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-100214", "label": "fraudulent", "label_confidence": 0.968, "severity": "high", "timestamp": "2026-01-01T03:34:00Z", "trace_id": "321e2462-55a0-db97-419b-73339b8ce31b" }
{ "account_age_days": 1166, "account_id": "ACCT-71EF7E0A4DAE", "baseline_risk_score": 0.593, "kyc_tier": "tier_1", "session_entropy": 0.424 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 1128, "timestamp": "2026-01-01T03:34:00Z", "transaction_amount_usd": 47419.58 }, { "asset": "USD", "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": 0.382, "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": 1069892.34, "financial_exposure_usd": 1358656.82, "recoverable_pct": 0.825 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102910", "label": "fraudulent", "label_confidence": 0.778, "severity": "high", "timestamp": "2026-01-03T00:30:00Z", "trace_id": "7bf19b1e-e34b-c839-6abf-dd905368276d" }
{ "account_age_days": 1534, "account_id": "ACCT-47DCB23CC524", "baseline_risk_score": 0.607, "kyc_tier": "tier_1", "session_entropy": 0.636 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 910, "timestamp": "2026-01-03T00:30:00Z", "transaction_amount_usd": 29861.55 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.513, "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": 357160.2, "financial_exposure_usd": 572323.09, "recoverable_pct": 0.326 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102008", "label": "fraudulent", "label_confidence": 0.802, "severity": "critical", "timestamp": "2026-01-02T09:28:00Z", "trace_id": "5fab4fcd-1642-69ba-2757-4d61ebf4cce3" }
{ "account_age_days": 1174, "account_id": "ACCT-6BD320DABEA0", "baseline_risk_score": 0.487, "kyc_tier": "tier_2", "session_entropy": 0.517 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 385, "timestamp": "2026-01-02T09:28:00Z", "transaction_amount_usd": 81847.68 }, { "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": 0.531, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 748050.37, "financial_exposure_usd": 873426.68, "recoverable_pct": 0.68 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106025", "label": "fraudulent", "label_confidence": 0.942, "severity": "high", "timestamp": "2026-01-05T04:25:00Z", "trace_id": "f18c2543-fbd8-0969-2592-fc7a167b88b7" }
{ "account_age_days": 1498, "account_id": "ACCT-D9DBB2CDBD7A", "baseline_risk_score": 0.187, "kyc_tier": "tier_2", "session_entropy": 0.522 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 108, "timestamp": "2026-01-05T04:25:00Z", "transaction_amount_usd": 2908395.23 }, { "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": 0.707, "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": 2706204.78, "financial_exposure_usd": 5789217.31, "recoverable_pct": 0.581 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101705", "label": "fraudulent", "label_confidence": 0.937, "severity": "high", "timestamp": "2026-01-02T04:25:00Z", "trace_id": "8815174c-482c-44c8-8058-1737c9a50570" }
{ "account_age_days": 1490, "account_id": "ACCT-36079E8F5F96", "baseline_risk_score": 0.521, "kyc_tier": "tier_3", "session_entropy": 0.535 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 1168, "timestamp": "2026-01-02T04:25:00Z", "transaction_amount_usd": 116664.68 }, { "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": 0.873, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 152757.62, "financial_exposure_usd": 317607.76, "recoverable_pct": 0.351 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104568", "label": "fraudulent", "label_confidence": 0.912, "severity": "critical", "timestamp": "2026-01-04T04:08:00Z", "trace_id": "a2d49178-c0ae-9fdf-2be9-f28e444a6d94" }
{ "account_age_days": 291, "account_id": "ACCT-C10C3B217B60", "baseline_risk_score": 0.318, "kyc_tier": "tier_3", "session_entropy": 0.32 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 358, "timestamp": "2026-01-03T17:29:00Z", "transaction_amount_usd": 16.29 }, { "asset": "USD", "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": 0.376, "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": 3274096.9, "financial_exposure_usd": 4955187.07, "recoverable_pct": 0.558 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102691", "label": "fraudulent", "label_confidence": 0.845, "severity": "critical", "timestamp": "2026-01-02T20:51:00Z", "trace_id": "e7b4b41f-1b41-ee90-b7bf-4b6fc7f45b69" }
{ "account_age_days": 1312, "account_id": "ACCT-601435387992", "baseline_risk_score": 0.5, "kyc_tier": "tier_2", "session_entropy": 0.386 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NL", "latency_ms": 817, "timestamp": "2026-01-02T20:51:00Z", "transaction_amount_usd": 110692.35 }, { "asset": "USD", "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": 0.744, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 282348.05, "financial_exposure_usd": 306528.81, "recoverable_pct": 0.536 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108862", "label": "benign", "label_confidence": 0.49, "severity": "critical", "timestamp": "2026-01-07T03:42:00Z", "trace_id": "9b513786-8f7f-0dbf-bed2-180b4fd63fa7" }
{ "account_age_days": 1755, "account_id": "ACCT-8FB1184C8021", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.294 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 495, "timestamp": "2026-01-07T03:42:00Z", "transaction_amount_usd": 3793.76 }, { "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": 0.475, "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": 1931.07, "financial_exposure_usd": 4214.43, "recoverable_pct": 0.899 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104709", "label": "fraudulent", "label_confidence": 0.785, "severity": "high", "timestamp": "2026-01-04T06:29:00Z", "trace_id": "434ffcb6-3e26-447a-9513-3ed812f27923" }
{ "account_age_days": 748, "account_id": "ACCT-AEEA4AD9F359", "baseline_risk_score": 0.259, "kyc_tier": "tier_2", "session_entropy": 0.731 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 246, "timestamp": "2026-01-03T21:13:00Z", "transaction_amount_usd": 5.47 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.798, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 8", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 3958721.4, "financial_exposure_usd": 5182138.96, "recoverable_pct": 0.43 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106853", "label": "benign", "label_confidence": 0.687, "severity": "low", "timestamp": "2026-01-05T18:13:00Z", "trace_id": "7b64e506-b38d-3010-3c6c-7be68fe025bb" }
{ "account_age_days": 829, "account_id": "ACCT-68052AC69E17", "baseline_risk_score": 0.158, "kyc_tier": "tier_2", "session_entropy": 0.332 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 90, "timestamp": "2026-01-05T18:13:00Z", "transaction_amount_usd": 6358.31 }, { "asset": "GBP", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.766, "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": 2290.45, "financial_exposure_usd": 5465.24, "recoverable_pct": 0.964 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104949", "label": "fraudulent", "label_confidence": 0.849, "severity": "medium", "timestamp": "2026-01-04T10:29:00Z", "trace_id": "02513747-7633-4807-a9e4-92d043391558" }
{ "account_age_days": 1793, "account_id": "ACCT-BE7E25E1BC12", "baseline_risk_score": 0.074, "kyc_tier": "tier_3", "session_entropy": 0.472 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 346, "timestamp": "2026-01-04T10:29:00Z", "transaction_amount_usd": 1956456.22 }, { "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": 0.636, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 1473681.41, "financial_exposure_usd": 2691985.4, "recoverable_pct": 0.488 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101123", "label": "fraudulent", "label_confidence": 0.824, "severity": "low", "timestamp": "2026-01-01T18:43:00Z", "trace_id": "1d681271-308b-4dc5-e9da-216508442fc1" }
{ "account_age_days": 1279, "account_id": "ACCT-3E875B982D47", "baseline_risk_score": 0.292, "kyc_tier": "tier_1", "session_entropy": 0.211 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 315, "timestamp": "2026-01-01T18:43:00Z", "transaction_amount_usd": 108095.43 }, { "asset": "GBP", "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": 0.43, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVING...
{ "customer_funds_at_risk_usd": 586262.38, "financial_exposure_usd": 1049795.39, "recoverable_pct": 0.085 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106676", "label": "benign", "label_confidence": 0.635, "severity": "medium", "timestamp": "2026-01-05T15:16:00Z", "trace_id": "18241a38-baa9-ce85-2c5a-7799f89e79d8" }
{ "account_age_days": 926, "account_id": "ACCT-6C243485A069", "baseline_risk_score": 0.079, "kyc_tier": "tier_3", "session_entropy": 0.139 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 312, "timestamp": "2026-01-05T12:54:00Z", "transaction_amount_usd": 8.08 }, { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.741, "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": 924.99, "financial_exposure_usd": 1855.31, "recoverable_pct": 0.814 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108757", "label": "benign", "label_confidence": 0.547, "severity": "low", "timestamp": "2026-01-07T01:57:00Z", "trace_id": "ddbcdf2c-398a-09b9-eb47-5066d43a7d89" }
{ "account_age_days": 1631, "account_id": "ACCT-86204B2F17B9", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.829 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 194, "timestamp": "2026-01-07T01:57:00Z", "transaction_amount_usd": 2294.85 }, { "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": 0.556, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 2935.65, "financial_exposure_usd": 4635.7, "recoverable_pct": 0.449 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103610", "label": "fraudulent", "label_confidence": 0.855, "severity": "medium", "timestamp": "2026-01-03T12:10:00Z", "trace_id": "3044669c-2e68-d643-ae70-26f40ed53453" }
{ "account_age_days": 1571, "account_id": "ACCT-E8AC93ECD385", "baseline_risk_score": 0.438, "kyc_tier": "tier_3", "session_entropy": 0.737 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 966, "timestamp": "2026-01-03T12:10:00Z", "transaction_amount_usd": 250144.51 }, { "asset": "USDT", "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": 0.89, "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 pos...
{ "customer_funds_at_risk_usd": 4355218.59, "financial_exposure_usd": 5848071.9, "recoverable_pct": 0.471 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104052", "label": "fraudulent", "label_confidence": 0.945, "severity": "high", "timestamp": "2026-01-03T19:32:00Z", "trace_id": "f3b69560-d547-9b7a-e45d-b634777eb74d" }
{ "account_age_days": 1674, "account_id": "ACCT-39396B3D0A4E", "baseline_risk_score": 0.273, "kyc_tier": "tier_1", "session_entropy": 0.871 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 365, "timestamp": "2026-01-03T19:32:00Z", "transaction_amount_usd": 64682.99 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK_I...
{ "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": 0.847, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 4", "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": 2119301.61, "financial_exposure_usd": 3491464.14, "recoverable_pct": 0.928 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107172", "label": "benign", "label_confidence": 0.723, "severity": "low", "timestamp": "2026-01-05T23:32:00Z", "trace_id": "604b7491-4b90-34fb-fbea-a9996d79d301" }
{ "account_age_days": 773, "account_id": "ACCT-8830DB81C82C", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.523 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 230, "timestamp": "2026-01-05T23:32:00Z", "transaction_amount_usd": 2445.64 }, { "asset": "ETH", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.513, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 2846.5, "financial_exposure_usd": 4475.16, "recoverable_pct": 0.945 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105579", "label": "fraudulent", "label_confidence": 0.915, "severity": "critical", "timestamp": "2026-01-04T20:59:00Z", "trace_id": "a41a99f3-4bff-0644-59bf-adf0e0282433" }
{ "account_age_days": 789, "account_id": "ACCT-016EE54989CA", "baseline_risk_score": 0.101, "kyc_tier": "tier_2", "session_entropy": 0.439 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 269, "timestamp": "2026-01-04T19:36:00Z", "transaction_amount_usd": 7.85 }, { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED"...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.933, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 3524050.46, "financial_exposure_usd": 5149753.86, "recoverable_pct": 0.716 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104466", "label": "fraudulent", "label_confidence": 0.855, "severity": "medium", "timestamp": "2026-01-04T02:26:00Z", "trace_id": "5bfbc8a9-800e-deac-7ef9-07048860d8ab" }
{ "account_age_days": 449, "account_id": "ACCT-49880512711D", "baseline_risk_score": 0.393, "kyc_tier": "tier_2", "session_entropy": 0.105 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 291, "timestamp": "2026-01-03T18:08:00Z", "transaction_amount_usd": 16.42 }, { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTE...
{ "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": 0.93, "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 AN...
{ "customer_funds_at_risk_usd": 3077679.98, "financial_exposure_usd": 5689182.5, "recoverable_pct": 0.599 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109148", "label": "benign", "label_confidence": 0.652, "severity": "low", "timestamp": "2026-01-07T08:28:00Z", "trace_id": "f0133fb3-d057-ad46-24b6-7faf2a76cd3d" }
{ "account_age_days": 82, "account_id": "ACCT-09555A7FDC6E", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.783 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 573, "timestamp": "2026-01-07T08:28:00Z", "transaction_amount_usd": 11281.26 }, { "asset": "BTC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.578, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "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": 4802.07, "financial_exposure_usd": 4915.42, "recoverable_pct": 0.731 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105890", "label": "fraudulent", "label_confidence": 0.69, "severity": "high", "timestamp": "2026-01-05T02:10:00Z", "trace_id": "8787903d-b0a6-1e9e-8907-b02e48dc6446" }
{ "account_age_days": 378, "account_id": "ACCT-C7C4EC21DB6B", "baseline_risk_score": 0.431, "kyc_tier": "tier_2", "session_entropy": 0.322 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 676, "timestamp": "2026-01-05T02:10:00Z", "transaction_amount_usd": 371268.68 }, { "asset": "USDC", "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": 0.47, "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 pos...
{ "customer_funds_at_risk_usd": 4694686.02, "financial_exposure_usd": 5906556.34, "recoverable_pct": 0.811 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104641", "label": "fraudulent", "label_confidence": 0.656, "severity": "medium", "timestamp": "2026-01-04T05:21:00Z", "trace_id": "4f7f9fc5-891c-a50e-fc00-1ef0a2bcd36d" }
{ "account_age_days": 955, "account_id": "ACCT-9CFE5803E994", "baseline_risk_score": 0.149, "kyc_tier": "tier_2", "session_entropy": 0.666 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 128, "timestamp": "2026-01-03T21:09:00Z", "transaction_amount_usd": 13.72 }, { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.714, "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": 2650142.84, "financial_exposure_usd": 5486278.27, "recoverable_pct": 0.953 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107874", "label": "benign", "label_confidence": 0.591, "severity": "medium", "timestamp": "2026-01-06T11:14:00Z", "trace_id": "8adab21e-3d14-a05b-aeef-12b8f11b68be" }
{ "account_age_days": 103, "account_id": "ACCT-08F9C25B187C", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.763 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 375, "timestamp": "2026-01-06T11:14:00Z", "transaction_amount_usd": 1021.74 }, { "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": 0.573, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 567.63, "financial_exposure_usd": 1296.1, "recoverable_pct": 0.484 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107107", "label": "benign", "label_confidence": 0.612, "severity": "medium", "timestamp": "2026-01-05T22:27:00Z", "trace_id": "2a61abcd-6abf-4223-7f39-cf2f1c4e572c" }
{ "account_age_days": 1702, "account_id": "ACCT-36632DC52EF7", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.496 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 253, "timestamp": "2026-01-05T22:27:00Z", "transaction_amount_usd": 9339.96 }, { "asset": "ETH", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.494, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 5", "confidence_band": "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": 1581.67, "financial_exposure_usd": 2202.46, "recoverable_pct": 0.585 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107571", "label": "benign", "label_confidence": 0.571, "severity": "medium", "timestamp": "2026-01-06T06:11:00Z", "trace_id": "4d25e585-eed8-c26e-8255-821a7356cce0" }
{ "account_age_days": 490, "account_id": "ACCT-A799C80CABFF", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.167 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 197, "timestamp": "2026-01-06T03:54:00Z", "transaction_amount_usd": 1.55 }, { "asset": "GBP", "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": 0.464, "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": 3304.46, "financial_exposure_usd": 5821.09, "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-101582", "label": "fraudulent", "label_confidence": 0.844, "severity": "medium", "timestamp": "2026-01-02T02:22:00Z", "trace_id": "13d13180-9664-be4e-16cc-ac9f627e80ae" }
{ "account_age_days": 1465, "account_id": "ACCT-3F7D0217F1A8", "baseline_risk_score": 0.613, "kyc_tier": "tier_3", "session_entropy": 0.909 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 319, "timestamp": "2026-01-02T02:22:00Z", "transaction_amount_usd": 81868.92 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.925, "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": 574517.05, "financial_exposure_usd": 955068.93, "recoverable_pct": 0.547 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103820", "label": "fraudulent", "label_confidence": 0.611, "severity": "high", "timestamp": "2026-01-03T15:40:00Z", "trace_id": "851b9934-a9e1-68ab-8283-f88d660c2ec9" }
{ "account_age_days": 521, "account_id": "ACCT-A59D44A85207", "baseline_risk_score": 0.163, "kyc_tier": "tier_2", "session_entropy": 0.852 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 1069, "timestamp": "2026-01-03T15:40:00Z", "transaction_amount_usd": 2739517.02 }, { "asset": "EUR", "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": 0.705, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, 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": 1317836.87, "financial_exposure_usd": 1338269.58, "recoverable_pct": 0.486 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103798", "label": "fraudulent", "label_confidence": 0.636, "severity": "medium", "timestamp": "2026-01-03T15:18:00Z", "trace_id": "b2e66a8e-a772-a9d6-22e0-637bac7689a1" }
{ "account_age_days": 1341, "account_id": "ACCT-94A00A8F44C0", "baseline_risk_score": 0.13, "kyc_tier": "tier_3", "session_entropy": 0.616 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 171, "timestamp": "2026-01-03T15:18:00Z", "transaction_amount_usd": 2802294.57 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.365, "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": 1083158.55, "financial_exposure_usd": 2623639.16, "recoverable_pct": 0.478 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109968", "label": "benign", "label_confidence": 0.637, "severity": "medium", "timestamp": "2026-01-07T22:08:00Z", "trace_id": "5aa9453c-1dc0-a3a6-110c-86e3f08155a8" }
{ "account_age_days": 1582, "account_id": "ACCT-6A077B87FB2A", "baseline_risk_score": 0.179, "kyc_tier": "tier_2", "session_entropy": 0.248 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 1020, "timestamp": "2026-01-07T22:08:00Z", "transaction_amount_usd": 3089.74 }, { "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": 0.535, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 3591.38, "financial_exposure_usd": 4967.45, "recoverable_pct": 0.476 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109001", "label": "benign", "label_confidence": 0.474, "severity": "medium", "timestamp": "2026-01-07T06:01:00Z", "trace_id": "9636a650-c605-0c0b-0a8f-9fb4603ca2ad" }
{ "account_age_days": 1026, "account_id": "ACCT-05C71C9DA37C", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.619 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 400, "timestamp": "2026-01-06T22:34:00Z", "transaction_amount_usd": 22.32 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.729, "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": 4520.47, "financial_exposure_usd": 6722.65, "recoverable_pct": 0.471 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104239", "label": "fraudulent", "label_confidence": 0.942, "severity": "medium", "timestamp": "2026-01-03T22:39:00Z", "trace_id": "63c9bd5e-2fbe-fe2e-9657-c415c2887ec1" }
{ "account_age_days": 318, "account_id": "ACCT-C9016F891266", "baseline_risk_score": 0.147, "kyc_tier": "tier_1", "session_entropy": 0.796 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 797, "timestamp": "2026-01-03T22:39:00Z", "transaction_amount_usd": 1902772.78 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.598, "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": 3911290.41, "financial_exposure_usd": 4208183.47, "recoverable_pct": 0.794 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104238", "label": "fraudulent", "label_confidence": 0.87, "severity": "high", "timestamp": "2026-01-03T22:38:00Z", "trace_id": "572033f2-fcec-b0b8-272c-226ff5029cd5" }
{ "account_age_days": 1404, "account_id": "ACCT-13DDDECCA837", "baseline_risk_score": 0.261, "kyc_tier": "tier_3", "session_entropy": 0.896 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "PK", "latency_ms": 198, "timestamp": "2026-01-03T22:38:00Z", "transaction_amount_usd": 1102336.13 }, { "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": 0.705, "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": 2391036.26, "financial_exposure_usd": 3387881.2, "recoverable_pct": 0.875 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100841", "label": "fraudulent", "label_confidence": 0.946, "severity": "low", "timestamp": "2026-01-01T14:01:00Z", "trace_id": "7dcfeaf5-0203-c4d1-6fcc-67e292b5e051" }
{ "account_age_days": 1828, "account_id": "ACCT-B24884CFDDD8", "baseline_risk_score": 0.459, "kyc_tier": "tier_3", "session_entropy": 0.917 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 547, "timestamp": "2026-01-01T14:01:00Z", "transaction_amount_usd": 11838.98 }, { "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": 0.877, "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": 1135436.91, "financial_exposure_usd": 1155578.12, "recoverable_pct": 0.138 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103379", "label": "fraudulent", "label_confidence": 0.686, "severity": "high", "timestamp": "2026-01-03T08:19:00Z", "trace_id": "3dbc80c1-1d20-2b8a-2396-0601971fc0d2" }
{ "account_age_days": 95, "account_id": "ACCT-E6DFDC2D4313", "baseline_risk_score": 0.437, "kyc_tier": "tier_1", "session_entropy": 0.79 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 142, "timestamp": "2026-01-03T03:28:00Z", "transaction_amount_usd": 14.45 }, { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.44, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 8", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AN...
{ "customer_funds_at_risk_usd": 3631893.24, "financial_exposure_usd": 5784747.3, "recoverable_pct": 0.619 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109129", "label": "benign", "label_confidence": 0.653, "severity": "high", "timestamp": "2026-01-07T08:09:00Z", "trace_id": "db61e74d-253c-c638-20c1-c1200529fcdb" }
{ "account_age_days": 261, "account_id": "ACCT-5ACB2B54DC0A", "baseline_risk_score": 0.102, "kyc_tier": "tier_1", "session_entropy": 0.236 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 622, "timestamp": "2026-01-07T08:09:00Z", "transaction_amount_usd": 13862.27 }, { "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": 0.693, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 3", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 3128.07, "financial_exposure_usd": 4571.26, "recoverable_pct": 0.635 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106385", "label": "fraudulent", "label_confidence": 0.935, "severity": "medium", "timestamp": "2026-01-05T10:25:00Z", "trace_id": "afdc0f7f-e7c5-1e4c-7ac0-6f038349ea04" }
{ "account_age_days": 150, "account_id": "ACCT-69B666597912", "baseline_risk_score": 0.329, "kyc_tier": "tier_3", "session_entropy": 0.479 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 238, "timestamp": "2026-01-05T10:25:00Z", "transaction_amount_usd": 150586.46 }, { "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": 0.78, "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 AN...
{ "customer_funds_at_risk_usd": 2014970.89, "financial_exposure_usd": 4007643.43, "recoverable_pct": 0.955 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105868", "label": "fraudulent", "label_confidence": 0.754, "severity": "low", "timestamp": "2026-01-05T01:48:00Z", "trace_id": "73981e11-f8a7-a5ac-a49d-d30b9729c8a3" }
{ "account_age_days": 1848, "account_id": "ACCT-9EF4CBDCD8BB", "baseline_risk_score": 0.256, "kyc_tier": "tier_2", "session_entropy": 0.91 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 887, "timestamp": "2026-01-05T01:48:00Z", "transaction_amount_usd": 1606304.73 }, { "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": 0.861, "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": 1802858, "financial_exposure_usd": 2707545.68, "recoverable_pct": 0.687 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102353", "label": "fraudulent", "label_confidence": 0.755, "severity": "medium", "timestamp": "2026-01-02T15:13:00Z", "trace_id": "9389ca8e-1b03-5052-acda-a5490c2e87e9" }
{ "account_age_days": 1968, "account_id": "ACCT-60428EB44210", "baseline_risk_score": 0.358, "kyc_tier": "tier_3", "session_entropy": 0.676 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 661, "timestamp": "2026-01-02T15:13:00Z", "transaction_amount_usd": 62727.54 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.514, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 3", "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": 468585.8, "financial_exposure_usd": 472250.06, "recoverable_pct": 0.818 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108125", "label": "benign", "label_confidence": 0.61, "severity": "critical", "timestamp": "2026-01-06T15:25:00Z", "trace_id": "e4b7aca3-b55a-8401-b0e6-133f2c374b40" }
{ "account_age_days": 868, "account_id": "ACCT-6B5CF2B8A3C6", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.664 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 356, "timestamp": "2026-01-06T11:34:00Z", "transaction_amount_usd": 22.56 }, { "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": 0.619, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 2230.98, "financial_exposure_usd": 2484.44, "recoverable_pct": 0.838 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100223", "label": "fraudulent", "label_confidence": 0.803, "severity": "low", "timestamp": "2026-01-01T03:43:00Z", "trace_id": "71497c71-71b2-b47a-b661-7c506895b96f" }
{ "account_age_days": 348, "account_id": "ACCT-42862014FF41", "baseline_risk_score": 0.352, "kyc_tier": "tier_1", "session_entropy": 0.507 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 636, "timestamp": "2026-01-01T03:43:00Z", "transaction_amount_usd": 46444.82 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.737, "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": 309439.24, "financial_exposure_usd": 340964.28, "recoverable_pct": 0.832 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107417", "label": "benign", "label_confidence": 0.618, "severity": "medium", "timestamp": "2026-01-06T03:37:00Z", "trace_id": "cec2ea27-06aa-dead-f069-a2ed9b7f92e1" }
{ "account_age_days": 1363, "account_id": "ACCT-8872F71C78C3", "baseline_risk_score": 0.063, "kyc_tier": "tier_3", "session_entropy": 0.349 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 484, "timestamp": "2026-01-06T03:37:00Z", "transaction_amount_usd": 14214.35 }, { "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": 0.592, "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": 1184.78, "financial_exposure_usd": 1734.32, "recoverable_pct": 0.621 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101673", "label": "fraudulent", "label_confidence": 0.764, "severity": "high", "timestamp": "2026-01-02T03:53:00Z", "trace_id": "e966525a-4a69-becd-20d4-4d07a1cac7c7" }
{ "account_age_days": 144, "account_id": "ACCT-E4A327E0C41D", "baseline_risk_score": 0.501, "kyc_tier": "tier_3", "session_entropy": 0.606 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 310, "timestamp": "2026-01-01T18:21:00Z", "transaction_amount_usd": 23.61 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.808, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 8", "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": 580271.11, "financial_exposure_usd": 682836.01, "recoverable_pct": 0.471 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106286", "label": "fraudulent", "label_confidence": 0.944, "severity": "high", "timestamp": "2026-01-05T08:46:00Z", "trace_id": "c7db4cfa-187e-fcaf-6a1c-8ab707d5ef72" }
{ "account_age_days": 1916, "account_id": "ACCT-C0F0021A8ABA", "baseline_risk_score": 0.057, "kyc_tier": "tier_1", "session_entropy": 0.933 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 151, "timestamp": "2026-01-04T20:03:00Z", "transaction_amount_usd": 6.99 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED"...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.852, "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": 5092086.02, "financial_exposure_usd": 7356926.74, "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-102784", "label": "fraudulent", "label_confidence": 0.917, "severity": "high", "timestamp": "2026-01-02T22:24:00Z", "trace_id": "6a72abf0-0aa1-7862-e399-59eacdf8f0a0" }
{ "account_age_days": 1746, "account_id": "ACCT-47395AB88623", "baseline_risk_score": 0.565, "kyc_tier": "tier_1", "session_entropy": 0.805 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "JP", "latency_ms": 266, "timestamp": "2026-01-02T22:24:00Z", "transaction_amount_usd": 103786.83 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.38, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVING...
{ "customer_funds_at_risk_usd": 878653.24, "financial_exposure_usd": 1178285.42, "recoverable_pct": 0.004 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105449", "label": "fraudulent", "label_confidence": 0.879, "severity": "critical", "timestamp": "2026-01-04T18:49:00Z", "trace_id": "0f11134d-137c-55ca-1553-311869e07775" }
{ "account_age_days": 850, "account_id": "ACCT-315AF894FA8D", "baseline_risk_score": 0.402, "kyc_tier": "tier_1", "session_entropy": 0.114 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 100, "timestamp": "2026-01-04T18:49:00Z", "transaction_amount_usd": 474245.38 }, { "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": 0.738, "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": 1782203.29, "financial_exposure_usd": 3787111.15, "recoverable_pct": 0.9 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108605", "label": "benign", "label_confidence": 0.457, "severity": "high", "timestamp": "2026-01-06T23:25:00Z", "trace_id": "8738d0d3-825d-6842-12eb-2c1188826321" }
{ "account_age_days": 1103, "account_id": "ACCT-2FB88FD5877E", "baseline_risk_score": 0.073, "kyc_tier": "tier_3", "session_entropy": 0.542 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 473, "timestamp": "2026-01-06T23:25:00Z", "transaction_amount_usd": 3324.24 }, { "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": 0.544, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, 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": 431.6, "financial_exposure_usd": 861.17, "recoverable_pct": 0.742 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100499", "label": "fraudulent", "label_confidence": 0.934, "severity": "high", "timestamp": "2026-01-01T08:19:00Z", "trace_id": "2e550f0d-f790-d5c2-dd8e-877b1ec1e6f0" }
{ "account_age_days": 245, "account_id": "ACCT-F784E47A276D", "baseline_risk_score": 0.643, "kyc_tier": "tier_1", "session_entropy": 0.322 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 1111, "timestamp": "2026-01-01T08:19:00Z", "transaction_amount_usd": 15683.56 }, { "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": 0.8, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id H...
{ "customer_funds_at_risk_usd": 168330.27, "financial_exposure_usd": 229208.46, "recoverable_pct": 0.075 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104475", "label": "fraudulent", "label_confidence": 0.871, "severity": "low", "timestamp": "2026-01-04T02:35:00Z", "trace_id": "11208a07-fe9d-7ac1-f9ff-2a86cd398c7a" }
{ "account_age_days": 345, "account_id": "ACCT-436718B7DD9D", "baseline_risk_score": 0.206, "kyc_tier": "tier_1", "session_entropy": 0.259 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CN", "latency_ms": 194, "timestamp": "2026-01-04T02:35:00Z", "transaction_amount_usd": 2160248.73 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.911, "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": 3584407.98, "financial_exposure_usd": 5293749.32, "recoverable_pct": 0.638 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106648", "label": "fraudulent", "label_confidence": 0.925, "severity": "medium", "timestamp": "2026-01-05T14:48:00Z", "trace_id": "3dc28d8a-005b-e776-ce9f-5cae61655b14" }
{ "account_age_days": 1604, "account_id": "ACCT-36B7574431BD", "baseline_risk_score": 0.249, "kyc_tier": "tier_2", "session_entropy": 0.888 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 328, "timestamp": "2026-01-05T09:03:00Z", "transaction_amount_usd": 17.96 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.712, "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": 4476396.52, "financial_exposure_usd": 6546332, "recoverable_pct": 0.622 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109009", "label": "benign", "label_confidence": 0.602, "severity": "medium", "timestamp": "2026-01-07T06:09:00Z", "trace_id": "eba577bd-15c8-21cc-f5c6-2b1b63709982" }
{ "account_age_days": 260, "account_id": "ACCT-42093459CD7A", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.235 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 225, "timestamp": "2026-01-07T06:09:00Z", "transaction_amount_usd": 6435.31 }, { "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": 0.748, "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": 553.05, "financial_exposure_usd": 1340.54, "recoverable_pct": 0.92 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106532", "label": "fraudulent", "label_confidence": 0.694, "severity": "low", "timestamp": "2026-01-05T12:52:00Z", "trace_id": "2153cf9e-175c-738e-e9e1-8f2f98bf69ed" }
{ "account_age_days": 335, "account_id": "ACCT-57456FF35444", "baseline_risk_score": 0.316, "kyc_tier": "tier_3", "session_entropy": 0.311 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 1065, "timestamp": "2026-01-05T12:52:00Z", "transaction_amount_usd": 656469.3 }, { "asset": "USDT", "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": 0.935, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 769506.45, "financial_exposure_usd": 1206370.87, "recoverable_pct": 0.947 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106027", "label": "fraudulent", "label_confidence": 0.672, "severity": "high", "timestamp": "2026-01-05T04:27:00Z", "trace_id": "58669401-9a6d-0830-122a-f57cfe53c383" }
{ "account_age_days": 1617, "account_id": "ACCT-3472DA22CA75", "baseline_risk_score": 0.152, "kyc_tier": "tier_2", "session_entropy": 0.126 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "MY", "latency_ms": 911, "timestamp": "2026-01-05T04:27:00Z", "transaction_amount_usd": 1238002.59 }, { "asset": "SOL", "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": 0.526, "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": 1716233.57, "financial_exposure_usd": 4233149.26, "recoverable_pct": 0.721 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103393", "label": "fraudulent", "label_confidence": 0.8, "severity": "high", "timestamp": "2026-01-03T08:33:00Z", "trace_id": "1656b3eb-5a89-a3c9-d978-0878ac712885" }
{ "account_age_days": 1390, "account_id": "ACCT-21E1D1D01843", "baseline_risk_score": 0.269, "kyc_tier": "tier_3", "session_entropy": 0.459 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 123, "timestamp": "2026-01-03T00:54:00Z", "transaction_amount_usd": 21.39 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.657, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 4081264.64, "financial_exposure_usd": 5385567.37, "recoverable_pct": 0.547 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105872", "label": "fraudulent", "label_confidence": 0.613, "severity": "low", "timestamp": "2026-01-05T01:52:00Z", "trace_id": "99fff755-d1c1-c364-942c-940eab55a7e7" }
{ "account_age_days": 598, "account_id": "ACCT-AC47B8DA79A7", "baseline_risk_score": 0.372, "kyc_tier": "tier_1", "session_entropy": 0.734 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 135, "timestamp": "2026-01-05T01:52:00Z", "transaction_amount_usd": 1919420.64 }, { "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": 0.509, "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": 4738502.29, "financial_exposure_usd": 6403876.02, "recoverable_pct": 0.82 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101024", "label": "fraudulent", "label_confidence": 0.848, "severity": "high", "timestamp": "2026-01-01T17:04:00Z", "trace_id": "6761d7f0-c3d2-4f49-ba5d-db0a03375e28" }
{ "account_age_days": 1828, "account_id": "ACCT-5E1B47416ED9", "baseline_risk_score": 0.371, "kyc_tier": "tier_3", "session_entropy": 0.608 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 698, "timestamp": "2026-01-01T17:04:00Z", "transaction_amount_usd": 18581.47 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.46, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAV...
{ "customer_funds_at_risk_usd": 537066.43, "financial_exposure_usd": 785322.39, "recoverable_pct": 0.8 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102971", "label": "fraudulent", "label_confidence": 0.891, "severity": "high", "timestamp": "2026-01-03T01:31:00Z", "trace_id": "e39865e0-fc93-822c-9187-10198c64ce5d" }
{ "account_age_days": 1102, "account_id": "ACCT-ECEC65AB539C", "baseline_risk_score": 0.552, "kyc_tier": "tier_1", "session_entropy": 0.878 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 395, "timestamp": "2026-01-03T01:31:00Z", "transaction_amount_usd": 103874.47 }, { "asset": "USDT", "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": 0.472, "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": 274387.93, "financial_exposure_usd": 483819.83, "recoverable_pct": 0.822 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103397", "label": "fraudulent", "label_confidence": 0.615, "severity": "high", "timestamp": "2026-01-03T08:37:00Z", "trace_id": "7373db4a-f165-f82a-e48f-39f70e478082" }
{ "account_age_days": 1182, "account_id": "ACCT-AA067EECA67D", "baseline_risk_score": 0.347, "kyc_tier": "tier_1", "session_entropy": 0.702 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 144, "timestamp": "2026-01-03T08:37:00Z", "transaction_amount_usd": 1719983.69 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.95, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND post...
{ "customer_funds_at_risk_usd": 2712726.9, "financial_exposure_usd": 4619756.14, "recoverable_pct": 0.568 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105522", "label": "fraudulent", "label_confidence": 0.779, "severity": "medium", "timestamp": "2026-01-04T20:02:00Z", "trace_id": "e90f56fd-051a-a5af-3d6f-f68c8561d9c4" }
{ "account_age_days": 1906, "account_id": "ACCT-66B1A93EC72E", "baseline_risk_score": 0.123, "kyc_tier": "tier_3", "session_entropy": 0.356 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 965, "timestamp": "2026-01-04T20:02:00Z", "transaction_amount_usd": 2877706.86 }, { "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": 0.431, "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": 3999736.18, "financial_exposure_usd": 5284584.55, "recoverable_pct": 0.886 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104602", "label": "fraudulent", "label_confidence": 0.808, "severity": "high", "timestamp": "2026-01-04T04:42:00Z", "trace_id": "02afdc5c-e8aa-0ed0-db0e-483983bc7a3d" }
{ "account_age_days": 1436, "account_id": "ACCT-59AE4A593AE3", "baseline_risk_score": 0.391, "kyc_tier": "tier_1", "session_entropy": 0.533 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 745, "timestamp": "2026-01-04T04:42:00Z", "transaction_amount_usd": 84607.25 }, { "asset": "USD", "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": 0.799, "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": 4201339.14, "financial_exposure_usd": 5102035.55, "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-100474", "label": "fraudulent", "label_confidence": 0.819, "severity": "high", "timestamp": "2026-01-01T07:54:00Z", "trace_id": "ccec13a7-22e4-4299-16aa-995440bcc972" }
{ "account_age_days": 223, "account_id": "ACCT-1DF4D71F3031", "baseline_risk_score": 0.521, "kyc_tier": "tier_3", "session_entropy": 0.801 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 384, "timestamp": "2025-12-31T19:53:00Z", "transaction_amount_usd": 0.2 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "ge...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.871, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 6", "confidence_band": "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": 281862.03, "financial_exposure_usd": 398176.48, "recoverable_pct": 0.06 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101785", "label": "fraudulent", "label_confidence": 0.894, "severity": "high", "timestamp": "2026-01-02T05:45:00Z", "trace_id": "f2c75df0-700c-0448-e856-dad2ec40daa2" }
{ "account_age_days": 125, "account_id": "ACCT-B699E0535447", "baseline_risk_score": 0.29, "kyc_tier": "tier_2", "session_entropy": 0.879 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 1045, "timestamp": "2026-01-02T05:45:00Z", "transaction_amount_usd": 104337.46 }, { "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": 0.834, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 530199.27, "financial_exposure_usd": 833613.56, "recoverable_pct": 0.154 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103109", "label": "fraudulent", "label_confidence": 0.973, "severity": "high", "timestamp": "2026-01-03T03:49:00Z", "trace_id": "aa13f8e8-9f1e-db3f-276c-b5f1dfb53b55" }
{ "account_age_days": 57, "account_id": "ACCT-D6DC7EC2AC73", "baseline_risk_score": 0.352, "kyc_tier": "tier_2", "session_entropy": 0.305 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 312, "timestamp": "2026-01-03T03:49:00Z", "transaction_amount_usd": 103710.27 }, { "asset": "EUR", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.608, "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": 698484.85, "financial_exposure_usd": 725247.99, "recoverable_pct": 0.845 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100623", "label": "fraudulent", "label_confidence": 0.776, "severity": "high", "timestamp": "2026-01-01T10:23:00Z", "trace_id": "f1001fd6-f303-a65f-ce83-7e3c84bdb077" }
{ "account_age_days": 564, "account_id": "ACCT-3A384FA686E2", "baseline_risk_score": 0.4, "kyc_tier": "tier_1", "session_entropy": 0.936 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 651, "timestamp": "2026-01-01T10:23:00Z", "transaction_amount_usd": 12186.67 }, { "asset": "EUR", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.73, "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 HAVIN...
{ "customer_funds_at_risk_usd": 697599.41, "financial_exposure_usd": 890663.73, "recoverable_pct": 0.415 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106995", "label": "benign", "label_confidence": 0.59, "severity": "low", "timestamp": "2026-01-05T20:35:00Z", "trace_id": "a5758b32-2c2c-d9d0-c48c-f4e55505483a" }
{ "account_age_days": 1523, "account_id": "ACCT-625EFE070813", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.948 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 119, "timestamp": "2026-01-05T11:30:00Z", "transaction_amount_usd": 13.63 }, { "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": 0.453, "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": 3918.65, "financial_exposure_usd": 6446.3, "recoverable_pct": 0.872 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102388", "label": "fraudulent", "label_confidence": 0.803, "severity": "high", "timestamp": "2026-01-02T15:48:00Z", "trace_id": "ce359d32-781d-8347-143a-a3b4792400be" }
{ "account_age_days": 1445, "account_id": "ACCT-674818EB7078", "baseline_risk_score": 0.332, "kyc_tier": "tier_2", "session_entropy": 0.619 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 80, "timestamp": "2026-01-02T15:48:00Z", "transaction_amount_usd": 28931.69 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.551, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 748030.28, "financial_exposure_usd": 811486.66, "recoverable_pct": 0.805 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102645", "label": "fraudulent", "label_confidence": 0.974, "severity": "critical", "timestamp": "2026-01-02T20:05:00Z", "trace_id": "fb973250-53fd-6e70-6443-daff33dccc07" }
{ "account_age_days": 473, "account_id": "ACCT-0F32775B46C2", "baseline_risk_score": 0.473, "kyc_tier": "tier_2", "session_entropy": 0.597 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 667, "timestamp": "2026-01-02T20:05:00Z", "transaction_amount_usd": 104964.26 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.81, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVING...
{ "customer_funds_at_risk_usd": 336397.26, "financial_exposure_usd": 609676.16, "recoverable_pct": 0.662 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105647", "label": "fraudulent", "label_confidence": 0.938, "severity": "high", "timestamp": "2026-01-04T22:07:00Z", "trace_id": "9bb74d74-6ce6-d360-be1d-7c7c5b6c4415" }
{ "account_age_days": 1474, "account_id": "ACCT-CDEDDBD65A47", "baseline_risk_score": 0.373, "kyc_tier": "tier_1", "session_entropy": 0.531 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 365, "timestamp": "2026-01-04T22:07:00Z", "transaction_amount_usd": 1975317.32 }, { "asset": "SOL", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.538, "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": 3729091.89, "financial_exposure_usd": 4421569.29, "recoverable_pct": 0.501 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103559", "label": "fraudulent", "label_confidence": 0.78, "severity": "high", "timestamp": "2026-01-03T11:19:00Z", "trace_id": "c5f6d931-ac5a-c2b4-3015-4e6d18e95409" }
{ "account_age_days": 1624, "account_id": "ACCT-84D15D519FB9", "baseline_risk_score": 0.211, "kyc_tier": "tier_3", "session_entropy": 0.355 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 832, "timestamp": "2026-01-03T11:19:00Z", "transaction_amount_usd": 1362346 }, { "asset": "USD", "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": 0.364, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 1146577.38, "financial_exposure_usd": 1917728.52, "recoverable_pct": 0.511 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109685", "label": "benign", "label_confidence": 0.549, "severity": "high", "timestamp": "2026-01-07T17:25:00Z", "trace_id": "df218506-1c2b-8d11-a997-ebb60aeaeb75" }
{ "account_age_days": 1749, "account_id": "ACCT-6ACB5ECC7A84", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.125 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 890, "timestamp": "2026-01-07T17:25:00Z", "transaction_amount_usd": 2892.76 }, { "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": 0.687, "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": 1083.38, "financial_exposure_usd": 1980.57, "recoverable_pct": 0.737 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100981", "label": "fraudulent", "label_confidence": 0.977, "severity": "high", "timestamp": "2026-01-01T16:21:00Z", "trace_id": "b00be074-4dfe-a1ad-a5cd-488d9e78bc4b" }
{ "account_age_days": 1308, "account_id": "ACCT-0D26C3B62053", "baseline_risk_score": 0.302, "kyc_tier": "tier_2", "session_entropy": 0.732 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CH", "latency_ms": 1074, "timestamp": "2026-01-01T16:21:00Z", "transaction_amount_usd": 68736.38 }, { "asset": "SOL", "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": 0.56, "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": 797423.3, "financial_exposure_usd": 1033850.63, "recoverable_pct": 0.08 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105045", "label": "fraudulent", "label_confidence": 0.854, "severity": "medium", "timestamp": "2026-01-04T12:05:00Z", "trace_id": "5cd47b43-38c7-553a-daa7-9d69ebafdc69" }
{ "account_age_days": 1421, "account_id": "ACCT-72C6840FD6FD", "baseline_risk_score": 0.174, "kyc_tier": "tier_3", "session_entropy": 0.822 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 1091, "timestamp": "2026-01-04T12:05:00Z", "transaction_amount_usd": 674462.78 }, { "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": 0.866, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 3449886.8, "financial_exposure_usd": 4088986.08, "recoverable_pct": 0.568 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104281", "label": "fraudulent", "label_confidence": 0.611, "severity": "medium", "timestamp": "2026-01-03T23:21:00Z", "trace_id": "ed7daf87-d6a8-7d77-6f74-27ccb8537967" }
{ "account_age_days": 1797, "account_id": "ACCT-89C229403D0B", "baseline_risk_score": 0.327, "kyc_tier": "tier_1", "session_entropy": 0.122 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "FR", "latency_ms": 466, "timestamp": "2026-01-03T23:21:00Z", "transaction_amount_usd": 351412.22 }, { "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": 0.907, "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": 3104593.04, "financial_exposure_usd": 4396744.86, "recoverable_pct": 0.731 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107159", "label": "benign", "label_confidence": 0.624, "severity": "high", "timestamp": "2026-01-05T23:19:00Z", "trace_id": "7cb3fe28-b0e1-bd6e-8e87-bbed615d0499" }
{ "account_age_days": 1211, "account_id": "ACCT-E858003C847E", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.949 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 208, "timestamp": "2026-01-05T19:00:00Z", "transaction_amount_usd": 2.96 }, { "asset": "ETH", "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": 0.544, "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": 5010.65, "financial_exposure_usd": 5331.67, "recoverable_pct": 0.529 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108880", "label": "benign", "label_confidence": 0.464, "severity": "medium", "timestamp": "2026-01-07T04:00:00Z", "trace_id": "7f4e8005-af9c-8ace-13f1-952ed5c098ee" }
{ "account_age_days": 1012, "account_id": "ACCT-D812FF36C300", "baseline_risk_score": 0.088, "kyc_tier": "tier_1", "session_entropy": 0.273 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 565, "timestamp": "2026-01-07T04:00:00Z", "transaction_amount_usd": 5586.06 }, { "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": 0.716, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 682.27, "financial_exposure_usd": 1637.34, "recoverable_pct": 0.412 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102804", "label": "fraudulent", "label_confidence": 0.791, "severity": "medium", "timestamp": "2026-01-02T22:44:00Z", "trace_id": "ab7bcf02-5d40-0b20-5abd-96dae31a85af" }
{ "account_age_days": 211, "account_id": "ACCT-F387589EC67F", "baseline_risk_score": 0.454, "kyc_tier": "tier_1", "session_entropy": 0.218 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 581, "timestamp": "2026-01-02T22:44:00Z", "transaction_amount_usd": 6021.65 }, { "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": 0.532, "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": 464391.37, "financial_exposure_usd": 700938.01, "recoverable_pct": 0.783 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102091", "label": "fraudulent", "label_confidence": 0.768, "severity": "medium", "timestamp": "2026-01-02T10:51:00Z", "trace_id": "b1c55e8b-8350-e9aa-26a6-93f5db93d5d2" }
{ "account_age_days": 981, "account_id": "ACCT-49CFA4E8D852", "baseline_risk_score": 0.397, "kyc_tier": "tier_3", "session_entropy": 0.287 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 97, "timestamp": "2026-01-02T03:07:00Z", "transaction_amount_usd": 12.78 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.564, "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": 493224.9, "financial_exposure_usd": 625816.35, "recoverable_pct": 0.184 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107084", "label": "benign", "label_confidence": 0.665, "severity": "low", "timestamp": "2026-01-05T22:04:00Z", "trace_id": "c705e0a4-8c64-aac2-02d9-a81f49e89a2e" }
{ "account_age_days": 1944, "account_id": "ACCT-736C5BC0022F", "baseline_risk_score": 0.095, "kyc_tier": "tier_1", "session_entropy": 0.841 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 1141, "timestamp": "2026-01-05T22:04:00Z", "transaction_amount_usd": 4433.46 }, { "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": 0.516, "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": 1008.59, "financial_exposure_usd": 1312.86, "recoverable_pct": 0.888 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109197", "label": "benign", "label_confidence": 0.666, "severity": "low", "timestamp": "2026-01-07T09:17:00Z", "trace_id": "89a07662-38cd-1ccd-8d3e-4b6a7c5b7476" }
{ "account_age_days": 1335, "account_id": "ACCT-E3875AEB936A", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.572 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 1091, "timestamp": "2026-01-07T09:17:00Z", "transaction_amount_usd": 328.95 }, { "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": 0.784, "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": 3343.74, "financial_exposure_usd": 5888.64, "recoverable_pct": 0.53 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101455", "label": "fraudulent", "label_confidence": 0.94, "severity": "high", "timestamp": "2026-01-02T00:15:00Z", "trace_id": "343a9156-6cff-aea1-86eb-fff85e6a77a5" }
{ "account_age_days": 1987, "account_id": "ACCT-61EEC40CD955", "baseline_risk_score": 0.342, "kyc_tier": "tier_3", "session_entropy": 0.448 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 346, "timestamp": "2026-01-01T16:55:00Z", "transaction_amount_usd": 2.16 }, { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.528, "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": 377337.7, "financial_exposure_usd": 593812.98, "recoverable_pct": 0.664 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109238", "label": "benign", "label_confidence": 0.604, "severity": "high", "timestamp": "2026-01-07T09:58:00Z", "trace_id": "a57fc4b6-53e7-252d-cb24-09275b943a52" }
{ "account_age_days": 433, "account_id": "ACCT-4D3E9F4DBF4E", "baseline_risk_score": 0.058, "kyc_tier": "tier_1", "session_entropy": 0.789 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 218, "timestamp": "2026-01-07T06:59:00Z", "transaction_amount_usd": 7.43 }, { "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": 0.452, "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": 2764.79, "financial_exposure_usd": 3132.94, "recoverable_pct": 0.433 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101159", "label": "fraudulent", "label_confidence": 0.838, "severity": "critical", "timestamp": "2026-01-01T19:19:00Z", "trace_id": "fd1de5d6-653d-457d-2197-62ab8184b5a2" }
{ "account_age_days": 190, "account_id": "ACCT-2EAA6A7BD8FE", "baseline_risk_score": 0.3, "kyc_tier": "tier_3", "session_entropy": 0.474 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 358, "timestamp": "2026-01-01T19:19:00Z", "transaction_amount_usd": 36368.27 }, { "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": 0.948, "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": 343259.08, "financial_exposure_usd": 566132.53, "recoverable_pct": 0.031 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105987", "label": "fraudulent", "label_confidence": 0.651, "severity": "high", "timestamp": "2026-01-05T03:47:00Z", "trace_id": "82a00f85-96e2-769f-fa58-e5abc00e651e" }
{ "account_age_days": 1752, "account_id": "ACCT-895DFAF9F3EA", "baseline_risk_score": 0.061, "kyc_tier": "tier_2", "session_entropy": 0.251 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 317, "timestamp": "2026-01-05T03:47:00Z", "transaction_amount_usd": 1848946.87 }, { "asset": "USDC", "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": 0.42, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND post...
{ "customer_funds_at_risk_usd": 818113.09, "financial_exposure_usd": 1626800.93, "recoverable_pct": 0.519 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103678", "label": "fraudulent", "label_confidence": 0.86, "severity": "medium", "timestamp": "2026-01-03T13:18:00Z", "trace_id": "6f38fd9b-a898-9bb9-67ce-2870108ee989" }
{ "account_age_days": 472, "account_id": "ACCT-8E3857983847", "baseline_risk_score": 0.168, "kyc_tier": "tier_2", "session_entropy": 0.305 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 110, "timestamp": "2026-01-03T13:18:00Z", "transaction_amount_usd": 2808011.01 }, { "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": 0.357, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2216991.67, "financial_exposure_usd": 3383134.59, "recoverable_pct": 0.77 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102830", "label": "fraudulent", "label_confidence": 0.899, "severity": "low", "timestamp": "2026-01-02T23:10:00Z", "trace_id": "b8f22eb0-f507-c610-3c61-d2790e9516a3" }
{ "account_age_days": 531, "account_id": "ACCT-E321A5C3B824", "baseline_risk_score": 0.572, "kyc_tier": "tier_3", "session_entropy": 0.274 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 374, "timestamp": "2026-01-02T12:44:00Z", "transaction_amount_usd": 9.29 }, { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.375, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 719326.31, "financial_exposure_usd": 792346.27, "recoverable_pct": 0.205 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106579", "label": "fraudulent", "label_confidence": 0.917, "severity": "high", "timestamp": "2026-01-05T13:39:00Z", "trace_id": "af0a58c3-80eb-f38c-e535-ec764dbcc857" }
{ "account_age_days": 721, "account_id": "ACCT-A20923DA6820", "baseline_risk_score": 0.13, "kyc_tier": "tier_3", "session_entropy": 0.319 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NL", "latency_ms": 839, "timestamp": "2026-01-05T13:39:00Z", "transaction_amount_usd": 1224485.93 }, { "asset": "ETH", "burst_indicator": false, "event_name": "ORDER_BOOK...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.909, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND pos...
{ "customer_funds_at_risk_usd": 2180758.55, "financial_exposure_usd": 3128192.8, "recoverable_pct": 0.76 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104801", "label": "fraudulent", "label_confidence": 0.628, "severity": "low", "timestamp": "2026-01-04T08:01:00Z", "trace_id": "d1e00c6f-2627-ce39-cf40-deda018d06b3" }
{ "account_age_days": 1864, "account_id": "ACCT-814DD774DB68", "baseline_risk_score": 0.082, "kyc_tier": "tier_2", "session_entropy": 0.678 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 333, "timestamp": "2026-01-04T08:01:00Z", "transaction_amount_usd": 148057.92 }, { "asset": "SOL", "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": 0.604, "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": 2506943.02, "financial_exposure_usd": 3000934.52, "recoverable_pct": 0.902 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102170", "label": "fraudulent", "label_confidence": 0.776, "severity": "critical", "timestamp": "2026-01-02T12:10:00Z", "trace_id": "5068314c-38fe-9c53-30bc-ca40cc4050a2" }
{ "account_age_days": 1092, "account_id": "ACCT-522604175215", "baseline_risk_score": 0.278, "kyc_tier": "tier_1", "session_entropy": 0.861 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 783, "timestamp": "2026-01-02T12:10:00Z", "transaction_amount_usd": 75614.41 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.667, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 280596.59, "financial_exposure_usd": 494609.6, "recoverable_pct": 0.281 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100237", "label": "fraudulent", "label_confidence": 0.894, "severity": "low", "timestamp": "2026-01-01T03:57:00Z", "trace_id": "12962c6d-bd15-e59b-fef6-f9d788f47eed" }
{ "account_age_days": 324, "account_id": "ACCT-314A9ACE4677", "baseline_risk_score": 0.289, "kyc_tier": "tier_1", "session_entropy": 0.246 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 519, "timestamp": "2026-01-01T03:57:00Z", "transaction_amount_usd": 117123.31 }, { "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": 0.789, "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": 295938.04, "financial_exposure_usd": 330152.95, "recoverable_pct": 0.168 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105740", "label": "fraudulent", "label_confidence": 0.899, "severity": "high", "timestamp": "2026-01-04T23:40:00Z", "trace_id": "d392e56b-f629-ab2c-c865-28757cec0b1f" }
{ "account_age_days": 1768, "account_id": "ACCT-C3B7E6C9A38E", "baseline_risk_score": 0.35, "kyc_tier": "tier_2", "session_entropy": 0.426 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 1140, "timestamp": "2026-01-04T23:40:00Z", "transaction_amount_usd": 1565412.09 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BO...
{ "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": 0.775, "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": 3162874.85, "financial_exposure_usd": 3300900.62, "recoverable_pct": 0.628 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105115", "label": "fraudulent", "label_confidence": 0.702, "severity": "medium", "timestamp": "2026-01-04T13:15:00Z", "trace_id": "ef5fd3ff-0911-38a2-88b7-da3c86fa2d1f" }
{ "account_age_days": 762, "account_id": "ACCT-BFEC6D0892FB", "baseline_risk_score": 0.252, "kyc_tier": "tier_2", "session_entropy": 0.642 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 113, "timestamp": "2026-01-04T03:20:00Z", "transaction_amount_usd": 18.01 }, { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.714, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 1642625, "financial_exposure_usd": 3097159.72, "recoverable_pct": 0.853 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104560", "label": "fraudulent", "label_confidence": 0.934, "severity": "medium", "timestamp": "2026-01-04T04:00:00Z", "trace_id": "cd462c42-ca55-3f67-450f-23ef0c2fb765" }
{ "account_age_days": 872, "account_id": "ACCT-9DE041074E59", "baseline_risk_score": 0.249, "kyc_tier": "tier_1", "session_entropy": 0.782 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 274, "timestamp": "2026-01-04T04:00:00Z", "transaction_amount_usd": 2153046.22 }, { "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": 0.764, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 3411893.51, "financial_exposure_usd": 4767397.75, "recoverable_pct": 0.599 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104839", "label": "fraudulent", "label_confidence": 0.692, "severity": "high", "timestamp": "2026-01-04T08:39:00Z", "trace_id": "5c69af1c-2c06-1789-3bb8-4343211a483c" }
{ "account_age_days": 1102, "account_id": "ACCT-6F710430E278", "baseline_risk_score": 0.364, "kyc_tier": "tier_3", "session_entropy": 0.768 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 200, "timestamp": "2026-01-04T04:12:00Z", "transaction_amount_usd": 5.99 }, { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "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": 0.702, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 9", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 4413066.85, "financial_exposure_usd": 5474000.05, "recoverable_pct": 0.578 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103459", "label": "fraudulent", "label_confidence": 0.812, "severity": "high", "timestamp": "2026-01-03T09:39:00Z", "trace_id": "7abd0298-5c1a-bcbb-2ee8-1ccaeb7883e4" }
{ "account_age_days": 1374, "account_id": "ACCT-7FE94EBFAEC6", "baseline_risk_score": 0.42, "kyc_tier": "tier_1", "session_entropy": 0.44 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 321, "timestamp": "2026-01-02T22:15:00Z", "transaction_amount_usd": 17.36 }, { "asset": "ETH", "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": 0.437, "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": 4900939.17, "financial_exposure_usd": 10045756.39, "recoverable_pct": 0.85 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108177", "label": "benign", "label_confidence": 0.567, "severity": "low", "timestamp": "2026-01-06T16:17:00Z", "trace_id": "6b06a788-4b80-db1a-a7b1-68e51291b6d3" }
{ "account_age_days": 507, "account_id": "ACCT-2F3E15EE5EE6", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.142 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 855, "timestamp": "2026-01-06T16:17:00Z", "transaction_amount_usd": 6248.96 }, { "asset": "USDC", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.492, "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": 1763.27, "financial_exposure_usd": 2348.14, "recoverable_pct": 0.569 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104246", "label": "fraudulent", "label_confidence": 0.866, "severity": "high", "timestamp": "2026-01-03T22:46:00Z", "trace_id": "a4ad6c1d-eda6-dd5a-06ba-f85ce773bc55" }
{ "account_age_days": 1595, "account_id": "ACCT-E7ECF954F505", "baseline_risk_score": 0.076, "kyc_tier": "tier_1", "session_entropy": 0.101 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "RU", "latency_ms": 272, "timestamp": "2026-01-03T22:46:00Z", "transaction_amount_usd": 189072.65 }, { "asset": "GBP", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.382, "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": 1761526.2, "financial_exposure_usd": 2046000.27, "recoverable_pct": 0.947 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104476", "label": "fraudulent", "label_confidence": 0.851, "severity": "high", "timestamp": "2026-01-04T02:36:00Z", "trace_id": "f727c4fd-098a-65eb-fb10-a8388f611d64" }
{ "account_age_days": 1416, "account_id": "ACCT-C57BD99C491B", "baseline_risk_score": 0.417, "kyc_tier": "tier_3", "session_entropy": 0.763 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 197, "timestamp": "2026-01-04T02:36:00Z", "transaction_amount_usd": 2791510.31 }, { "asset": "EUR", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.828, "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": 3505574.87, "financial_exposure_usd": 6700249.36, "recoverable_pct": 0.596 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101725", "label": "fraudulent", "label_confidence": 0.853, "severity": "critical", "timestamp": "2026-01-02T04:45:00Z", "trace_id": "6e9f365e-eb4d-32cf-c934-07fc6f13b0fc" }
{ "account_age_days": 93, "account_id": "ACCT-C40C519763AF", "baseline_risk_score": 0.484, "kyc_tier": "tier_1", "session_entropy": 0.793 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 1074, "timestamp": "2026-01-02T04:45:00Z", "transaction_amount_usd": 118110.73 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE",...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.389, "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": 620968.45, "financial_exposure_usd": 799999.18, "recoverable_pct": 0.708 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100001", "label": "fraudulent", "label_confidence": 0.854, "severity": "medium", "timestamp": "2026-01-01T00:01:00Z", "trace_id": "a3d70628-ece6-6fa2-fd51-66e6451b4cf3" }
{ "account_age_days": 1028, "account_id": "ACCT-B83CFE0BE037", "baseline_risk_score": 0.424, "kyc_tier": "tier_1", "session_entropy": 0.324 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CA", "latency_ms": 145, "timestamp": "2026-01-01T00:01:00Z", "transaction_amount_usd": 82311.4 }, { "asset": "EUR", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.898, "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": 510319.18, "financial_exposure_usd": 563887.59, "recoverable_pct": 0.432 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104999", "label": "fraudulent", "label_confidence": 0.749, "severity": "medium", "timestamp": "2026-01-04T11:19:00Z", "trace_id": "175dbcd7-964b-37b3-31e2-e304c94a44b5" }
{ "account_age_days": 773, "account_id": "ACCT-9CF60C237D37", "baseline_risk_score": 0.294, "kyc_tier": "tier_3", "session_entropy": 0.586 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 1163, "timestamp": "2026-01-04T11:19:00Z", "transaction_amount_usd": 2798669.04 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BO...
{ "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": 0.705, "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": 4050402.96, "financial_exposure_usd": 4582232.73, "recoverable_pct": 0.462 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100164", "label": "fraudulent", "label_confidence": 0.936, "severity": "high", "timestamp": "2026-01-01T02:44:00Z", "trace_id": "090d7d2f-ceb7-803e-c3fc-ac0ed5c2c94d" }
{ "account_age_days": 1791, "account_id": "ACCT-FDAE29200BB8", "baseline_risk_score": 0.551, "kyc_tier": "tier_3", "session_entropy": 0.782 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 1060, "timestamp": "2026-01-01T02:44:00Z", "transaction_amount_usd": 114013.98 }, { "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": 0.838, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 497925.86, "financial_exposure_usd": 1147313.77, "recoverable_pct": 0.373 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }