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-103977", "label": "fraudulent", "label_confidence": 0.735, "severity": "medium", "timestamp": "2026-01-03T18:17:00Z", "trace_id": "374ad4f0-3693-eaf9-eea8-607d14363e35" }
{ "account_age_days": 960, "account_id": "ACCT-A5C63986B22C", "baseline_risk_score": 0.418, "kyc_tier": "tier_2", "session_entropy": 0.929 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 233, "timestamp": "2026-01-03T18:17:00Z", "transaction_amount_usd": 1936568.8 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.864, "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": 2525972.22, "financial_exposure_usd": 4742123.85, "recoverable_pct": 0.753 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108540", "label": "benign", "label_confidence": 0.576, "severity": "medium", "timestamp": "2026-01-06T22:20:00Z", "trace_id": "97bc6a29-6ab7-5190-b1d0-7e828d42b490" }
{ "account_age_days": 1035, "account_id": "ACCT-DAE6BF094E79", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.51 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 920, "timestamp": "2026-01-06T22:20:00Z", "transaction_amount_usd": 1955.89 }, { "asset": "BTC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.506, "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": 1358.66, "financial_exposure_usd": 2976.83, "recoverable_pct": 0.67 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100083", "label": "fraudulent", "label_confidence": 0.904, "severity": "high", "timestamp": "2026-01-01T01:23:00Z", "trace_id": "e0864418-7f3e-f59b-1638-613769f35b2d" }
{ "account_age_days": 1965, "account_id": "ACCT-460D113D2851", "baseline_risk_score": 0.559, "kyc_tier": "tier_3", "session_entropy": 0.197 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 309, "timestamp": "2026-01-01T01:23:00Z", "transaction_amount_usd": 99620.17 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.658, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 638811.75, "financial_exposure_usd": 880491.5, "recoverable_pct": 0.467 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100907", "label": "fraudulent", "label_confidence": 0.756, "severity": "low", "timestamp": "2026-01-01T15:07:00Z", "trace_id": "3276df06-337b-9b20-87a9-4f0fcffd6588" }
{ "account_age_days": 1586, "account_id": "ACCT-B3460B86B05D", "baseline_risk_score": 0.314, "kyc_tier": "tier_1", "session_entropy": 0.466 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 282, "timestamp": "2026-01-01T04:14:00Z", "transaction_amount_usd": 17.8 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.657, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 8", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 300531.14, "financial_exposure_usd": 547472.98, "recoverable_pct": 0.272 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105150", "label": "fraudulent", "label_confidence": 0.705, "severity": "high", "timestamp": "2026-01-04T13:50:00Z", "trace_id": "82808a24-6986-5941-b6c2-194ec8b54c96" }
{ "account_age_days": 148, "account_id": "ACCT-26AAA9D80CC0", "baseline_risk_score": 0.087, "kyc_tier": "tier_3", "session_entropy": 0.691 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 235, "timestamp": "2026-01-04T07:06:00Z", "transaction_amount_usd": 12.29 }, { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.5, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, 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 po...
{ "customer_funds_at_risk_usd": 5386235.46, "financial_exposure_usd": 5497535.38, "recoverable_pct": 0.812 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103867", "label": "fraudulent", "label_confidence": 0.829, "severity": "high", "timestamp": "2026-01-03T16:27:00Z", "trace_id": "602ff1c8-e1f6-6a5c-1d19-d1e4002877c3" }
{ "account_age_days": 1256, "account_id": "ACCT-01247A1E7E3F", "baseline_risk_score": 0.393, "kyc_tier": "tier_1", "session_entropy": 0.449 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 783, "timestamp": "2026-01-03T16:27:00Z", "transaction_amount_usd": 2340520.97 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.552, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 4218201.78, "financial_exposure_usd": 6062851.96, "recoverable_pct": 0.877 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101044", "label": "fraudulent", "label_confidence": 0.756, "severity": "critical", "timestamp": "2026-01-01T17:24:00Z", "trace_id": "1e892458-49c6-8405-fb5e-dae9b83340a6" }
{ "account_age_days": 322, "account_id": "ACCT-9FC063B5EDA2", "baseline_risk_score": 0.595, "kyc_tier": "tier_2", "session_entropy": 0.689 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CA", "latency_ms": 748, "timestamp": "2026-01-01T17:24:00Z", "transaction_amount_usd": 50032.29 }, { "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": 0.551, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 381676.69, "financial_exposure_usd": 388768.37, "recoverable_pct": 0.63 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106881", "label": "benign", "label_confidence": 0.646, "severity": "low", "timestamp": "2026-01-05T18:41:00Z", "trace_id": "50da4752-59dc-597a-1af9-29d274bb9048" }
{ "account_age_days": 1966, "account_id": "ACCT-29C230BBB1FD", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.52 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 369, "timestamp": "2026-01-05T07:43:00Z", "transaction_amount_usd": 10.37 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.542, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1654.67, "financial_exposure_usd": 1790.19, "recoverable_pct": 0.535 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107823", "label": "benign", "label_confidence": 0.532, "severity": "medium", "timestamp": "2026-01-06T10:23:00Z", "trace_id": "a43de444-17f5-2fb4-415d-024e42327637" }
{ "account_age_days": 739, "account_id": "ACCT-BA60458415E0", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.811 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 113, "timestamp": "2026-01-06T00:28:00Z", "transaction_amount_usd": 20.83 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.766, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 582.87, "financial_exposure_usd": 921.64, "recoverable_pct": 0.628 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103584", "label": "fraudulent", "label_confidence": 0.79, "severity": "low", "timestamp": "2026-01-03T11:44:00Z", "trace_id": "6a87a7fe-e0c0-ab6f-c0d8-bed6d4c0ba59" }
{ "account_age_days": 1651, "account_id": "ACCT-95FC506F1B17", "baseline_risk_score": 0.195, "kyc_tier": "tier_1", "session_entropy": 0.856 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 301, "timestamp": "2026-01-03T10:19:00Z", "transaction_amount_usd": 20.37 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "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": 0.873, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 3834369.61, "financial_exposure_usd": 4458418.78, "recoverable_pct": 0.559 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107984", "label": "benign", "label_confidence": 0.68, "severity": "medium", "timestamp": "2026-01-06T13:04:00Z", "trace_id": "dcce147f-ab5d-b5a9-e98e-14896d34bd77" }
{ "account_age_days": 643, "account_id": "ACCT-EA201C1A96A7", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.428 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 1074, "timestamp": "2026-01-06T13:04:00Z", "transaction_amount_usd": 9012.78 }, { "asset": "EUR", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.493, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 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": 493.19, "financial_exposure_usd": 1138.85, "recoverable_pct": 0.688 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100502", "label": "fraudulent", "label_confidence": 0.884, "severity": "high", "timestamp": "2026-01-01T08:22:00Z", "trace_id": "9e395822-71a5-7d0b-ae99-21dbea3dcbd2" }
{ "account_age_days": 727, "account_id": "ACCT-BE9CE5A4714F", "baseline_risk_score": 0.354, "kyc_tier": "tier_3", "session_entropy": 0.167 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 237, "timestamp": "2026-01-01T04:21:00Z", "transaction_amount_usd": 2.89 }, { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.515, "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": 824069.11, "financial_exposure_usd": 872700.67, "recoverable_pct": 0.734 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109892", "label": "benign", "label_confidence": 0.47, "severity": "low", "timestamp": "2026-01-07T20:52:00Z", "trace_id": "2d02cc77-161e-0570-e70f-fe94cdca57b7" }
{ "account_age_days": 1861, "account_id": "ACCT-FE4D244195D9", "baseline_risk_score": 0.103, "kyc_tier": "tier_2", "session_entropy": 0.836 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 1134, "timestamp": "2026-01-07T20:52:00Z", "transaction_amount_usd": 2258.39 }, { "asset": "SOL", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.462, "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": 3011.14, "financial_exposure_usd": 6363.27, "recoverable_pct": 0.961 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105112", "label": "fraudulent", "label_confidence": 0.831, "severity": "low", "timestamp": "2026-01-04T13:12:00Z", "trace_id": "e70ee066-4645-cf1a-ece4-7b1381643c5c" }
{ "account_age_days": 276, "account_id": "ACCT-3BBE1FBBAF4D", "baseline_risk_score": 0.14, "kyc_tier": "tier_2", "session_entropy": 0.694 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 159, "timestamp": "2026-01-04T13:12:00Z", "transaction_amount_usd": 733122.6 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.788, "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": 1061152.95, "financial_exposure_usd": 1746070.79, "recoverable_pct": 0.944 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107474", "label": "benign", "label_confidence": 0.567, "severity": "medium", "timestamp": "2026-01-06T04:34:00Z", "trace_id": "b6c4155c-3d27-fe29-0688-52b5eff8ab04" }
{ "account_age_days": 495, "account_id": "ACCT-719992D60E37", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.349 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 544, "timestamp": "2026-01-06T04:34:00Z", "transaction_amount_usd": 14216.82 }, { "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": 0.512, "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": 4459.08, "financial_exposure_usd": 6179.85, "recoverable_pct": 0.816 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105601", "label": "fraudulent", "label_confidence": 0.929, "severity": "medium", "timestamp": "2026-01-04T21:21:00Z", "trace_id": "4778784b-5fb7-4a94-1c46-ced6c8b7ea15" }
{ "account_age_days": 826, "account_id": "ACCT-4A3FD4517B62", "baseline_risk_score": 0.155, "kyc_tier": "tier_1", "session_entropy": 0.668 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 376, "timestamp": "2026-01-04T21:21:00Z", "transaction_amount_usd": 2862641.79 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.539, "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": 6671265.73, "financial_exposure_usd": 8565437.85, "recoverable_pct": 0.885 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102083", "label": "fraudulent", "label_confidence": 0.761, "severity": "high", "timestamp": "2026-01-02T10:43:00Z", "trace_id": "74e1e9ac-e1ba-2c58-fdd7-a806daeb5412" }
{ "account_age_days": 526, "account_id": "ACCT-36D9A61C0976", "baseline_risk_score": 0.389, "kyc_tier": "tier_2", "session_entropy": 0.264 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "LU", "latency_ms": 1113, "timestamp": "2026-01-02T10:43:00Z", "transaction_amount_usd": 4475.02 }, { "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": 0.813, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 527275.01, "financial_exposure_usd": 798534.06, "recoverable_pct": 0.84 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103869", "label": "fraudulent", "label_confidence": 0.687, "severity": "medium", "timestamp": "2026-01-03T16:29:00Z", "trace_id": "6f63677d-f2f9-d76b-0d5d-ac2f3b702e02" }
{ "account_age_days": 106, "account_id": "ACCT-BC36A7CB592B", "baseline_risk_score": 0.067, "kyc_tier": "tier_2", "session_entropy": 0.601 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 358, "timestamp": "2026-01-03T16:29:00Z", "transaction_amount_usd": 1115057.43 }, { "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": 0.731, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 1524919.86, "financial_exposure_usd": 3095900.4, "recoverable_pct": 0.523 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103853", "label": "fraudulent", "label_confidence": 0.939, "severity": "medium", "timestamp": "2026-01-03T16:13:00Z", "trace_id": "b6b2774d-048a-4c57-dd9d-ab348a79cf85" }
{ "account_age_days": 235, "account_id": "ACCT-9ABFC3F0633A", "baseline_risk_score": 0.372, "kyc_tier": "tier_1", "session_entropy": 0.645 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 309, "timestamp": "2026-01-03T14:36:00Z", "transaction_amount_usd": 13.76 }, { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTE...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.896, "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": 1897949.44, "financial_exposure_usd": 3044720.68, "recoverable_pct": 0.552 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109487", "label": "benign", "label_confidence": 0.46, "severity": "low", "timestamp": "2026-01-07T14:07:00Z", "trace_id": "21c9175e-dc25-46a9-4ba6-aba1cc57ea51" }
{ "account_age_days": 1225, "account_id": "ACCT-D11BC6610ABA", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.699 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 207, "timestamp": "2026-01-07T03:51:00Z", "transaction_amount_usd": 1.25 }, { "asset": "SOL", "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": 0.677, "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": 1690.75, "financial_exposure_usd": 1835.81, "recoverable_pct": 0.7 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109966", "label": "benign", "label_confidence": 0.538, "severity": "low", "timestamp": "2026-01-07T22:06:00Z", "trace_id": "0cab4dcb-9f46-ad2d-e850-94f58b7dc115" }
{ "account_age_days": 1355, "account_id": "ACCT-D6F92DD652C1", "baseline_risk_score": 0.083, "kyc_tier": "tier_3", "session_entropy": 0.34 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 237, "timestamp": "2026-01-07T22:06:00Z", "transaction_amount_usd": 13388.66 }, { "asset": "USDT", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.79, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "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": 4002.2, "financial_exposure_usd": 4072.74, "recoverable_pct": 0.695 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100245", "label": "fraudulent", "label_confidence": 0.818, "severity": "medium", "timestamp": "2026-01-01T04:05:00Z", "trace_id": "0144fe67-8df5-b9a0-e577-e1b64dd35982" }
{ "account_age_days": 1625, "account_id": "ACCT-4F418193E328", "baseline_risk_score": 0.476, "kyc_tier": "tier_1", "session_entropy": 0.584 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 1162, "timestamp": "2026-01-01T04:05:00Z", "transaction_amount_usd": 93739.07 }, { "asset": "SOL", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.884, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 253330.98, "financial_exposure_usd": 495781.77, "recoverable_pct": 0.663 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108696", "label": "benign", "label_confidence": 0.568, "severity": "high", "timestamp": "2026-01-07T00:56:00Z", "trace_id": "bb45940b-3317-1a31-c0af-cba8ec7710c8" }
{ "account_age_days": 1236, "account_id": "ACCT-EFC3499D1477", "baseline_risk_score": 0.072, "kyc_tier": "tier_3", "session_entropy": 0.623 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 587, "timestamp": "2026-01-07T00:56:00Z", "transaction_amount_usd": 13149.97 }, { "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": 0.49, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 3", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 3376.41, "financial_exposure_usd": 3787.38, "recoverable_pct": 0.61 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105298", "label": "fraudulent", "label_confidence": 0.63, "severity": "critical", "timestamp": "2026-01-04T16:18:00Z", "trace_id": "e85fe8eb-d24d-c433-d0b4-3271c1a8be05" }
{ "account_age_days": 1082, "account_id": "ACCT-EBF702A2AB11", "baseline_risk_score": 0.285, "kyc_tier": "tier_3", "session_entropy": 0.69 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 387, "timestamp": "2026-01-04T04:10:00Z", "transaction_amount_usd": 24.77 }, { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTE...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.504, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2982680.28, "financial_exposure_usd": 4190844.91, "recoverable_pct": 0.92 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107502", "label": "benign", "label_confidence": 0.498, "severity": "low", "timestamp": "2026-01-06T05:02:00Z", "trace_id": "6a0bcea8-0074-213b-01be-6441043ea1fd" }
{ "account_age_days": 1221, "account_id": "ACCT-56DEA551E818", "baseline_risk_score": 0.115, "kyc_tier": "tier_2", "session_entropy": 0.304 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 1061, "timestamp": "2026-01-06T05:02:00Z", "transaction_amount_usd": 13864.93 }, { "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": 0.616, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 2649.89, "financial_exposure_usd": 3158.63, "recoverable_pct": 0.511 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106135", "label": "fraudulent", "label_confidence": 0.725, "severity": "medium", "timestamp": "2026-01-05T06:15:00Z", "trace_id": "ba52dd75-cbd3-9254-3e2d-6b41663f318d" }
{ "account_age_days": 844, "account_id": "ACCT-24170E659BB6", "baseline_risk_score": 0.226, "kyc_tier": "tier_1", "session_entropy": 0.742 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 416, "timestamp": "2026-01-05T06:15:00Z", "transaction_amount_usd": 2985107.83 }, { "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": 0.538, "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": 1540036.65, "financial_exposure_usd": 2922204.86, "recoverable_pct": 0.439 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103629", "label": "fraudulent", "label_confidence": 0.6, "severity": "low", "timestamp": "2026-01-03T12:29:00Z", "trace_id": "a9a7fc56-ae96-117b-ac3b-05cc77d36996" }
{ "account_age_days": 1619, "account_id": "ACCT-232FBCED556C", "baseline_risk_score": 0.233, "kyc_tier": "tier_1", "session_entropy": 0.637 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 1184, "timestamp": "2026-01-03T12:29:00Z", "transaction_amount_usd": 1226204.67 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.618, "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": 5120374.58, "financial_exposure_usd": 7078289.52, "recoverable_pct": 0.496 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100972", "label": "fraudulent", "label_confidence": 0.846, "severity": "high", "timestamp": "2026-01-01T16:12:00Z", "trace_id": "f3829aea-a8b3-a9b7-7c69-085173b07ee7" }
{ "account_age_days": 1600, "account_id": "ACCT-1B4F6ACCF28A", "baseline_risk_score": 0.454, "kyc_tier": "tier_1", "session_entropy": 0.332 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 445, "timestamp": "2026-01-01T16:12:00Z", "transaction_amount_usd": 4825.99 }, { "asset": "SOL", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.673, "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": 906397.35, "financial_exposure_usd": 971979.26, "recoverable_pct": 0.819 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104853", "label": "fraudulent", "label_confidence": 0.669, "severity": "high", "timestamp": "2026-01-04T08:53:00Z", "trace_id": "67149aa7-e073-2e5b-ae5c-625e4e967c19" }
{ "account_age_days": 1567, "account_id": "ACCT-B0159B2164D6", "baseline_risk_score": 0.081, "kyc_tier": "tier_1", "session_entropy": 0.574 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 1111, "timestamp": "2026-01-04T08:53:00Z", "transaction_amount_usd": 2143161.92 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BO...
{ "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": 0.481, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 6666786.45, "financial_exposure_usd": 7423461.01, "recoverable_pct": 0.41 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106050", "label": "fraudulent", "label_confidence": 0.724, "severity": "high", "timestamp": "2026-01-05T04:50:00Z", "trace_id": "15ab5fea-c8da-aad9-2e78-6301ead38359" }
{ "account_age_days": 1605, "account_id": "ACCT-4D8C3B03A9CF", "baseline_risk_score": 0.097, "kyc_tier": "tier_2", "session_entropy": 0.786 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 232, "timestamp": "2026-01-05T02:41:00Z", "transaction_amount_usd": 22.39 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.499, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 1432100.44, "financial_exposure_usd": 1887341.54, "recoverable_pct": 0.717 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104566", "label": "fraudulent", "label_confidence": 0.618, "severity": "critical", "timestamp": "2026-01-04T04:06:00Z", "trace_id": "9e9fe078-059c-619f-490e-9f6808ad4c27" }
{ "account_age_days": 719, "account_id": "ACCT-5A4650A7FC3E", "baseline_risk_score": 0.389, "kyc_tier": "tier_1", "session_entropy": 0.721 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 628, "timestamp": "2026-01-04T04:06:00Z", "transaction_amount_usd": 1244415.14 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BO...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.621, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 3473547.81, "financial_exposure_usd": 4742823.54, "recoverable_pct": 0.628 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109019", "label": "benign", "label_confidence": 0.571, "severity": "high", "timestamp": "2026-01-07T06:19:00Z", "trace_id": "ad2c325a-cb60-1102-38d1-943b315cae71" }
{ "account_age_days": 593, "account_id": "ACCT-F1A0580EECF3", "baseline_risk_score": 0.059, "kyc_tier": "tier_3", "session_entropy": 0.89 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 165, "timestamp": "2026-01-07T06:19:00Z", "transaction_amount_usd": 14830.07 }, { "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": 0.565, "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": 1179.66, "financial_exposure_usd": 1895.87, "recoverable_pct": 0.429 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106437", "label": "fraudulent", "label_confidence": 0.854, "severity": "high", "timestamp": "2026-01-05T11:17:00Z", "trace_id": "279b6b10-7aa3-85b4-dfd8-e2726f08782f" }
{ "account_age_days": 1949, "account_id": "ACCT-FE192A8DDF7D", "baseline_risk_score": 0.234, "kyc_tier": "tier_1", "session_entropy": 0.715 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 280, "timestamp": "2026-01-05T11:17:00Z", "transaction_amount_usd": 686179.53 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.633, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 3901563.36, "financial_exposure_usd": 6323489.78, "recoverable_pct": 0.535 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100674", "label": "fraudulent", "label_confidence": 0.783, "severity": "critical", "timestamp": "2026-01-01T11:14:00Z", "trace_id": "5393325a-0a50-7374-fd00-bfe2aab1da7e" }
{ "account_age_days": 947, "account_id": "ACCT-BD8DE7001BD0", "baseline_risk_score": 0.55, "kyc_tier": "tier_2", "session_entropy": 0.949 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "DE", "latency_ms": 623, "timestamp": "2026-01-01T11:14:00Z", "transaction_amount_usd": 38876.79 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.365, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 316413.73, "financial_exposure_usd": 571966.67, "recoverable_pct": 0.458 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104912", "label": "fraudulent", "label_confidence": 0.686, "severity": "medium", "timestamp": "2026-01-04T09:52:00Z", "trace_id": "7bf13dc4-e7be-20b3-89a0-59a4672ad5df" }
{ "account_age_days": 1939, "account_id": "ACCT-7F1609FAC4B3", "baseline_risk_score": 0.084, "kyc_tier": "tier_3", "session_entropy": 0.673 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 973, "timestamp": "2026-01-04T09:52:00Z", "transaction_amount_usd": 1404325.88 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.449, "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": 3551648.6, "financial_exposure_usd": 5602652.8, "recoverable_pct": 0.424 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108953", "label": "benign", "label_confidence": 0.699, "severity": "high", "timestamp": "2026-01-07T05:13:00Z", "trace_id": "4d73f742-f5e1-5c5d-ec88-12aeadde11fe" }
{ "account_age_days": 1450, "account_id": "ACCT-348F234C52B1", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.242 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 125, "timestamp": "2026-01-07T05:13:00Z", "transaction_amount_usd": 14302.31 }, { "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": 0.717, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 3359.87, "financial_exposure_usd": 4555.43, "recoverable_pct": 0.729 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101270", "label": "fraudulent", "label_confidence": 0.836, "severity": "medium", "timestamp": "2026-01-01T21:10:00Z", "trace_id": "92aeec42-187c-8917-d49c-d549ef58701d" }
{ "account_age_days": 274, "account_id": "ACCT-F4CC2CBFB2A1", "baseline_risk_score": 0.301, "kyc_tier": "tier_1", "session_entropy": 0.203 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 135, "timestamp": "2026-01-01T09:38:00Z", "transaction_amount_usd": 24.58 }, { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.942, "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": 769212.45, "financial_exposure_usd": 937944.98, "recoverable_pct": 0.272 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102934", "label": "fraudulent", "label_confidence": 0.972, "severity": "critical", "timestamp": "2026-01-03T00:54:00Z", "trace_id": "174f1438-c7aa-e3ac-c6ae-0c9830bba6cf" }
{ "account_age_days": 181, "account_id": "ACCT-314CB979D2F8", "baseline_risk_score": 0.523, "kyc_tier": "tier_3", "session_entropy": 0.282 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 110, "timestamp": "2026-01-03T00:54:00Z", "transaction_amount_usd": 49857.37 }, { "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": 0.756, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 433799.03, "financial_exposure_usd": 466856.45, "recoverable_pct": 0.653 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106857", "label": "benign", "label_confidence": 0.729, "severity": "low", "timestamp": "2026-01-05T18:17:00Z", "trace_id": "3e6fc87b-27a9-2071-38d7-207bff09bc01" }
{ "account_age_days": 1872, "account_id": "ACCT-4ED837A675EA", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.667 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 790, "timestamp": "2026-01-05T18:17:00Z", "transaction_amount_usd": 13098.61 }, { "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": 0.778, "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": 5004.49, "financial_exposure_usd": 5690.55, "recoverable_pct": 0.859 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104966", "label": "fraudulent", "label_confidence": 0.947, "severity": "high", "timestamp": "2026-01-04T10:46:00Z", "trace_id": "0b64d39b-98d1-c422-14f6-b9e2b5ab6257" }
{ "account_age_days": 800, "account_id": "ACCT-60B942534B04", "baseline_risk_score": 0.064, "kyc_tier": "tier_3", "session_entropy": 0.252 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 204, "timestamp": "2026-01-04T07:12:00Z", "transaction_amount_usd": 10.86 }, { "asset": "ETH", "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": 0.772, "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": 3939587.35, "financial_exposure_usd": 7401321.27, "recoverable_pct": 0.579 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100202", "label": "fraudulent", "label_confidence": 0.754, "severity": "medium", "timestamp": "2026-01-01T03:22:00Z", "trace_id": "32b2d952-c376-37d6-72a9-dfa122ae8888" }
{ "account_age_days": 1895, "account_id": "ACCT-E67B6AD334BE", "baseline_risk_score": 0.506, "kyc_tier": "tier_2", "session_entropy": 0.686 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 1086, "timestamp": "2026-01-01T03:22:00Z", "transaction_amount_usd": 51445.14 }, { "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": 0.893, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 1078805.47, "financial_exposure_usd": 1088997.2, "recoverable_pct": 0.839 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104876", "label": "fraudulent", "label_confidence": 0.887, "severity": "low", "timestamp": "2026-01-04T09:16:00Z", "trace_id": "edcef50b-5166-0ff9-ee48-290c95151edd" }
{ "account_age_days": 1248, "account_id": "ACCT-3E40189B7547", "baseline_risk_score": 0.21, "kyc_tier": "tier_2", "session_entropy": 0.497 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 742, "timestamp": "2026-01-04T09:16:00Z", "transaction_amount_usd": 2284743.08 }, { "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": 0.757, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 3120217.25, "financial_exposure_usd": 3138449.97, "recoverable_pct": 0.489 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100750", "label": "fraudulent", "label_confidence": 0.957, "severity": "critical", "timestamp": "2026-01-01T12:30:00Z", "trace_id": "d9d0033a-9f17-eeb8-1934-850ae8fff869" }
{ "account_age_days": 1498, "account_id": "ACCT-E4417BDE8B45", "baseline_risk_score": 0.348, "kyc_tier": "tier_2", "session_entropy": 0.361 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 132, "timestamp": "2026-01-01T07:23:00Z", "transaction_amount_usd": 5.71 }, { "asset": "USD", "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": 0.39, "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 HAVING...
{ "customer_funds_at_risk_usd": 275244.72, "financial_exposure_usd": 524969.7, "recoverable_pct": 0.247 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104852", "label": "fraudulent", "label_confidence": 0.813, "severity": "medium", "timestamp": "2026-01-04T08:52:00Z", "trace_id": "81de33a4-50f4-3688-e58a-b1f1f3e78a1c" }
{ "account_age_days": 1229, "account_id": "ACCT-2FBEFBC6163F", "baseline_risk_score": 0.185, "kyc_tier": "tier_1", "session_entropy": 0.166 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 1088, "timestamp": "2026-01-04T08:52:00Z", "transaction_amount_usd": 1865864.88 }, { "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": 0.903, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 5332293.3, "financial_exposure_usd": 6351803.69, "recoverable_pct": 0.838 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108288", "label": "benign", "label_confidence": 0.711, "severity": "critical", "timestamp": "2026-01-06T18:08:00Z", "trace_id": "c1cd47ff-f0fb-089e-5f7b-ea15e8cfcb42" }
{ "account_age_days": 487, "account_id": "ACCT-CEEA50713248", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.931 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 473, "timestamp": "2026-01-06T18:08:00Z", "transaction_amount_usd": 2739.16 }, { "asset": "GBP", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.752, "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": 1175.17, "financial_exposure_usd": 1899.66, "recoverable_pct": 0.522 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106878", "label": "benign", "label_confidence": 0.713, "severity": "low", "timestamp": "2026-01-05T18:38:00Z", "trace_id": "9be53807-d091-990f-b7dd-7761924a0172" }
{ "account_age_days": 622, "account_id": "ACCT-DFB4F9DB3B62", "baseline_risk_score": 0.186, "kyc_tier": "tier_3", "session_entropy": 0.255 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 88, "timestamp": "2026-01-05T14:58:00Z", "transaction_amount_usd": 23.95 }, { "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": 0.727, "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": 3604.4, "financial_exposure_usd": 6595.31, "recoverable_pct": 0.548 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108311", "label": "benign", "label_confidence": 0.69, "severity": "low", "timestamp": "2026-01-06T18:31:00Z", "trace_id": "ea1da729-c453-40ba-fa86-60437f4d127c" }
{ "account_age_days": 1759, "account_id": "ACCT-24280E5FE5F3", "baseline_risk_score": 0.155, "kyc_tier": "tier_2", "session_entropy": 0.911 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 1113, "timestamp": "2026-01-06T18:31:00Z", "transaction_amount_usd": 9300.47 }, { "asset": "JPY", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.603, "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": 1236.9, "financial_exposure_usd": 2546.25, "recoverable_pct": 0.862 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108654", "label": "benign", "label_confidence": 0.622, "severity": "high", "timestamp": "2026-01-07T00:14:00Z", "trace_id": "563aa269-0590-6bfd-cf57-893b9eb357e9" }
{ "account_age_days": 1784, "account_id": "ACCT-A27961005F6A", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.21 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 840, "timestamp": "2026-01-07T00:14:00Z", "transaction_amount_usd": 5058.37 }, { "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": 0.683, "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": 1092.36, "financial_exposure_usd": 2699.02, "recoverable_pct": 0.804 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104774", "label": "fraudulent", "label_confidence": 0.852, "severity": "medium", "timestamp": "2026-01-04T07:34:00Z", "trace_id": "c828ec75-4d23-be83-5312-6be7562db64b" }
{ "account_age_days": 1645, "account_id": "ACCT-554EB7EFBEE0", "baseline_risk_score": 0.109, "kyc_tier": "tier_1", "session_entropy": 0.337 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 302, "timestamp": "2026-01-03T20:04:00Z", "transaction_amount_usd": 1.9 }, { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.76, "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 post...
{ "customer_funds_at_risk_usd": 2098299.53, "financial_exposure_usd": 3806414.15, "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-105547", "label": "fraudulent", "label_confidence": 0.695, "severity": "medium", "timestamp": "2026-01-04T20:27:00Z", "trace_id": "3b417c45-115e-06c2-67c8-5e16fdb41273" }
{ "account_age_days": 986, "account_id": "ACCT-6D0535724D11", "baseline_risk_score": 0.336, "kyc_tier": "tier_3", "session_entropy": 0.875 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 323, "timestamp": "2026-01-04T20:27:00Z", "transaction_amount_usd": 183185.04 }, { "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": 0.738, "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": 5563207.54, "financial_exposure_usd": 5840955.01, "recoverable_pct": 0.7 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100425", "label": "fraudulent", "label_confidence": 0.783, "severity": "critical", "timestamp": "2026-01-01T07:05:00Z", "trace_id": "1b41a626-d1fd-6684-586c-8656cd043537" }
{ "account_age_days": 1926, "account_id": "ACCT-85E9394EC37A", "baseline_risk_score": 0.57, "kyc_tier": "tier_3", "session_entropy": 0.432 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 714, "timestamp": "2026-01-01T07:05:00Z", "transaction_amount_usd": 9392.07 }, { "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": 0.403, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 439798.82, "financial_exposure_usd": 547468.67, "recoverable_pct": 0.813 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107166", "label": "benign", "label_confidence": 0.597, "severity": "medium", "timestamp": "2026-01-05T23:26:00Z", "trace_id": "bc7ea63a-5eab-5c0b-b15f-58240a7aef39" }
{ "account_age_days": 1160, "account_id": "ACCT-7630695EBBA2", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.296 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 562, "timestamp": "2026-01-05T23:26:00Z", "transaction_amount_usd": 499.65 }, { "asset": "GBP", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.712, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 1078.28, "financial_exposure_usd": 1758.66, "recoverable_pct": 0.631 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106605", "label": "fraudulent", "label_confidence": 0.875, "severity": "high", "timestamp": "2026-01-05T14:05:00Z", "trace_id": "7d55effc-0e1d-2659-b244-7428ae3c02b2" }
{ "account_age_days": 673, "account_id": "ACCT-E9A4CB676A7C", "baseline_risk_score": 0.402, "kyc_tier": "tier_3", "session_entropy": 0.829 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 912, "timestamp": "2026-01-05T14:05:00Z", "transaction_amount_usd": 2243528.69 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.391, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 2812237.61, "financial_exposure_usd": 6525328.87, "recoverable_pct": 0.62 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109790", "label": "benign", "label_confidence": 0.492, "severity": "low", "timestamp": "2026-01-07T19:10:00Z", "trace_id": "ccf1b6e4-1739-7a21-9daa-1c611d9812f8" }
{ "account_age_days": 983, "account_id": "ACCT-06491DE46CB9", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.181 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 774, "timestamp": "2026-01-07T19:10:00Z", "transaction_amount_usd": 4962.28 }, { "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": 0.799, "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": 280.88, "financial_exposure_usd": 327.42, "recoverable_pct": 0.923 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109291", "label": "benign", "label_confidence": 0.497, "severity": "medium", "timestamp": "2026-01-07T10:51:00Z", "trace_id": "5b921eec-65a0-d4e9-12ca-c82775038255" }
{ "account_age_days": 809, "account_id": "ACCT-83C750B9E8DE", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.912 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 341, "timestamp": "2026-01-07T10:51:00Z", "transaction_amount_usd": 13128.48 }, { "asset": "SOL", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.794, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 679.12, "financial_exposure_usd": 1446.32, "recoverable_pct": 0.781 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105534", "label": "fraudulent", "label_confidence": 0.604, "severity": "medium", "timestamp": "2026-01-04T20:14:00Z", "trace_id": "d0a8d937-1129-daca-6604-6604713cdc17" }
{ "account_age_days": 1134, "account_id": "ACCT-B3F56952EB65", "baseline_risk_score": 0.221, "kyc_tier": "tier_2", "session_entropy": 0.847 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 917, "timestamp": "2026-01-04T20:14:00Z", "transaction_amount_usd": 1406441.33 }, { "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": 0.459, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 3402639.79, "financial_exposure_usd": 4125253.87, "recoverable_pct": 0.442 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102870", "label": "fraudulent", "label_confidence": 0.756, "severity": "high", "timestamp": "2026-01-02T23:50:00Z", "trace_id": "56ee56ee-822a-cd84-1b33-e2eb75150f7d" }
{ "account_age_days": 1362, "account_id": "ACCT-6CA0B4D71E4D", "baseline_risk_score": 0.642, "kyc_tier": "tier_1", "session_entropy": 0.922 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 986, "timestamp": "2026-01-02T23:50:00Z", "transaction_amount_usd": 6016.69 }, { "asset": "GBP", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.665, "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": 428232.84, "financial_exposure_usd": 783542.69, "recoverable_pct": 0.632 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103428", "label": "fraudulent", "label_confidence": 0.808, "severity": "critical", "timestamp": "2026-01-03T09:08:00Z", "trace_id": "8627989b-4201-48d8-0101-be945607d679" }
{ "account_age_days": 556, "account_id": "ACCT-AC90B0E60AAB", "baseline_risk_score": 0.251, "kyc_tier": "tier_1", "session_entropy": 0.286 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 352, "timestamp": "2026-01-03T01:10:00Z", "transaction_amount_usd": 25 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_...
{ "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": 0.452, "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": 6485572.33, "financial_exposure_usd": 6832573.6, "recoverable_pct": 0.634 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106864", "label": "benign", "label_confidence": 0.46, "severity": "low", "timestamp": "2026-01-05T18:24:00Z", "trace_id": "f32055e4-fb44-d998-6fc3-bc82a1727038" }
{ "account_age_days": 1470, "account_id": "ACCT-73E8DCB7FB7D", "baseline_risk_score": 0.167, "kyc_tier": "tier_2", "session_entropy": 0.637 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 166, "timestamp": "2026-01-05T14:15:00Z", "transaction_amount_usd": 6.98 }, { "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": 0.516, "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": 5670.86, "financial_exposure_usd": 8539.57, "recoverable_pct": 0.407 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102823", "label": "fraudulent", "label_confidence": 0.765, "severity": "low", "timestamp": "2026-01-02T23:03:00Z", "trace_id": "888be687-9596-fac4-8b4d-29260d9730d2" }
{ "account_age_days": 1759, "account_id": "ACCT-284C5BC00B50", "baseline_risk_score": 0.445, "kyc_tier": "tier_2", "session_entropy": 0.287 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 823, "timestamp": "2026-01-02T23:03:00Z", "transaction_amount_usd": 40445.22 }, { "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": 0.574, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 303515.94, "financial_exposure_usd": 312742.23, "recoverable_pct": 0.322 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105068", "label": "fraudulent", "label_confidence": 0.881, "severity": "medium", "timestamp": "2026-01-04T12:28:00Z", "trace_id": "98a9e69c-aedb-e9da-99c4-824d220c5600" }
{ "account_age_days": 212, "account_id": "ACCT-EA65F38D7808", "baseline_risk_score": 0.291, "kyc_tier": "tier_1", "session_entropy": 0.161 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 1027, "timestamp": "2026-01-04T12:28:00Z", "transaction_amount_usd": 1831142.85 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.661, "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": 2646641.39, "financial_exposure_usd": 2690834.96, "recoverable_pct": 0.612 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100811", "label": "fraudulent", "label_confidence": 0.936, "severity": "medium", "timestamp": "2026-01-01T13:31:00Z", "trace_id": "3bfec28e-e769-86c3-2393-cdaea664c373" }
{ "account_age_days": 626, "account_id": "ACCT-68795CA3D60B", "baseline_risk_score": 0.558, "kyc_tier": "tier_2", "session_entropy": 0.38 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "BR", "latency_ms": 279, "timestamp": "2026-01-01T13:31:00Z", "transaction_amount_usd": 115176.1 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.828, "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": 491405.58, "financial_exposure_usd": 814550.07, "recoverable_pct": 0.23 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102448", "label": "fraudulent", "label_confidence": 0.762, "severity": "critical", "timestamp": "2026-01-02T16:48:00Z", "trace_id": "d8cf5810-641d-0158-0011-6e6944f935dd" }
{ "account_age_days": 1382, "account_id": "ACCT-8E5795790368", "baseline_risk_score": 0.296, "kyc_tier": "tier_3", "session_entropy": 0.388 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 448, "timestamp": "2026-01-02T16:48:00Z", "transaction_amount_usd": 22374.83 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.367, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 210146.78, "financial_exposure_usd": 272814.32, "recoverable_pct": 0.071 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103652", "label": "fraudulent", "label_confidence": 0.917, "severity": "high", "timestamp": "2026-01-03T12:52:00Z", "trace_id": "3785eb19-7d89-a760-1785-2739c6af158e" }
{ "account_age_days": 648, "account_id": "ACCT-D2CE2B13F842", "baseline_risk_score": 0.087, "kyc_tier": "tier_2", "session_entropy": 0.144 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 190, "timestamp": "2026-01-03T12:52:00Z", "transaction_amount_usd": 2297490.64 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.616, "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": 3146818.53, "financial_exposure_usd": 7224900.54, "recoverable_pct": 0.533 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100793", "label": "fraudulent", "label_confidence": 0.757, "severity": "critical", "timestamp": "2026-01-01T13:13:00Z", "trace_id": "8d371af4-ef8c-f797-9cfe-9bab4371191e" }
{ "account_age_days": 741, "account_id": "ACCT-D59D00330554", "baseline_risk_score": 0.582, "kyc_tier": "tier_3", "session_entropy": 0.535 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 1193, "timestamp": "2026-01-01T13:13:00Z", "transaction_amount_usd": 32982.72 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.768, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 1, 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": 72971.28, "financial_exposure_usd": 122046.48, "recoverable_pct": 0.457 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106611", "label": "fraudulent", "label_confidence": 0.623, "severity": "high", "timestamp": "2026-01-05T14:11:00Z", "trace_id": "2dab075b-0364-41c5-5751-91eb234164bd" }
{ "account_age_days": 418, "account_id": "ACCT-F040650007CF", "baseline_risk_score": 0.31, "kyc_tier": "tier_3", "session_entropy": 0.786 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 115, "timestamp": "2026-01-05T14:11:00Z", "transaction_amount_usd": 1514079.27 }, { "asset": "SOL", "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": 0.619, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 4641934.22, "financial_exposure_usd": 5611258.4, "recoverable_pct": 0.696 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102695", "label": "fraudulent", "label_confidence": 0.819, "severity": "high", "timestamp": "2026-01-02T20:55:00Z", "trace_id": "72e9982f-b193-afda-aa72-61e846c626cf" }
{ "account_age_days": 520, "account_id": "ACCT-0A3966328628", "baseline_risk_score": 0.306, "kyc_tier": "tier_2", "session_entropy": 0.828 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 516, "timestamp": "2026-01-02T20:55:00Z", "transaction_amount_usd": 93551.61 }, { "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": 0.364, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 1019736.14, "financial_exposure_usd": 1067693.24, "recoverable_pct": 0.49 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106954", "label": "benign", "label_confidence": 0.533, "severity": "medium", "timestamp": "2026-01-05T19:54:00Z", "trace_id": "19d9abec-b2c1-8de5-dc86-f709486d4dd5" }
{ "account_age_days": 1763, "account_id": "ACCT-0AB70654AFE4", "baseline_risk_score": 0.092, "kyc_tier": "tier_3", "session_entropy": 0.227 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 319, "timestamp": "2026-01-05T08:56:00Z", "transaction_amount_usd": 0.45 }, { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.729, "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": 3018.93, "financial_exposure_usd": 7064.19, "recoverable_pct": 0.977 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104825", "label": "fraudulent", "label_confidence": 0.943, "severity": "critical", "timestamp": "2026-01-04T08:25:00Z", "trace_id": "851e2cd6-6a87-a464-b122-e8a985fd131c" }
{ "account_age_days": 1047, "account_id": "ACCT-C75B66A94C4E", "baseline_risk_score": 0.436, "kyc_tier": "tier_3", "session_entropy": 0.476 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 647, "timestamp": "2026-01-04T08:25:00Z", "transaction_amount_usd": 1426031.65 }, { "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": 0.416, "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": 5360541.2, "financial_exposure_usd": 5951120.82, "recoverable_pct": 0.537 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109228", "label": "benign", "label_confidence": 0.611, "severity": "medium", "timestamp": "2026-01-07T09:48:00Z", "trace_id": "c8950bb7-adc5-6bda-9777-b06e970044bf" }
{ "account_age_days": 870, "account_id": "ACCT-80D7ED44905E", "baseline_risk_score": 0.102, "kyc_tier": "tier_1", "session_entropy": 0.115 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 383, "timestamp": "2026-01-07T03:31:00Z", "transaction_amount_usd": 0.54 }, { "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": 0.678, "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": 7360.16, "financial_exposure_usd": 7724.48, "recoverable_pct": 0.403 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108742", "label": "benign", "label_confidence": 0.546, "severity": "low", "timestamp": "2026-01-07T01:42:00Z", "trace_id": "fc98920b-c1f3-23d9-cbc1-1bb0e30c740a" }
{ "account_age_days": 509, "account_id": "ACCT-48F56042A95F", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.814 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 313, "timestamp": "2026-01-06T22:33:00Z", "transaction_amount_usd": 21.72 }, { "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": 0.726, "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": 2419.83, "financial_exposure_usd": 5155.81, "recoverable_pct": 0.861 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101546", "label": "fraudulent", "label_confidence": 0.783, "severity": "medium", "timestamp": "2026-01-02T01:46:00Z", "trace_id": "249b58f9-cce1-8841-fa35-0c7c2fe496df" }
{ "account_age_days": 925, "account_id": "ACCT-5E56E02085B0", "baseline_risk_score": 0.42, "kyc_tier": "tier_2", "session_entropy": 0.24 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 379, "timestamp": "2026-01-02T01:46:00Z", "transaction_amount_usd": 27250.55 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.43, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVING...
{ "customer_funds_at_risk_usd": 903324.75, "financial_exposure_usd": 1422631.2, "recoverable_pct": 0.084 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107333", "label": "benign", "label_confidence": 0.574, "severity": "medium", "timestamp": "2026-01-06T02:13:00Z", "trace_id": "5fda49af-7706-388d-0db0-0eabbd07aa5c" }
{ "account_age_days": 1548, "account_id": "ACCT-61E476FC48D1", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.565 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NG", "latency_ms": 352, "timestamp": "2026-01-05T19:14:00Z", "transaction_amount_usd": 20.39 }, { "asset": "SOL", "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": 0.707, "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": 6576.59, "financial_exposure_usd": 9647.67, "recoverable_pct": 0.404 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105004", "label": "fraudulent", "label_confidence": 0.61, "severity": "high", "timestamp": "2026-01-04T11:24:00Z", "trace_id": "fd2bd3be-c187-3851-f7b9-eba834a3ff3a" }
{ "account_age_days": 471, "account_id": "ACCT-45E8EAD9BE50", "baseline_risk_score": 0.346, "kyc_tier": "tier_2", "session_entropy": 0.3 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 181, "timestamp": "2026-01-04T08:03:00Z", "transaction_amount_usd": 22.84 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.572, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2550686.2, "financial_exposure_usd": 3370195.96, "recoverable_pct": 0.406 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107267", "label": "benign", "label_confidence": 0.696, "severity": "medium", "timestamp": "2026-01-06T01:07:00Z", "trace_id": "183b67dd-479a-0092-f818-86a65585f52d" }
{ "account_age_days": 1252, "account_id": "ACCT-A3A577AB5E30", "baseline_risk_score": 0.123, "kyc_tier": "tier_1", "session_entropy": 0.385 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 916, "timestamp": "2026-01-06T01:07:00Z", "transaction_amount_usd": 13753.33 }, { "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": 0.504, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 3", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 1077.76, "financial_exposure_usd": 1862.34, "recoverable_pct": 0.906 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105433", "label": "fraudulent", "label_confidence": 0.627, "severity": "medium", "timestamp": "2026-01-04T18:33:00Z", "trace_id": "c4033059-e3f8-ecec-6a1c-04685b38e6f3" }
{ "account_age_days": 429, "account_id": "ACCT-04A9B44C6A17", "baseline_risk_score": 0.106, "kyc_tier": "tier_1", "session_entropy": 0.463 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 216, "timestamp": "2026-01-04T18:33:00Z", "transaction_amount_usd": 2896631.77 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.682, "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": 4072154.85, "financial_exposure_usd": 4522648.59, "recoverable_pct": 0.865 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109982", "label": "benign", "label_confidence": 0.535, "severity": "medium", "timestamp": "2026-01-07T22:22:00Z", "trace_id": "8ef4c74f-92a8-7bf8-328f-e755533f5df4" }
{ "account_age_days": 172, "account_id": "ACCT-2D19335C38E7", "baseline_risk_score": 0.074, "kyc_tier": "tier_3", "session_entropy": 0.679 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 948, "timestamp": "2026-01-07T22:22:00Z", "transaction_amount_usd": 8221.81 }, { "asset": "GBP", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.799, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 3", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 2024.94, "financial_exposure_usd": 3983.59, "recoverable_pct": 0.96 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101233", "label": "fraudulent", "label_confidence": 0.812, "severity": "critical", "timestamp": "2026-01-01T20:33:00Z", "trace_id": "021d8f94-71b2-5c1d-813d-64d7b1ba9c0a" }
{ "account_age_days": 1828, "account_id": "ACCT-7E6E6F220163", "baseline_risk_score": 0.275, "kyc_tier": "tier_1", "session_entropy": 0.937 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 1200, "timestamp": "2026-01-01T20:33:00Z", "transaction_amount_usd": 40341.99 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.897, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 211646.34, "financial_exposure_usd": 399775.82, "recoverable_pct": 0.526 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106222", "label": "fraudulent", "label_confidence": 0.816, "severity": "high", "timestamp": "2026-01-05T07:42:00Z", "trace_id": "2e88cc45-7ece-5bf6-f330-8070fa4a4526" }
{ "account_age_days": 1730, "account_id": "ACCT-D9717C699B40", "baseline_risk_score": 0.097, "kyc_tier": "tier_2", "session_entropy": 0.752 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 208, "timestamp": "2026-01-05T07:42:00Z", "transaction_amount_usd": 275754.42 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.524, "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": 4217614.95, "financial_exposure_usd": 7446587.46, "recoverable_pct": 0.978 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103956", "label": "fraudulent", "label_confidence": 0.611, "severity": "critical", "timestamp": "2026-01-03T17:56:00Z", "trace_id": "ab7731b8-d668-2d24-dbe9-3f750250fa86" }
{ "account_age_days": 563, "account_id": "ACCT-4F0B7DBA8D5E", "baseline_risk_score": 0.443, "kyc_tier": "tier_3", "session_entropy": 0.485 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 119, "timestamp": "2026-01-03T17:56:00Z", "transaction_amount_usd": 207234.92 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.765, "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": 1461480.03, "financial_exposure_usd": 3409646.1, "recoverable_pct": 0.461 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103992", "label": "fraudulent", "label_confidence": 0.915, "severity": "medium", "timestamp": "2026-01-03T18:32:00Z", "trace_id": "fdee0aca-d276-a0c9-2cd0-7f447b08b7f0" }
{ "account_age_days": 1014, "account_id": "ACCT-30C8FF7A1142", "baseline_risk_score": 0.347, "kyc_tier": "tier_1", "session_entropy": 0.613 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 250, "timestamp": "2026-01-03T18:32:00Z", "transaction_amount_usd": 98615.93 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK_I...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.456, "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": 2093476.42, "financial_exposure_usd": 3456288.24, "recoverable_pct": 0.874 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107929", "label": "benign", "label_confidence": 0.734, "severity": "low", "timestamp": "2026-01-06T12:09:00Z", "trace_id": "1d63c697-0139-7abd-b709-a10e9fd8f318" }
{ "account_age_days": 1176, "account_id": "ACCT-47BCDB3D204D", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.178 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 355, "timestamp": "2026-01-06T02:49:00Z", "transaction_amount_usd": 12.72 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.596, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 2507.63, "financial_exposure_usd": 3599.76, "recoverable_pct": 0.707 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108853", "label": "benign", "label_confidence": 0.554, "severity": "low", "timestamp": "2026-01-07T03:33:00Z", "trace_id": "4d95cb04-df99-d840-1610-e58eeaf25f39" }
{ "account_age_days": 930, "account_id": "ACCT-A1ACB7C6D512", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.754 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 127, "timestamp": "2026-01-07T03:33:00Z", "transaction_amount_usd": 10413.3 }, { "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": 0.604, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 3032.98, "financial_exposure_usd": 4261.23, "recoverable_pct": 0.427 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104915", "label": "fraudulent", "label_confidence": 0.837, "severity": "low", "timestamp": "2026-01-04T09:55:00Z", "trace_id": "5a22d137-1412-96cf-ceaf-5acf8552250c" }
{ "account_age_days": 1170, "account_id": "ACCT-E0A03D96C392", "baseline_risk_score": 0.118, "kyc_tier": "tier_1", "session_entropy": 0.613 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 277, "timestamp": "2026-01-04T03:27:00Z", "transaction_amount_usd": 18.98 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.785, "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": 3144787.37, "financial_exposure_usd": 4184608.74, "recoverable_pct": 0.606 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107050", "label": "benign", "label_confidence": 0.596, "severity": "high", "timestamp": "2026-01-05T21:30:00Z", "trace_id": "e2c58ce8-8719-9c03-1ddb-94c48147a30f" }
{ "account_age_days": 1223, "account_id": "ACCT-165D8F1AAF64", "baseline_risk_score": 0.116, "kyc_tier": "tier_3", "session_entropy": 0.609 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 338, "timestamp": "2026-01-05T10:43:00Z", "transaction_amount_usd": 16.23 }, { "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": 0.693, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 4170.34, "financial_exposure_usd": 4274.92, "recoverable_pct": 0.737 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104185", "label": "fraudulent", "label_confidence": 0.618, "severity": "critical", "timestamp": "2026-01-03T21:45:00Z", "trace_id": "b9c10c23-c59d-2a46-beaf-6958ef2a3597" }
{ "account_age_days": 229, "account_id": "ACCT-86C93DA41AC0", "baseline_risk_score": 0.406, "kyc_tier": "tier_2", "session_entropy": 0.47 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 244, "timestamp": "2026-01-03T21:45:00Z", "transaction_amount_usd": 2065760.56 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.732, "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": 3619098.13, "financial_exposure_usd": 8768738.17, "recoverable_pct": 0.506 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106937", "label": "benign", "label_confidence": 0.725, "severity": "low", "timestamp": "2026-01-05T19:37:00Z", "trace_id": "efd9d61e-f88e-665f-6bbb-90b5176ddcc7" }
{ "account_age_days": 1009, "account_id": "ACCT-B185C234DA72", "baseline_risk_score": 0.152, "kyc_tier": "tier_3", "session_entropy": 0.855 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 279, "timestamp": "2026-01-05T19:37:00Z", "transaction_amount_usd": 14877.58 }, { "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": 0.476, "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": 2103.7, "financial_exposure_usd": 3078.25, "recoverable_pct": 0.409 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102470", "label": "fraudulent", "label_confidence": 0.856, "severity": "critical", "timestamp": "2026-01-02T17:10:00Z", "trace_id": "55377951-27ad-63eb-ae2c-e70e86bcbc53" }
{ "account_age_days": 690, "account_id": "ACCT-3F7DDAE63AB0", "baseline_risk_score": 0.268, "kyc_tier": "tier_1", "session_entropy": 0.753 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 560, "timestamp": "2026-01-02T17:10:00Z", "transaction_amount_usd": 45359.52 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.423, "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": 654994.46, "financial_exposure_usd": 850423.57, "recoverable_pct": 0.813 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109438", "label": "benign", "label_confidence": 0.658, "severity": "low", "timestamp": "2026-01-07T13:18:00Z", "trace_id": "7c834795-9e93-d641-9e38-74e23dd9a5eb" }
{ "account_age_days": 1050, "account_id": "ACCT-15E068E9D8F6", "baseline_risk_score": 0.069, "kyc_tier": "tier_3", "session_entropy": 0.733 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 381, "timestamp": "2026-01-07T03:56:00Z", "transaction_amount_usd": 11.13 }, { "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": 0.773, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 1293.29, "financial_exposure_usd": 1367.74, "recoverable_pct": 0.779 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108747", "label": "benign", "label_confidence": 0.707, "severity": "low", "timestamp": "2026-01-07T01:47:00Z", "trace_id": "977fd9f3-9b20-e76f-1f41-259bee55c2d5" }
{ "account_age_days": 97, "account_id": "ACCT-030C50B51620", "baseline_risk_score": 0.077, "kyc_tier": "tier_1", "session_entropy": 0.755 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 421, "timestamp": "2026-01-07T01:47:00Z", "transaction_amount_usd": 804.01 }, { "asset": "BTC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.785, "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": 668.47, "financial_exposure_usd": 1021.16, "recoverable_pct": 0.43 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107289", "label": "benign", "label_confidence": 0.689, "severity": "low", "timestamp": "2026-01-06T01:29:00Z", "trace_id": "fc4f66de-f5a5-4d1e-70b8-df01ef15f2d8" }
{ "account_age_days": 265, "account_id": "ACCT-1346E78FBB75", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.833 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 228, "timestamp": "2026-01-06T01:29:00Z", "transaction_amount_usd": 7488.19 }, { "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": 0.684, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 331.45, "financial_exposure_usd": 460.03, "recoverable_pct": 0.686 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109067", "label": "benign", "label_confidence": 0.657, "severity": "high", "timestamp": "2026-01-07T07:07:00Z", "trace_id": "33ac7bcb-6d81-c294-1d99-9e52cda22ba2" }
{ "account_age_days": 887, "account_id": "ACCT-9B778D2FD3E0", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.795 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 451, "timestamp": "2026-01-07T07:07:00Z", "transaction_amount_usd": 13197.33 }, { "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": 0.454, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 782.23, "financial_exposure_usd": 1020.57, "recoverable_pct": 0.669 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105743", "label": "fraudulent", "label_confidence": 0.796, "severity": "medium", "timestamp": "2026-01-04T23:43:00Z", "trace_id": "ffa4e926-21e5-f556-1887-7410e935bd5c" }
{ "account_age_days": 431, "account_id": "ACCT-90B210DA8FB0", "baseline_risk_score": 0.435, "kyc_tier": "tier_1", "session_entropy": 0.341 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 717, "timestamp": "2026-01-04T23:43:00Z", "transaction_amount_usd": 2426725.09 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.385, "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": 2318044.12, "financial_exposure_usd": 5692181.69, "recoverable_pct": 0.682 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105660", "label": "fraudulent", "label_confidence": 0.638, "severity": "high", "timestamp": "2026-01-04T22:20:00Z", "trace_id": "4bfcfd3b-a24e-d75b-beda-151ee9ffdb60" }
{ "account_age_days": 456, "account_id": "ACCT-D3E6F35299ED", "baseline_risk_score": 0.306, "kyc_tier": "tier_3", "session_entropy": 0.336 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 477, "timestamp": "2026-01-04T22:20:00Z", "transaction_amount_usd": 1975100.88 }, { "asset": "SOL", "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": 0.478, "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": 2040679.23, "financial_exposure_usd": 3824619.82, "recoverable_pct": 0.813 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106428", "label": "fraudulent", "label_confidence": 0.787, "severity": "high", "timestamp": "2026-01-05T11:08:00Z", "trace_id": "76a89ee3-4d40-584a-befe-2e411a276d14" }
{ "account_age_days": 604, "account_id": "ACCT-0BE465C2A3ED", "baseline_risk_score": 0.431, "kyc_tier": "tier_3", "session_entropy": 0.689 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 607, "timestamp": "2026-01-05T11:08:00Z", "transaction_amount_usd": 535762.81 }, { "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": 0.371, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 1500265.2, "financial_exposure_usd": 3048845.62, "recoverable_pct": 0.777 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109421", "label": "benign", "label_confidence": 0.672, "severity": "medium", "timestamp": "2026-01-07T13:01:00Z", "trace_id": "cee761ab-fef2-8ebd-185b-0f2c4e572c33" }
{ "account_age_days": 397, "account_id": "ACCT-BC78920E2DEB", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.624 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 324, "timestamp": "2026-01-07T13:01:00Z", "transaction_amount_usd": 11258.1 }, { "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": 0.744, "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": 611.47, "financial_exposure_usd": 749.01, "recoverable_pct": 0.929 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106134", "label": "fraudulent", "label_confidence": 0.785, "severity": "high", "timestamp": "2026-01-05T06:14:00Z", "trace_id": "3ba05e1c-5998-6bae-d772-7446202b8ee4" }
{ "account_age_days": 809, "account_id": "ACCT-4FBFEDBF34E3", "baseline_risk_score": 0.281, "kyc_tier": "tier_2", "session_entropy": 0.647 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 939, "timestamp": "2026-01-05T06:14:00Z", "transaction_amount_usd": 379120.83 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.617, "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": 1945979.9, "financial_exposure_usd": 3242800.56, "recoverable_pct": 0.612 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102193", "label": "fraudulent", "label_confidence": 0.768, "severity": "low", "timestamp": "2026-01-02T12:33:00Z", "trace_id": "d36013e2-2768-4ff5-b3ba-cf910816dd28" }
{ "account_age_days": 1633, "account_id": "ACCT-9743845FCFC4", "baseline_risk_score": 0.455, "kyc_tier": "tier_2", "session_entropy": 0.884 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 202, "timestamp": "2026-01-02T09:12:00Z", "transaction_amount_usd": 12.95 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.757, "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": 300027.22, "financial_exposure_usd": 324617.72, "recoverable_pct": 0.829 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102687", "label": "fraudulent", "label_confidence": 0.95, "severity": "medium", "timestamp": "2026-01-02T20:47:00Z", "trace_id": "fceb1ac5-a7d1-8b17-70d5-f2ef3dd1a8e4" }
{ "account_age_days": 1457, "account_id": "ACCT-7B52C82540F7", "baseline_risk_score": 0.478, "kyc_tier": "tier_3", "session_entropy": 0.82 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CA", "latency_ms": 681, "timestamp": "2026-01-02T20:47:00Z", "transaction_amount_usd": 60084.23 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.429, "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": 782184.11, "financial_exposure_usd": 794046.86, "recoverable_pct": 0.429 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104891", "label": "fraudulent", "label_confidence": 0.673, "severity": "medium", "timestamp": "2026-01-04T09:31:00Z", "trace_id": "babf8aa4-5977-3ca8-26bf-c5c31b25833f" }
{ "account_age_days": 413, "account_id": "ACCT-135957061256", "baseline_risk_score": 0.058, "kyc_tier": "tier_1", "session_entropy": 0.411 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 178, "timestamp": "2026-01-03T21:03:00Z", "transaction_amount_usd": 7.81 }, { "asset": "BTC", "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": 0.79, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND p...
{ "customer_funds_at_risk_usd": 2121758.08, "financial_exposure_usd": 2813036.54, "recoverable_pct": 0.59 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }