence": 0.807, "severity": "medium", "timestamp": "2026-01-02T17:31:00Z", "trace_id": "70c1e6f3-60d5-127d-c3e7-5fc79b965373" }
{ "account_age_days": 127, "account_id": "ACCT-D91780979F25", "baseline_risk_score": 0.611, "kyc_tier": "tier_1", "session_entropy": 0.693 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "SG", "latency_ms": 780, "timestamp": "2026-01-02T17:31:00Z", "transaction_amount_usd": 79160.22 }, { "asset": "USD", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.383, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 819131.82, "financial_exposure_usd": 1159861.07, "recoverable_pct": 0.145 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101074", "label": "fraudulent", "label_confidence": 0.959, "severity": "medium", "timestamp": "2026-01-01T17:54:00Z", "trace_id": "66bb2ea3-71d7-cda9-c279-b4cb54af1a28" }
{ "account_age_days": 1307, "account_id": "ACCT-11F685C102C8", "baseline_risk_score": 0.596, "kyc_tier": "tier_2", "session_entropy": 0.606 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 870, "timestamp": "2026-01-01T17:54:00Z", "transaction_amount_usd": 95801.05 }, { "asset": "EUR", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.821, "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": 533325.74, "financial_exposure_usd": 729828.39, "recoverable_pct": 0.84 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104099", "label": "fraudulent", "label_confidence": 0.808, "severity": "high", "timestamp": "2026-01-03T20:19:00Z", "trace_id": "678b957e-8cb5-00ce-7832-c7663d0cc205" }
{ "account_age_days": 1239, "account_id": "ACCT-94514EE2F5ED", "baseline_risk_score": 0.095, "kyc_tier": "tier_1", "session_entropy": 0.654 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 219, "timestamp": "2026-01-03T20:19:00Z", "transaction_amount_usd": 788319.63 }, { "asset": "USDC", "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": 0.572, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2654086.48, "financial_exposure_usd": 3642197.49, "recoverable_pct": 0.912 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106697", "label": "benign", "label_confidence": 0.559, "severity": "medium", "timestamp": "2026-01-05T15:37:00Z", "trace_id": "d422a2a9-fc38-94dc-cf24-4f740d2f6bd6" }
{ "account_age_days": 1215, "account_id": "ACCT-18FE7BFDB543", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.899 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 294, "timestamp": "2026-01-05T12:02:00Z", "transaction_amount_usd": 24.39 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.51, "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 prior...
{ "customer_funds_at_risk_usd": 2246.85, "financial_exposure_usd": 4256.5, "recoverable_pct": 0.56 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102181", "label": "fraudulent", "label_confidence": 0.763, "severity": "critical", "timestamp": "2026-01-02T12:21:00Z", "trace_id": "b2101a9e-8373-5ee9-9d94-9d36a1dea79d" }
{ "account_age_days": 1594, "account_id": "ACCT-E854BC96CB3D", "baseline_risk_score": 0.311, "kyc_tier": "tier_2", "session_entropy": 0.404 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 170, "timestamp": "2026-01-02T12:21:00Z", "transaction_amount_usd": 95005.48 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.767, "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": 1055402.23, "financial_exposure_usd": 1144145.53, "recoverable_pct": 0.257 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100043", "label": "fraudulent", "label_confidence": 0.93, "severity": "medium", "timestamp": "2026-01-01T00:43:00Z", "trace_id": "12af97e4-c536-c66e-fcc4-091bf45707c6" }
{ "account_age_days": 63, "account_id": "ACCT-1E38F711E2EC", "baseline_risk_score": 0.301, "kyc_tier": "tier_2", "session_entropy": 0.756 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 895, "timestamp": "2026-01-01T00:43:00Z", "transaction_amount_usd": 2148.31 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.513, "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": 732559.63, "financial_exposure_usd": 1313372.73, "recoverable_pct": 0.829 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105445", "label": "fraudulent", "label_confidence": 0.68, "severity": "high", "timestamp": "2026-01-04T18:45:00Z", "trace_id": "ad87d7c2-74e6-8386-bf09-2318339da4fc" }
{ "account_age_days": 634, "account_id": "ACCT-D54037F11D78", "baseline_risk_score": 0.409, "kyc_tier": "tier_1", "session_entropy": 0.583 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 970, "timestamp": "2026-01-04T18:45:00Z", "transaction_amount_usd": 1098503.79 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.372, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 1999503.57, "financial_exposure_usd": 4792877.57, "recoverable_pct": 0.425 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107670", "label": "benign", "label_confidence": 0.511, "severity": "medium", "timestamp": "2026-01-06T07:50:00Z", "trace_id": "3b25bd97-d52c-53ed-fddb-0a53961201bd" }
{ "account_age_days": 614, "account_id": "ACCT-051A4311C057", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.353 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 320, "timestamp": "2026-01-06T07:50:00Z", "transaction_amount_usd": 13278.09 }, { "asset": "ETH", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.465, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1986.46, "financial_exposure_usd": 2045.73, "recoverable_pct": 0.865 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101211", "label": "fraudulent", "label_confidence": 0.874, "severity": "critical", "timestamp": "2026-01-01T20:11:00Z", "trace_id": "cb659f9f-4646-97ba-5a5b-5f86394bd375" }
{ "account_age_days": 856, "account_id": "ACCT-978D5C4E4C6B", "baseline_risk_score": 0.349, "kyc_tier": "tier_3", "session_entropy": 0.447 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 1143, "timestamp": "2026-01-01T20:11:00Z", "transaction_amount_usd": 71290.76 }, { "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": 0.64, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 259181.27, "financial_exposure_usd": 308149.58, "recoverable_pct": 0.106 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109858", "label": "benign", "label_confidence": 0.501, "severity": "high", "timestamp": "2026-01-07T20:18:00Z", "trace_id": "51b82f4c-77a0-e12e-5e64-45e1a694fc6f" }
{ "account_age_days": 1686, "account_id": "ACCT-5E2A66A929CC", "baseline_risk_score": 0.156, "kyc_tier": "tier_3", "session_entropy": 0.435 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 1115, "timestamp": "2026-01-07T20:18:00Z", "transaction_amount_usd": 2709.71 }, { "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": 0.675, "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": 5693.32, "financial_exposure_usd": 5932.77, "recoverable_pct": 0.602 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101951", "label": "fraudulent", "label_confidence": 0.873, "severity": "critical", "timestamp": "2026-01-02T08:31:00Z", "trace_id": "39679543-9e7e-df5c-84a7-a6e9402e9b59" }
{ "account_age_days": 179, "account_id": "ACCT-9AC7F3E3D5E6", "baseline_risk_score": 0.602, "kyc_tier": "tier_1", "session_entropy": 0.508 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 188, "timestamp": "2026-01-01T22:52:00Z", "transaction_amount_usd": 23.19 }, { "asset": "JPY", "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": 0.49, "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 HAV...
{ "customer_funds_at_risk_usd": 1004817.71, "financial_exposure_usd": 1215103.8, "recoverable_pct": 0.532 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106679", "label": "benign", "label_confidence": 0.683, "severity": "medium", "timestamp": "2026-01-05T15:19:00Z", "trace_id": "fc903ab1-6e03-f7e2-d251-17fc58aae636" }
{ "account_age_days": 1805, "account_id": "ACCT-084DD8B671CF", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.131 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 407, "timestamp": "2026-01-05T15:19:00Z", "transaction_amount_usd": 3054.32 }, { "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": 0.541, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1371.75, "financial_exposure_usd": 3190.26, "recoverable_pct": 0.613 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104869", "label": "fraudulent", "label_confidence": 0.709, "severity": "critical", "timestamp": "2026-01-04T09:09:00Z", "trace_id": "ac7ae723-bd96-d177-77d9-8c19bf0e382d" }
{ "account_age_days": 27, "account_id": "ACCT-F7C0CABDF17B", "baseline_risk_score": 0.099, "kyc_tier": "tier_3", "session_entropy": 0.212 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 288, "timestamp": "2026-01-03T20:28:00Z", "transaction_amount_usd": 12.19 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.724, "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": 1550414.7, "financial_exposure_usd": 2928940.57, "recoverable_pct": 0.965 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102805", "label": "fraudulent", "label_confidence": 0.945, "severity": "medium", "timestamp": "2026-01-02T22:45:00Z", "trace_id": "e8cd3aee-3eaa-ae94-c061-65ced8005373" }
{ "account_age_days": 1404, "account_id": "ACCT-6BD838436B2F", "baseline_risk_score": 0.392, "kyc_tier": "tier_1", "session_entropy": 0.817 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 355, "timestamp": "2026-01-02T15:42:00Z", "transaction_amount_usd": 6.01 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.633, "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": 553768.38, "financial_exposure_usd": 627967.14, "recoverable_pct": 0.2 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104535", "label": "fraudulent", "label_confidence": 0.793, "severity": "high", "timestamp": "2026-01-04T03:35:00Z", "trace_id": "27232282-156b-c3f7-391b-b0bb82db1900" }
{ "account_age_days": 701, "account_id": "ACCT-0226CC4E8EAE", "baseline_risk_score": 0.35, "kyc_tier": "tier_1", "session_entropy": 0.322 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 103, "timestamp": "2026-01-04T01:13:00Z", "transaction_amount_usd": 2.26 }, { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.613, "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": 2532210.46, "financial_exposure_usd": 3357410.79, "recoverable_pct": 0.789 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101680", "label": "fraudulent", "label_confidence": 0.803, "severity": "medium", "timestamp": "2026-01-02T04:00:00Z", "trace_id": "2c2a1af6-5d3d-7ab6-f3b4-176d367439da" }
{ "account_age_days": 335, "account_id": "ACCT-68373848BF52", "baseline_risk_score": 0.632, "kyc_tier": "tier_1", "session_entropy": 0.606 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 809, "timestamp": "2026-01-02T04:00:00Z", "transaction_amount_usd": 42457.73 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.589, "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": 1047619.38, "financial_exposure_usd": 1119848.28, "recoverable_pct": 0.298 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108452", "label": "benign", "label_confidence": 0.573, "severity": "high", "timestamp": "2026-01-06T20:52:00Z", "trace_id": "bfc8ca95-1f96-dcbb-a54e-9d560d681c16" }
{ "account_age_days": 465, "account_id": "ACCT-700DD0732564", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.932 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 347, "timestamp": "2026-01-06T19:00:00Z", "transaction_amount_usd": 8.19 }, { "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": 0.716, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 8", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 1500.97, "financial_exposure_usd": 2491.34, "recoverable_pct": 0.756 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104261", "label": "fraudulent", "label_confidence": 0.602, "severity": "high", "timestamp": "2026-01-03T23:01:00Z", "trace_id": "245f3d89-5c7b-63fb-43fe-60205f76d99f" }
{ "account_age_days": 1224, "account_id": "ACCT-B96F14385BB3", "baseline_risk_score": 0.263, "kyc_tier": "tier_3", "session_entropy": 0.482 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 197, "timestamp": "2026-01-03T11:44:00Z", "transaction_amount_usd": 22.07 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.663, "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": 1789536.27, "financial_exposure_usd": 2951430.07, "recoverable_pct": 0.936 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106619", "label": "fraudulent", "label_confidence": 0.818, "severity": "high", "timestamp": "2026-01-05T14:19:00Z", "trace_id": "1e03b085-6412-fb5c-2cb0-f6b0e15bd85d" }
{ "account_age_days": 649, "account_id": "ACCT-B3B92E17E19A", "baseline_risk_score": 0.21, "kyc_tier": "tier_1", "session_entropy": 0.28 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 188, "timestamp": "2026-01-05T04:33:00Z", "transaction_amount_usd": 13.21 }, { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.859, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 9", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 4148484.36, "financial_exposure_usd": 4352851.79, "recoverable_pct": 0.758 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106493", "label": "fraudulent", "label_confidence": 0.865, "severity": "high", "timestamp": "2026-01-05T12:13:00Z", "trace_id": "45cc9caa-3f4c-81bb-aee2-2a047af1b248" }
{ "account_age_days": 1820, "account_id": "ACCT-52F419CF5F55", "baseline_risk_score": 0.201, "kyc_tier": "tier_1", "session_entropy": 0.847 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 280, "timestamp": "2026-01-05T12:13:00Z", "transaction_amount_usd": 222501.14 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.452, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 1928545.19, "financial_exposure_usd": 4408886.29, "recoverable_pct": 0.967 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103560", "label": "fraudulent", "label_confidence": 0.913, "severity": "high", "timestamp": "2026-01-03T11:20:00Z", "trace_id": "43df0396-28d3-34b4-e59a-8a1ee470df4e" }
{ "account_age_days": 87, "account_id": "ACCT-0C7489F25D0A", "baseline_risk_score": 0.205, "kyc_tier": "tier_3", "session_entropy": 0.915 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 197, "timestamp": "2026-01-03T00:39:00Z", "transaction_amount_usd": 2.84 }, { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED"...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.587, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 8", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 7182695.27, "financial_exposure_usd": 7584062.29, "recoverable_pct": 0.705 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106970", "label": "benign", "label_confidence": 0.564, "severity": "high", "timestamp": "2026-01-05T20:10:00Z", "trace_id": "8142264d-08ae-e8a5-98a5-ce23234d27ce" }
{ "account_age_days": 936, "account_id": "ACCT-75515CBAA5B3", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.874 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 301, "timestamp": "2026-01-05T11:54:00Z", "transaction_amount_usd": 17.37 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.71, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_tr...
{ "customer_funds_at_risk_usd": 1113.35, "financial_exposure_usd": 1301.52, "recoverable_pct": 0.811 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106915", "label": "benign", "label_confidence": 0.516, "severity": "medium", "timestamp": "2026-01-05T19:15:00Z", "trace_id": "a7bbdd49-7544-4087-549c-8c15203c6f93" }
{ "account_age_days": 19, "account_id": "ACCT-FC0C7F1593B4", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.758 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 1017, "timestamp": "2026-01-05T19:15:00Z", "transaction_amount_usd": 11167.57 }, { "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": 0.749, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1321.92, "financial_exposure_usd": 1471.01, "recoverable_pct": 0.756 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100506", "label": "fraudulent", "label_confidence": 0.93, "severity": "medium", "timestamp": "2026-01-01T08:26:00Z", "trace_id": "c4ce1d19-d767-a1fc-847d-cdd6411a2578" }
{ "account_age_days": 1870, "account_id": "ACCT-28B12FD25C92", "baseline_risk_score": 0.498, "kyc_tier": "tier_3", "session_entropy": 0.276 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 94, "timestamp": "2026-01-01T08:26:00Z", "transaction_amount_usd": 52226.71 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.889, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 179677.39, "financial_exposure_usd": 285810.83, "recoverable_pct": 0.186 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105327", "label": "fraudulent", "label_confidence": 0.612, "severity": "critical", "timestamp": "2026-01-04T16:47:00Z", "trace_id": "7239801d-6f90-2ded-a9f9-6b0fcc102d65" }
{ "account_age_days": 1437, "account_id": "ACCT-202EA45C8171", "baseline_risk_score": 0.366, "kyc_tier": "tier_2", "session_entropy": 0.173 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 283, "timestamp": "2026-01-04T16:47:00Z", "transaction_amount_usd": 2722659.87 }, { "asset": "USDC", "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": 0.595, "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 ...
{ "customer_funds_at_risk_usd": 2902953.39, "financial_exposure_usd": 4858855.19, "recoverable_pct": 0.893 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107950", "label": "benign", "label_confidence": 0.598, "severity": "medium", "timestamp": "2026-01-06T12:30:00Z", "trace_id": "97c95ce2-0fd5-f2b6-9707-c1a0e8e36a5c" }
{ "account_age_days": 719, "account_id": "ACCT-D44F9A3D954E", "baseline_risk_score": 0.103, "kyc_tier": "tier_2", "session_entropy": 0.229 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 244, "timestamp": "2026-01-06T11:18:00Z", "transaction_amount_usd": 17.53 }, { "asset": "GBP", "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": 0.746, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 8", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 1575.4, "financial_exposure_usd": 1641.82, "recoverable_pct": 0.726 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109854", "label": "benign", "label_confidence": 0.681, "severity": "medium", "timestamp": "2026-01-07T20:14:00Z", "trace_id": "c332168a-1e31-1c1e-f972-9a3c93bedc02" }
{ "account_age_days": 1039, "account_id": "ACCT-1DA0856EE5AC", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.866 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 348, "timestamp": "2026-01-07T08:43:00Z", "transaction_amount_usd": 21.52 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.547, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 920.04, "financial_exposure_usd": 1678.35, "recoverable_pct": 0.544 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101314", "label": "fraudulent", "label_confidence": 0.893, "severity": "low", "timestamp": "2026-01-01T21:54:00Z", "trace_id": "4bb8f598-2098-6c89-c13a-1c8f833a44da" }
{ "account_age_days": 1926, "account_id": "ACCT-FC0784705D9C", "baseline_risk_score": 0.532, "kyc_tier": "tier_1", "session_entropy": 0.585 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "LU", "latency_ms": 1145, "timestamp": "2026-01-01T21:54:00Z", "transaction_amount_usd": 41270.52 }, { "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": 0.465, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 350591.96, "financial_exposure_usd": 539367.67, "recoverable_pct": 0.284 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102435", "label": "fraudulent", "label_confidence": 0.827, "severity": "medium", "timestamp": "2026-01-02T16:35:00Z", "trace_id": "7f358376-603d-db16-3a50-d31a580a7b36" }
{ "account_age_days": 449, "account_id": "ACCT-CFB1F9889D95", "baseline_risk_score": 0.252, "kyc_tier": "tier_3", "session_entropy": 0.193 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 600, "timestamp": "2026-01-02T16:35:00Z", "transaction_amount_usd": 70108.11 }, { "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": 0.429, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 471268.13, "financial_exposure_usd": 951351.87, "recoverable_pct": 0.03 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101083", "label": "fraudulent", "label_confidence": 0.959, "severity": "low", "timestamp": "2026-01-01T18:03:00Z", "trace_id": "4ff362db-6439-fc5f-edce-b1c94f1da16d" }
{ "account_age_days": 996, "account_id": "ACCT-2382359178D1", "baseline_risk_score": 0.295, "kyc_tier": "tier_1", "session_entropy": 0.948 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "BR", "latency_ms": 544, "timestamp": "2026-01-01T18:03:00Z", "transaction_amount_usd": 72633.26 }, { "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": 0.532, "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": 792217.13, "financial_exposure_usd": 801102.66, "recoverable_pct": 0.459 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100732", "label": "fraudulent", "label_confidence": 0.822, "severity": "high", "timestamp": "2026-01-01T12:12:00Z", "trace_id": "402077fb-2855-34b4-3bf3-4f6cf83296c1" }
{ "account_age_days": 1173, "account_id": "ACCT-FEECCB47AC86", "baseline_risk_score": 0.507, "kyc_tier": "tier_3", "session_entropy": 0.831 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "FR", "latency_ms": 922, "timestamp": "2026-01-01T12:12:00Z", "transaction_amount_usd": 90060.1 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.556, "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": 567044.56, "financial_exposure_usd": 1402031.54, "recoverable_pct": 0.649 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105693", "label": "fraudulent", "label_confidence": 0.911, "severity": "high", "timestamp": "2026-01-04T22:53:00Z", "trace_id": "ff352052-0ce9-499c-8d06-d1fa293fc110" }
{ "account_age_days": 1860, "account_id": "ACCT-FC057C2DA808", "baseline_risk_score": 0.099, "kyc_tier": "tier_1", "session_entropy": 0.729 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 361, "timestamp": "2026-01-04T12:46:00Z", "transaction_amount_usd": 5.28 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "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": 0.828, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, 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": 561904.25, "financial_exposure_usd": 915524.59, "recoverable_pct": 0.495 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104402", "label": "fraudulent", "label_confidence": 0.911, "severity": "high", "timestamp": "2026-01-04T01:22:00Z", "trace_id": "0f6543ed-e5c7-f6bd-4cdd-b2fedcd8625d" }
{ "account_age_days": 20, "account_id": "ACCT-1074621ABDA7", "baseline_risk_score": 0.426, "kyc_tier": "tier_2", "session_entropy": 0.434 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 654, "timestamp": "2026-01-04T01:22:00Z", "transaction_amount_usd": 1314466.25 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.722, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 3582735.59, "financial_exposure_usd": 5661837.11, "recoverable_pct": 0.504 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107580", "label": "benign", "label_confidence": 0.585, "severity": "low", "timestamp": "2026-01-06T06:20:00Z", "trace_id": "f6f9455f-a073-c319-5a73-0c1bcfb250c2" }
{ "account_age_days": 1506, "account_id": "ACCT-EE9D026DF9BB", "baseline_risk_score": 0.167, "kyc_tier": "tier_2", "session_entropy": 0.151 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 186, "timestamp": "2026-01-05T19:51:00Z", "transaction_amount_usd": 21.21 }, { "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": 0.626, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 2498.08, "financial_exposure_usd": 3732.44, "recoverable_pct": 0.523 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105465", "label": "fraudulent", "label_confidence": 0.818, "severity": "critical", "timestamp": "2026-01-04T19:05:00Z", "trace_id": "b565a14b-8026-6bbd-da40-1f5da44f41bb" }
{ "account_age_days": 1594, "account_id": "ACCT-BEC1D8B56014", "baseline_risk_score": 0.287, "kyc_tier": "tier_3", "session_entropy": 0.502 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 489, "timestamp": "2026-01-04T19:05:00Z", "transaction_amount_usd": 404734.22 }, { "asset": "SOL", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.706, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 3318907.9, "financial_exposure_usd": 3433113.68, "recoverable_pct": 0.802 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109389", "label": "benign", "label_confidence": 0.539, "severity": "low", "timestamp": "2026-01-07T12:29:00Z", "trace_id": "819f87d7-ce45-a000-00cc-61f18356111f" }
{ "account_age_days": 1370, "account_id": "ACCT-C0B4086FC0CE", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.864 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 249, "timestamp": "2026-01-07T09:16:00Z", "transaction_amount_usd": 7.45 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.564, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 3677.29, "financial_exposure_usd": 4262.76, "recoverable_pct": 0.795 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109173", "label": "benign", "label_confidence": 0.72, "severity": "high", "timestamp": "2026-01-07T08:53:00Z", "trace_id": "98f18449-0fb1-ef65-b135-4f25cbeefe2d" }
{ "account_age_days": 1478, "account_id": "ACCT-197F4ADFE039", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.908 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 277, "timestamp": "2026-01-07T08:53:00Z", "transaction_amount_usd": 4924.68 }, { "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": 0.782, "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": 3765.25, "financial_exposure_usd": 4622.27, "recoverable_pct": 0.421 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102146", "label": "fraudulent", "label_confidence": 0.962, "severity": "high", "timestamp": "2026-01-02T11:46:00Z", "trace_id": "0ebb9015-8840-a662-bdda-d9995827a791" }
{ "account_age_days": 1053, "account_id": "ACCT-EC4A137E2F91", "baseline_risk_score": 0.483, "kyc_tier": "tier_2", "session_entropy": 0.406 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 315, "timestamp": "2026-01-02T05:34:00Z", "transaction_amount_usd": 18.39 }, { "asset": "BTC", "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": 0.598, "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": 918296.77, "financial_exposure_usd": 1113309.66, "recoverable_pct": 0.842 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107552", "label": "benign", "label_confidence": 0.491, "severity": "medium", "timestamp": "2026-01-06T05:52:00Z", "trace_id": "1903127f-4797-80d2-91e1-8f160ebd8d66" }
{ "account_age_days": 787, "account_id": "ACCT-C3F52B68C17B", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.89 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 203, "timestamp": "2026-01-06T03:11:00Z", "transaction_amount_usd": 3.02 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.635, "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": 877.56, "financial_exposure_usd": 1463.71, "recoverable_pct": 0.497 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101494", "label": "fraudulent", "label_confidence": 0.75, "severity": "critical", "timestamp": "2026-01-02T00:54:00Z", "trace_id": "fe3ebab5-af42-3cb3-dba3-f456aff33d1c" }
{ "account_age_days": 1906, "account_id": "ACCT-8FF81E0A5C47", "baseline_risk_score": 0.268, "kyc_tier": "tier_3", "session_entropy": 0.742 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 612, "timestamp": "2026-01-02T00:54:00Z", "transaction_amount_usd": 53274.99 }, { "asset": "GBP", "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": 0.497, "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": 562078.36, "financial_exposure_usd": 863571.99, "recoverable_pct": 0.269 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102332", "label": "fraudulent", "label_confidence": 0.958, "severity": "critical", "timestamp": "2026-01-02T14:52:00Z", "trace_id": "f6698976-40ba-271c-5675-8500991cadb4" }
{ "account_age_days": 465, "account_id": "ACCT-D03B5CE70690", "baseline_risk_score": 0.384, "kyc_tier": "tier_2", "session_entropy": 0.949 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 212, "timestamp": "2026-01-02T14:02:00Z", "transaction_amount_usd": 7.77 }, { "asset": "BTC", "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": 0.7, "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 H...
{ "customer_funds_at_risk_usd": 306841.29, "financial_exposure_usd": 527424.71, "recoverable_pct": 0.358 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106184", "label": "fraudulent", "label_confidence": 0.913, "severity": "medium", "timestamp": "2026-01-05T07:04:00Z", "trace_id": "853b337a-c561-9421-2013-6f5c09a9abfa" }
{ "account_age_days": 652, "account_id": "ACCT-8D4ECDE3BF29", "baseline_risk_score": 0.243, "kyc_tier": "tier_3", "session_entropy": 0.36 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 1022, "timestamp": "2026-01-05T07:04:00Z", "transaction_amount_usd": 2060589.6 }, { "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": 0.758, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 3405691.3, "financial_exposure_usd": 3942715.17, "recoverable_pct": 0.938 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105712", "label": "fraudulent", "label_confidence": 0.718, "severity": "medium", "timestamp": "2026-01-04T23:12:00Z", "trace_id": "1633e67f-8c9f-8f0b-6c51-e895905383e6" }
{ "account_age_days": 1600, "account_id": "ACCT-C8732838E444", "baseline_risk_score": 0.246, "kyc_tier": "tier_3", "session_entropy": 0.933 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 576, "timestamp": "2026-01-04T23:12:00Z", "transaction_amount_usd": 2396511.95 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.885, "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 ...
{ "customer_funds_at_risk_usd": 3775863.73, "financial_exposure_usd": 5458994.46, "recoverable_pct": 0.769 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103859", "label": "fraudulent", "label_confidence": 0.927, "severity": "high", "timestamp": "2026-01-03T16:19:00Z", "trace_id": "3b5bed6c-f28f-0f0e-e38c-b067d3278243" }
{ "account_age_days": 997, "account_id": "ACCT-3825739C2149", "baseline_risk_score": 0.171, "kyc_tier": "tier_2", "session_entropy": 0.678 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 376, "timestamp": "2026-01-03T16:19:00Z", "transaction_amount_usd": 2128393.21 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.465, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 2207237.94, "financial_exposure_usd": 3234733.81, "recoverable_pct": 0.759 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102835", "label": "fraudulent", "label_confidence": 0.974, "severity": "high", "timestamp": "2026-01-02T23:15:00Z", "trace_id": "dce046e9-18c8-0885-f3ac-d4f25f3f9fe4" }
{ "account_age_days": 1043, "account_id": "ACCT-7B39CD8504AB", "baseline_risk_score": 0.584, "kyc_tier": "tier_2", "session_entropy": 0.179 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "SG", "latency_ms": 905, "timestamp": "2026-01-02T23:15:00Z", "transaction_amount_usd": 13063.57 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.392, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 443156.65, "financial_exposure_usd": 589303.72, "recoverable_pct": 0.058 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105230", "label": "fraudulent", "label_confidence": 0.918, "severity": "high", "timestamp": "2026-01-04T15:10:00Z", "trace_id": "9808b49e-d07f-5a55-4bce-8942e7257656" }
{ "account_age_days": 1137, "account_id": "ACCT-1CABB8008CF7", "baseline_risk_score": 0.164, "kyc_tier": "tier_2", "session_entropy": 0.242 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 350, "timestamp": "2026-01-04T04:20:00Z", "transaction_amount_usd": 2.92 }, { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED"...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.932, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 4897233.17, "financial_exposure_usd": 5213670.5, "recoverable_pct": 0.59 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106495", "label": "fraudulent", "label_confidence": 0.693, "severity": "medium", "timestamp": "2026-01-05T12:15:00Z", "trace_id": "f696fa51-fb3a-c807-af83-4ab9b5b9fabd" }
{ "account_age_days": 809, "account_id": "ACCT-EB2CAC70C006", "baseline_risk_score": 0.109, "kyc_tier": "tier_3", "session_entropy": 0.204 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 612, "timestamp": "2026-01-05T12:15:00Z", "transaction_amount_usd": 1172656.21 }, { "asset": "EUR", "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": 0.855, "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": 5410046.07, "financial_exposure_usd": 5895180.51, "recoverable_pct": 0.947 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102899", "label": "fraudulent", "label_confidence": 0.928, "severity": "high", "timestamp": "2026-01-03T00:19:00Z", "trace_id": "c0fd872d-da64-bbd0-5351-9f89984b6312" }
{ "account_age_days": 1608, "account_id": "ACCT-C935C6CC5ED4", "baseline_risk_score": 0.392, "kyc_tier": "tier_1", "session_entropy": 0.225 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CH", "latency_ms": 114, "timestamp": "2026-01-03T00:19:00Z", "transaction_amount_usd": 52534.81 }, { "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": 0.555, "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": 782476.31, "financial_exposure_usd": 837395.48, "recoverable_pct": 0.046 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105677", "label": "fraudulent", "label_confidence": 0.741, "severity": "high", "timestamp": "2026-01-04T22:37:00Z", "trace_id": "8b2e2e11-72f5-c0d9-0d01-c344ddb00bf0" }
{ "account_age_days": 1481, "account_id": "ACCT-E3E1A1F4812C", "baseline_risk_score": 0.17, "kyc_tier": "tier_1", "session_entropy": 0.861 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 299, "timestamp": "2026-01-04T18:12:00Z", "transaction_amount_usd": 18.61 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.376, "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": 2799780.55, "financial_exposure_usd": 6248099.41, "recoverable_pct": 0.621 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102136", "label": "fraudulent", "label_confidence": 0.899, "severity": "medium", "timestamp": "2026-01-02T11:36:00Z", "trace_id": "bca203a3-2ac4-e793-c491-2c7c8046020f" }
{ "account_age_days": 1940, "account_id": "ACCT-FDD20DD67B26", "baseline_risk_score": 0.328, "kyc_tier": "tier_1", "session_entropy": 0.817 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CH", "latency_ms": 269, "timestamp": "2026-01-02T11:36:00Z", "transaction_amount_usd": 104803.84 }, { "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": 0.933, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, 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": 491271.33, "financial_exposure_usd": 597123.75, "recoverable_pct": 0.764 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107383", "label": "benign", "label_confidence": 0.453, "severity": "high", "timestamp": "2026-01-06T03:03:00Z", "trace_id": "ad43c902-7a42-6892-6ae4-4755cbade87d" }
{ "account_age_days": 1866, "account_id": "ACCT-9104FA5EB2FD", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.56 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 124, "timestamp": "2026-01-06T02:12:00Z", "transaction_amount_usd": 17.56 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.584, "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": 2395.29, "financial_exposure_usd": 5625.75, "recoverable_pct": 0.467 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105574", "label": "fraudulent", "label_confidence": 0.774, "severity": "critical", "timestamp": "2026-01-04T20:54:00Z", "trace_id": "0f38c15e-9bd2-a6c1-5a19-31c4fe419076" }
{ "account_age_days": 425, "account_id": "ACCT-D7A81BBE881D", "baseline_risk_score": 0.358, "kyc_tier": "tier_1", "session_entropy": 0.94 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 642, "timestamp": "2026-01-04T20:54:00Z", "transaction_amount_usd": 179720.9 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK_I...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.376, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 3851155.18, "financial_exposure_usd": 7974602.45, "recoverable_pct": 0.902 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105676", "label": "fraudulent", "label_confidence": 0.926, "severity": "critical", "timestamp": "2026-01-04T22:36:00Z", "trace_id": "724a1638-ac5c-1160-19c2-361c05d1b52c" }
{ "account_age_days": 1038, "account_id": "ACCT-EA6C4F49997D", "baseline_risk_score": 0.086, "kyc_tier": "tier_3", "session_entropy": 0.175 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 334, "timestamp": "2026-01-04T18:20:00Z", "transaction_amount_usd": 19.42 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.933, "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": 3422024.3, "financial_exposure_usd": 5305351.73, "recoverable_pct": 0.412 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102442", "label": "fraudulent", "label_confidence": 0.798, "severity": "critical", "timestamp": "2026-01-02T16:42:00Z", "trace_id": "ff45fb36-397a-2af5-2221-9d4a4e0dcb2f" }
{ "account_age_days": 965, "account_id": "ACCT-D45013BD876B", "baseline_risk_score": 0.503, "kyc_tier": "tier_3", "session_entropy": 0.896 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 86, "timestamp": "2026-01-02T14:59:00Z", "transaction_amount_usd": 23.11 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.603, "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": 834829.73, "financial_exposure_usd": 1306100.96, "recoverable_pct": 0.596 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }