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-104895", "label": "fraudulent", "label_confidence": 0.946, "severity": "medium", "timestamp": "2026-01-04T09:35:00Z", "trace_id": "b2425501-da89-c2e7-a45e-580efa95de56" }
{ "account_age_days": 1977, "account_id": "ACCT-A9617F71FDDA", "baseline_risk_score": 0.142, "kyc_tier": "tier_2", "session_entropy": 0.378 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 708, "timestamp": "2026-01-04T09:35:00Z", "transaction_amount_usd": 2918520.32 }, { "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": 0.718, "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": 440929.12, "financial_exposure_usd": 874967.1, "recoverable_pct": 0.479 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102672", "label": "fraudulent", "label_confidence": 0.815, "severity": "low", "timestamp": "2026-01-02T20:32:00Z", "trace_id": "c9205b1d-0ab0-a6f3-8635-9995ed7aba5f" }
{ "account_age_days": 1556, "account_id": "ACCT-73923DF00F00", "baseline_risk_score": 0.48, "kyc_tier": "tier_3", "session_entropy": 0.225 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "NG", "latency_ms": 1102, "timestamp": "2026-01-02T20:32:00Z", "transaction_amount_usd": 100622.84 }, { "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": 0.76, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, 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": 754542.63, "financial_exposure_usd": 784375.92, "recoverable_pct": 0.288 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101397", "label": "fraudulent", "label_confidence": 0.845, "severity": "critical", "timestamp": "2026-01-01T23:17:00Z", "trace_id": "56902e61-114c-9d9b-3c76-2c88d36cd7fa" }
{ "account_age_days": 530, "account_id": "ACCT-48AAA7876F0B", "baseline_risk_score": 0.263, "kyc_tier": "tier_2", "session_entropy": 0.276 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "VE", "latency_ms": 535, "timestamp": "2026-01-01T23:17:00Z", "transaction_amount_usd": 50828.56 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.914, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 793554.11, "financial_exposure_usd": 826922.85, "recoverable_pct": 0.53 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108913", "label": "benign", "label_confidence": 0.612, "severity": "high", "timestamp": "2026-01-07T04:33:00Z", "trace_id": "69c7f972-b747-de77-4335-85b27f255f69" }
{ "account_age_days": 1369, "account_id": "ACCT-5E43019632C8", "baseline_risk_score": 0.103, "kyc_tier": "tier_3", "session_entropy": 0.117 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 333, "timestamp": "2026-01-06T17:35:00Z", "transaction_amount_usd": 10.37 }, { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.617, "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": 972.55, "financial_exposure_usd": 1385.27, "recoverable_pct": 0.565 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102943", "label": "fraudulent", "label_confidence": 0.875, "severity": "low", "timestamp": "2026-01-03T01:03:00Z", "trace_id": "a0e2d132-6db1-c7e6-473c-218a74665d0f" }
{ "account_age_days": 369, "account_id": "ACCT-C69963EEC006", "baseline_risk_score": 0.328, "kyc_tier": "tier_2", "session_entropy": 0.406 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 159, "timestamp": "2026-01-02T21:39:00Z", "transaction_amount_usd": 4.31 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.712, "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": 296944.57, "financial_exposure_usd": 511789.49, "recoverable_pct": 0.597 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106354", "label": "fraudulent", "label_confidence": 0.778, "severity": "medium", "timestamp": "2026-01-05T09:54:00Z", "trace_id": "c6f3b11a-bd0d-8a2a-a701-82a4afd8d2f1" }
{ "account_age_days": 777, "account_id": "ACCT-7438BDA72885", "baseline_risk_score": 0.11, "kyc_tier": "tier_2", "session_entropy": 0.686 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 309, "timestamp": "2026-01-05T09:54:00Z", "transaction_amount_usd": 664600.94 }, { "asset": "JPY", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.588, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND ...
{ "customer_funds_at_risk_usd": 3174449.11, "financial_exposure_usd": 7280905.37, "recoverable_pct": 0.701 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104366", "label": "fraudulent", "label_confidence": 0.94, "severity": "medium", "timestamp": "2026-01-04T00:46:00Z", "trace_id": "93cc00dd-d0b5-b39d-0584-891c13519b79" }
{ "account_age_days": 1676, "account_id": "ACCT-114885F004C1", "baseline_risk_score": 0.366, "kyc_tier": "tier_3", "session_entropy": 0.349 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 1047, "timestamp": "2026-01-04T00:46:00Z", "transaction_amount_usd": 2702744.04 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BO...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.494, "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": 2249314.44, "financial_exposure_usd": 2765274.76, "recoverable_pct": 0.548 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100660", "label": "fraudulent", "label_confidence": 0.767, "severity": "high", "timestamp": "2026-01-01T11:00:00Z", "trace_id": "553c31f0-d07a-c812-7cf5-e30741e1431f" }
{ "account_age_days": 56, "account_id": "ACCT-9488F45BCEA1", "baseline_risk_score": 0.455, "kyc_tier": "tier_2", "session_entropy": 0.783 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "SG", "latency_ms": 522, "timestamp": "2026-01-01T11:00:00Z", "transaction_amount_usd": 2406.66 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.706, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 889863.88, "financial_exposure_usd": 1349658.28, "recoverable_pct": 0.259 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102874", "label": "fraudulent", "label_confidence": 0.907, "severity": "medium", "timestamp": "2026-01-02T23:54:00Z", "trace_id": "24365093-d41b-4223-c89e-d57ffc886af9" }
{ "account_age_days": 35, "account_id": "ACCT-7F7986488D50", "baseline_risk_score": 0.609, "kyc_tier": "tier_2", "session_entropy": 0.708 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 552, "timestamp": "2026-01-02T23:54:00Z", "transaction_amount_usd": 70127.34 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.436, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 701707.23, "financial_exposure_usd": 811038.55, "recoverable_pct": 0.823 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105928", "label": "fraudulent", "label_confidence": 0.674, "severity": "medium", "timestamp": "2026-01-05T02:48:00Z", "trace_id": "c00bdfe0-94d2-0f19-7517-a6af18650996" }
{ "account_age_days": 527, "account_id": "ACCT-26536DEA0F63", "baseline_risk_score": 0.288, "kyc_tier": "tier_3", "session_entropy": 0.346 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 129, "timestamp": "2026-01-05T02:48:00Z", "transaction_amount_usd": 361180.1 }, { "asset": "USD", "burst_indicator": false, "event_name": "ORDER_BOOK_I...
{ "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": 0.871, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 4887593.48, "financial_exposure_usd": 6224382.68, "recoverable_pct": 0.944 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108639", "label": "benign", "label_confidence": 0.622, "severity": "medium", "timestamp": "2026-01-06T23:59:00Z", "trace_id": "6fea31ff-1853-0c8d-49a1-100b1f007da9" }
{ "account_age_days": 1234, "account_id": "ACCT-06DD6A2B2F61", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.257 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 389, "timestamp": "2026-01-06T23:59:00Z", "transaction_amount_usd": 258.41 }, { "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": 0.644, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND p...
{ "customer_funds_at_risk_usd": 3790, "financial_exposure_usd": 8319.83, "recoverable_pct": 0.621 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101198", "label": "fraudulent", "label_confidence": 0.865, "severity": "critical", "timestamp": "2026-01-01T19:58:00Z", "trace_id": "316f2adf-d1e4-ff59-bc5f-0ebc14afeca0" }
{ "account_age_days": 1949, "account_id": "ACCT-0C181B1B2C8D", "baseline_risk_score": 0.626, "kyc_tier": "tier_2", "session_entropy": 0.615 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "CN", "latency_ms": 950, "timestamp": "2026-01-01T19:58:00Z", "transaction_amount_usd": 34571.36 }, { "asset": "USDT", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.651, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 620171.91, "financial_exposure_usd": 910407.1, "recoverable_pct": 0.426 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102589", "label": "fraudulent", "label_confidence": 0.913, "severity": "critical", "timestamp": "2026-01-02T19:09:00Z", "trace_id": "656c0aff-39fa-37dd-04be-b3fb55afe0d1" }
{ "account_age_days": 131, "account_id": "ACCT-56096CFE80D1", "baseline_risk_score": 0.569, "kyc_tier": "tier_3", "session_entropy": 0.576 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 104, "timestamp": "2026-01-02T16:48:00Z", "transaction_amount_usd": 23.99 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.607, "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": 1006711.33, "financial_exposure_usd": 1376722.54, "recoverable_pct": 0.796 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105056", "label": "fraudulent", "label_confidence": 0.826, "severity": "medium", "timestamp": "2026-01-04T12:16:00Z", "trace_id": "c3b94926-5480-616d-6d1f-7c47757321b7" }
{ "account_age_days": 673, "account_id": "ACCT-94E36FFF2332", "baseline_risk_score": 0.089, "kyc_tier": "tier_3", "session_entropy": 0.157 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 353, "timestamp": "2026-01-04T04:55:00Z", "transaction_amount_usd": 19.59 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.78, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, 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 AN...
{ "customer_funds_at_risk_usd": 2322384.66, "financial_exposure_usd": 3372489.38, "recoverable_pct": 0.611 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101818", "label": "fraudulent", "label_confidence": 0.844, "severity": "critical", "timestamp": "2026-01-02T06:18:00Z", "trace_id": "7432fd63-b89a-9ce1-15e7-02633e1a4c94" }
{ "account_age_days": 1851, "account_id": "ACCT-856DB056E32A", "baseline_risk_score": 0.291, "kyc_tier": "tier_3", "session_entropy": 0.25 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 97, "timestamp": "2026-01-01T23:56:00Z", "transaction_amount_usd": 0.3 }, { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.519, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 333142.53, "financial_exposure_usd": 799846.6, "recoverable_pct": 0.83 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109783", "label": "benign", "label_confidence": 0.631, "severity": "high", "timestamp": "2026-01-07T19:03:00Z", "trace_id": "a4ea023c-32d5-09cd-153f-71a19023a483" }
{ "account_age_days": 577, "account_id": "ACCT-9C289F726D5C", "baseline_risk_score": 0.077, "kyc_tier": "tier_3", "session_entropy": 0.219 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 895, "timestamp": "2026-01-07T19:03:00Z", "transaction_amount_usd": 445.27 }, { "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": 0.65, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1072.07, "financial_exposure_usd": 2299.6, "recoverable_pct": 0.517 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104382", "label": "fraudulent", "label_confidence": 0.769, "severity": "high", "timestamp": "2026-01-04T01:02:00Z", "trace_id": "b1525d81-93e4-16c1-b9d1-f7817016919e" }
{ "account_age_days": 1291, "account_id": "ACCT-0E553CED5D72", "baseline_risk_score": 0.393, "kyc_tier": "tier_3", "session_entropy": 0.414 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "US", "latency_ms": 1005, "timestamp": "2026-01-04T01:02:00Z", "transaction_amount_usd": 1295300.15 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.659, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, 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": 3969376.4, "financial_exposure_usd": 5241825.07, "recoverable_pct": 0.818 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104342", "label": "fraudulent", "label_confidence": 0.889, "severity": "medium", "timestamp": "2026-01-04T00:22:00Z", "trace_id": "20d09254-139a-5d77-0697-b732abcb0920" }
{ "account_age_days": 1513, "account_id": "ACCT-181DAD5A8E70", "baseline_risk_score": 0.241, "kyc_tier": "tier_3", "session_entropy": 0.858 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "BR", "latency_ms": 81, "timestamp": "2026-01-03T11:36:00Z", "transaction_amount_usd": 20.31 }, { "asset": "USDC", "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": 0.926, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, 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": 639593.9, "financial_exposure_usd": 1259033.15, "recoverable_pct": 0.907 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107798", "label": "benign", "label_confidence": 0.645, "severity": "high", "timestamp": "2026-01-06T09:58:00Z", "trace_id": "9640d69c-95c5-609c-58c5-dd58e6cc56c9" }
{ "account_age_days": 1752, "account_id": "ACCT-2075E29BDDD1", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.32 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 915, "timestamp": "2026-01-06T09:58:00Z", "transaction_amount_usd": 7057.66 }, { "asset": "ETH", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.569, "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": 4670.71, "financial_exposure_usd": 5030.48, "recoverable_pct": 0.691 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109514", "label": "benign", "label_confidence": 0.702, "severity": "low", "timestamp": "2026-01-07T14:34:00Z", "trace_id": "c478f518-651e-319b-d549-17a4065da717" }
{ "account_age_days": 793, "account_id": "ACCT-CBD96D7D983B", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.676 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 742, "timestamp": "2026-01-07T14:34:00Z", "transaction_amount_usd": 11401.2 }, { "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": 0.555, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 3484.76, "financial_exposure_usd": 4755.56, "recoverable_pct": 0.899 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100813", "label": "fraudulent", "label_confidence": 0.764, "severity": "critical", "timestamp": "2026-01-01T13:33:00Z", "trace_id": "85062b63-0ee7-5054-d4b3-b02345e3d4db" }
{ "account_age_days": 696, "account_id": "ACCT-A61D34759A9B", "baseline_risk_score": 0.29, "kyc_tier": "tier_3", "session_entropy": 0.186 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 556, "timestamp": "2026-01-01T13:33:00Z", "transaction_amount_usd": 117818.9 }, { "asset": "JPY", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.761, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 746166.73, "financial_exposure_usd": 1021379.24, "recoverable_pct": 0.447 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103410", "label": "fraudulent", "label_confidence": 0.906, "severity": "medium", "timestamp": "2026-01-03T08:50:00Z", "trace_id": "0d9944a9-ef51-19b8-f7bc-5d014ded6c9e" }
{ "account_age_days": 845, "account_id": "ACCT-DA024709A18F", "baseline_risk_score": 0.104, "kyc_tier": "tier_3", "session_entropy": 0.441 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 215, "timestamp": "2026-01-03T08:50:00Z", "transaction_amount_usd": 2505963.62 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.887, "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": 1572916.86, "financial_exposure_usd": 2304082.56, "recoverable_pct": 0.475 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102239", "label": "fraudulent", "label_confidence": 0.75, "severity": "low", "timestamp": "2026-01-02T13:19:00Z", "trace_id": "79a909d5-b625-6262-34dc-5357eeefec17" }
{ "account_age_days": 77, "account_id": "ACCT-FA6F29D00551", "baseline_risk_score": 0.48, "kyc_tier": "tier_2", "session_entropy": 0.256 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 1145, "timestamp": "2026-01-02T13:19:00Z", "transaction_amount_usd": 33554.72 }, { "asset": "GBP", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.543, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 3", "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": 1213447.27, "financial_exposure_usd": 1235298.32, "recoverable_pct": 0.043 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109855", "label": "benign", "label_confidence": 0.532, "severity": "critical", "timestamp": "2026-01-07T20:15:00Z", "trace_id": "b72eea3d-d92c-c715-e581-f0693ffe1072" }
{ "account_age_days": 1568, "account_id": "ACCT-057E071B733D", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.186 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 1058, "timestamp": "2026-01-07T20:15:00Z", "transaction_amount_usd": 5977.02 }, { "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": 0.456, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 2245.61, "financial_exposure_usd": 2986.79, "recoverable_pct": 0.664 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105001", "label": "fraudulent", "label_confidence": 0.744, "severity": "medium", "timestamp": "2026-01-04T11:21:00Z", "trace_id": "d8061954-bc9e-fb22-2b47-6769b12de06d" }
{ "account_age_days": 384, "account_id": "ACCT-E9C5961EAD8A", "baseline_risk_score": 0.176, "kyc_tier": "tier_1", "session_entropy": 0.79 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 382, "timestamp": "2026-01-04T05:55:00Z", "transaction_amount_usd": 13.99 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.693, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, 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": 3732857.33, "financial_exposure_usd": 6589095.66, "recoverable_pct": 0.574 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106469", "label": "fraudulent", "label_confidence": 0.71, "severity": "critical", "timestamp": "2026-01-05T11:49:00Z", "trace_id": "0d71b8b2-dd4c-ee99-5306-a9eff214d0a5" }
{ "account_age_days": 1981, "account_id": "ACCT-87B1D524ED53", "baseline_risk_score": 0.144, "kyc_tier": "tier_3", "session_entropy": 0.114 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "DE", "latency_ms": 876, "timestamp": "2026-01-05T11:49:00Z", "transaction_amount_usd": 1451762.89 }, { "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": 0.631, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, geo diversity 4", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 A...
{ "customer_funds_at_risk_usd": 5786150.86, "financial_exposure_usd": 5806263.23, "recoverable_pct": 0.813 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105822", "label": "fraudulent", "label_confidence": 0.878, "severity": "medium", "timestamp": "2026-01-05T01:02:00Z", "trace_id": "72006038-c58f-0ac8-3ac1-7f2297bb704d" }
{ "account_age_days": 1000, "account_id": "ACCT-C50F6F89C4B7", "baseline_risk_score": 0.071, "kyc_tier": "tier_1", "session_entropy": 0.411 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 321, "timestamp": "2026-01-04T15:48:00Z", "transaction_amount_usd": 24.77 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.666, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 9", "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": 1006583.75, "financial_exposure_usd": 1456782.2, "recoverable_pct": 0.994 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109023", "label": "benign", "label_confidence": 0.532, "severity": "critical", "timestamp": "2026-01-07T06:23:00Z", "trace_id": "aec19bfd-3ab0-f1b6-90fa-3ca678821ff8" }
{ "account_age_days": 1255, "account_id": "ACCT-BD937C8645AD", "baseline_risk_score": 0.189, "kyc_tier": "tier_3", "session_entropy": 0.311 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 233, "timestamp": "2026-01-07T00:13:00Z", "transaction_amount_usd": 8.37 }, { "asset": "GBP", "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": 0.724, "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": 589.01, "financial_exposure_usd": 893.86, "recoverable_pct": 0.499 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103081", "label": "fraudulent", "label_confidence": 0.961, "severity": "high", "timestamp": "2026-01-03T03:21:00Z", "trace_id": "d08bf09c-07ca-20d4-00dc-17eae1a449b9" }
{ "account_age_days": 686, "account_id": "ACCT-5EF3EFB06630", "baseline_risk_score": 0.401, "kyc_tier": "tier_3", "session_entropy": 0.576 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 418, "timestamp": "2026-01-03T03:21:00Z", "transaction_amount_usd": 40574.1 }, { "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": 0.596, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 751817.31, "financial_exposure_usd": 1257520.77, "recoverable_pct": 0.317 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109210", "label": "benign", "label_confidence": 0.56, "severity": "high", "timestamp": "2026-01-07T09:30:00Z", "trace_id": "4d93fd76-0474-17d4-e1b9-41e3187ed29d" }
{ "account_age_days": 146, "account_id": "ACCT-128B81408117", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.324 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 571, "timestamp": "2026-01-07T09:30:00Z", "transaction_amount_usd": 5839.82 }, { "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": 0.588, "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": 1636.51, "financial_exposure_usd": 2325.17, "recoverable_pct": 0.896 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106111", "label": "fraudulent", "label_confidence": 0.82, "severity": "low", "timestamp": "2026-01-05T05:51:00Z", "trace_id": "ad13d5d8-cc86-a3cf-6e4d-452ed0624013" }
{ "account_age_days": 602, "account_id": "ACCT-5AD428306DCF", "baseline_risk_score": 0.121, "kyc_tier": "tier_1", "session_entropy": 0.799 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "BR", "latency_ms": 1182, "timestamp": "2026-01-05T05:51:00Z", "transaction_amount_usd": 1271254.61 }, { "asset": "EUR", "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": 0.707, "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": 1070762.42, "financial_exposure_usd": 2035696.8, "recoverable_pct": 0.641 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109054", "label": "benign", "label_confidence": 0.659, "severity": "low", "timestamp": "2026-01-07T06:54:00Z", "trace_id": "0cbe2983-701b-7ef7-6a2a-4a7093adc558" }
{ "account_age_days": 307, "account_id": "ACCT-C86B8C0EEF1B", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.433 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 209, "timestamp": "2026-01-07T06:54:00Z", "transaction_amount_usd": 10960.29 }, { "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": 0.762, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 2029.83, "financial_exposure_usd": 2439.76, "recoverable_pct": 0.651 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102483", "label": "fraudulent", "label_confidence": 0.931, "severity": "medium", "timestamp": "2026-01-02T17:23:00Z", "trace_id": "7f7cdc70-8450-43a1-0cdd-b42a223514c5" }
{ "account_age_days": 1678, "account_id": "ACCT-9EA43F6580D0", "baseline_risk_score": 0.275, "kyc_tier": "tier_3", "session_entropy": 0.438 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 654, "timestamp": "2026-01-02T17:23:00Z", "transaction_amount_usd": 35397.04 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.61, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAV...
{ "customer_funds_at_risk_usd": 235681.1, "financial_exposure_usd": 237552.42, "recoverable_pct": 0.317 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102249", "label": "fraudulent", "label_confidence": 0.882, "severity": "high", "timestamp": "2026-01-02T13:29:00Z", "trace_id": "35cee5a2-2d9c-7a96-2a28-2ce9f7be4d93" }
{ "account_age_days": 1474, "account_id": "ACCT-DFED74335598", "baseline_risk_score": 0.447, "kyc_tier": "tier_1", "session_entropy": 0.38 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 117, "timestamp": "2026-01-02T04:36:00Z", "transaction_amount_usd": 21.42 }, { "asset": "BTC", "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": 0.945, "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": 820738.73, "financial_exposure_usd": 1160611.2, "recoverable_pct": 0.561 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102974", "label": "fraudulent", "label_confidence": 0.96, "severity": "critical", "timestamp": "2026-01-03T01:34:00Z", "trace_id": "18de7f16-5262-b9a0-f4bf-ff52853d258c" }
{ "account_age_days": 114, "account_id": "ACCT-32D4F0095A50", "baseline_risk_score": 0.268, "kyc_tier": "tier_2", "session_entropy": 0.283 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 363, "timestamp": "2026-01-02T22:17:00Z", "transaction_amount_usd": 6.82 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.439, "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": 532751.38, "financial_exposure_usd": 680520.09, "recoverable_pct": 0.145 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100498", "label": "fraudulent", "label_confidence": 0.948, "severity": "medium", "timestamp": "2026-01-01T08:18:00Z", "trace_id": "81afc5fe-8603-a1f7-87da-d815bbd1414b" }
{ "account_age_days": 1379, "account_id": "ACCT-66F7AC985A6E", "baseline_risk_score": 0.404, "kyc_tier": "tier_2", "session_entropy": 0.111 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "KY", "latency_ms": 347, "timestamp": "2026-01-01T08:18:00Z", "transaction_amount_usd": 57401.43 }, { "asset": "ETH", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.927, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 333954.06, "financial_exposure_usd": 671625.51, "recoverable_pct": 0.844 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107548", "label": "benign", "label_confidence": 0.488, "severity": "medium", "timestamp": "2026-01-06T05:48:00Z", "trace_id": "269fc6e8-60bb-ddbc-460c-3462b549ee38" }
{ "account_age_days": 181, "account_id": "ACCT-290B283CDD36", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.228 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 164, "timestamp": "2026-01-06T05:48:00Z", "transaction_amount_usd": 13758.07 }, { "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": 0.63, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 3", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND pr...
{ "customer_funds_at_risk_usd": 327, "financial_exposure_usd": 375.8, "recoverable_pct": 0.984 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103663", "label": "fraudulent", "label_confidence": 0.633, "severity": "medium", "timestamp": "2026-01-03T13:03:00Z", "trace_id": "a35564e6-17a1-f38f-ad9c-6ab7e98a815f" }
{ "account_age_days": 22, "account_id": "ACCT-6B4E95F4C576", "baseline_risk_score": 0.111, "kyc_tier": "tier_1", "session_entropy": 0.553 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "JP", "latency_ms": 131, "timestamp": "2026-01-03T13:03:00Z", "transaction_amount_usd": 1190486.91 }, { "asset": "USDT", "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": 0.61, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 1, 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": 1147814.18, "financial_exposure_usd": 1324345.71, "recoverable_pct": 0.839 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108603", "label": "benign", "label_confidence": 0.69, "severity": "high", "timestamp": "2026-01-06T23:23:00Z", "trace_id": "5e5b7f3f-7359-deec-aaef-fe954158bef3" }
{ "account_age_days": 432, "account_id": "ACCT-A508479DD3B7", "baseline_risk_score": 0.056, "kyc_tier": "tier_2", "session_entropy": 0.861 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 301, "timestamp": "2026-01-06T23:23:00Z", "transaction_amount_usd": 3141.9 }, { "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": 0.577, "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": 4575.47, "financial_exposure_usd": 7465.09, "recoverable_pct": 0.736 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108346", "label": "benign", "label_confidence": 0.461, "severity": "medium", "timestamp": "2026-01-06T19:06:00Z", "trace_id": "dba779f4-bf4d-4928-01f4-12405c98f824" }
{ "account_age_days": 592, "account_id": "ACCT-F2248286AD51", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.199 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "KY", "latency_ms": 347, "timestamp": "2026-01-06T07:59:00Z", "transaction_amount_usd": 16.45 }, { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.796, "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": 5705.41, "financial_exposure_usd": 6691.87, "recoverable_pct": 0.816 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-106320", "label": "fraudulent", "label_confidence": 0.613, "severity": "high", "timestamp": "2026-01-05T09:20:00Z", "trace_id": "2a65cade-a987-b2aa-3a6c-03638883b4d3" }
{ "account_age_days": 1204, "account_id": "ACCT-4A38BED61BD1", "baseline_risk_score": 0.099, "kyc_tier": "tier_3", "session_entropy": 0.464 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "AE", "latency_ms": 89, "timestamp": "2026-01-05T09:20:00Z", "transaction_amount_usd": 311417.97 }, { "asset": "USDT", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.821, "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": 4844891.28, "financial_exposure_usd": 4938258.94, "recoverable_pct": 0.517 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108724", "label": "benign", "label_confidence": 0.682, "severity": "high", "timestamp": "2026-01-07T01:24:00Z", "trace_id": "8e1d291d-9dd2-e7ff-a524-ee31629d9085" }
{ "account_age_days": 828, "account_id": "ACCT-2DE410F83B77", "baseline_risk_score": 0.103, "kyc_tier": "tier_1", "session_entropy": 0.829 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "GR", "latency_ms": 472, "timestamp": "2026-01-07T01:24:00Z", "transaction_amount_usd": 11490.77 }, { "asset": "USDT", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.517, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 2", "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": 913.61, "financial_exposure_usd": 1352.85, "recoverable_pct": 0.531 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105624", "label": "fraudulent", "label_confidence": 0.807, "severity": "high", "timestamp": "2026-01-04T21:44:00Z", "trace_id": "e6189020-5163-70ab-6599-d27aa155e82d" }
{ "account_age_days": 708, "account_id": "ACCT-8821BE897155", "baseline_risk_score": 0.18, "kyc_tier": "tier_2", "session_entropy": 0.851 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 381, "timestamp": "2026-01-04T09:46:00Z", "transaction_amount_usd": 13.78 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "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": 0.829, "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": 2189709.92, "financial_exposure_usd": 4174111.49, "recoverable_pct": 0.405 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109992", "label": "benign", "label_confidence": 0.534, "severity": "low", "timestamp": "2026-01-07T22:32:00Z", "trace_id": "5702dc89-5b67-62b3-2c47-be7bf1cdd70a" }
{ "account_age_days": 754, "account_id": "ACCT-B1E4982EA323", "baseline_risk_score": 0.074, "kyc_tier": "tier_3", "session_entropy": 0.132 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "PK", "latency_ms": 129, "timestamp": "2026-01-07T11:12:00Z", "transaction_amount_usd": 3.27 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.682, "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": 1353.38, "financial_exposure_usd": 1964.01, "recoverable_pct": 0.689 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107375", "label": "benign", "label_confidence": 0.746, "severity": "low", "timestamp": "2026-01-06T02:55:00Z", "trace_id": "029577b1-ccdb-e072-4993-cb7f8f1a0f11" }
{ "account_age_days": 669, "account_id": "ACCT-708A8176CFEA", "baseline_risk_score": 0.157, "kyc_tier": "tier_2", "session_entropy": 0.899 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 188, "timestamp": "2026-01-05T14:55:00Z", "transaction_amount_usd": 19.52 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.509, "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": 2989.38, "financial_exposure_usd": 3310.71, "recoverable_pct": 0.987 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102740", "label": "fraudulent", "label_confidence": 0.759, "severity": "medium", "timestamp": "2026-01-02T21:40:00Z", "trace_id": "9553f945-8285-1a45-f9a7-f350a95400dd" }
{ "account_age_days": 1747, "account_id": "ACCT-804514C49C57", "baseline_risk_score": 0.341, "kyc_tier": "tier_2", "session_entropy": 0.629 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 283, "timestamp": "2026-01-02T17:57:00Z", "transaction_amount_usd": 18 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.864, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 665127.32, "financial_exposure_usd": 803386.25, "recoverable_pct": 0.61 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105932", "label": "fraudulent", "label_confidence": 0.862, "severity": "medium", "timestamp": "2026-01-05T02:52:00Z", "trace_id": "6508295a-a6bb-968a-3ec1-4a1580f6537c" }
{ "account_age_days": 225, "account_id": "ACCT-08C746F220C3", "baseline_risk_score": 0.428, "kyc_tier": "tier_1", "session_entropy": 0.775 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 286, "timestamp": "2026-01-04T20:38:00Z", "transaction_amount_usd": 23.91 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.371, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, 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": 8520008.29, "financial_exposure_usd": 9135755.03, "recoverable_pct": 0.871 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101841", "label": "fraudulent", "label_confidence": 0.922, "severity": "medium", "timestamp": "2026-01-02T06:41:00Z", "trace_id": "3a36fdb7-3b49-f2ee-b49b-5f2ed710e48e" }
{ "account_age_days": 864, "account_id": "ACCT-BD326F2E1780", "baseline_risk_score": 0.324, "kyc_tier": "tier_2", "session_entropy": 0.575 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 390, "timestamp": "2026-01-02T00:21:00Z", "transaction_amount_usd": 14.75 }, { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.466, "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": 793697.29, "financial_exposure_usd": 959422.57, "recoverable_pct": 0.319 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103569", "label": "fraudulent", "label_confidence": 0.786, "severity": "low", "timestamp": "2026-01-03T11:29:00Z", "trace_id": "85227837-5799-4ede-159e-3e8a50c829ea" }
{ "account_age_days": 1721, "account_id": "ACCT-AF0776FDDEF3", "baseline_risk_score": 0.396, "kyc_tier": "tier_2", "session_entropy": 0.946 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "CH", "latency_ms": 282, "timestamp": "2026-01-03T11:29:00Z", "transaction_amount_usd": 834494.37 }, { "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": 0.6, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 2, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND post...
{ "customer_funds_at_risk_usd": 2359432.12, "financial_exposure_usd": 4624036.19, "recoverable_pct": 0.928 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100957", "label": "fraudulent", "label_confidence": 0.837, "severity": "low", "timestamp": "2026-01-01T15:57:00Z", "trace_id": "a627197e-1f2d-86a6-a9ec-5bd2312dbe0a" }
{ "account_age_days": 1121, "account_id": "ACCT-5A56706A24A6", "baseline_risk_score": 0.487, "kyc_tier": "tier_1", "session_entropy": 0.535 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "AE", "latency_ms": 454, "timestamp": "2026-01-01T15:57:00Z", "transaction_amount_usd": 65327.33 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.505, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 506770.77, "financial_exposure_usd": 533958.35, "recoverable_pct": 0.145 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109835", "label": "benign", "label_confidence": 0.532, "severity": "low", "timestamp": "2026-01-07T19:55:00Z", "trace_id": "cb5b84fe-4402-20c2-2f81-09b3518c200b" }
{ "account_age_days": 1410, "account_id": "ACCT-07E81AB06FDE", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.262 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 1179, "timestamp": "2026-01-07T19:55:00Z", "transaction_amount_usd": 2063.67 }, { "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": 0.462, "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": 2821.25, "financial_exposure_usd": 2841.59, "recoverable_pct": 0.838 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102163", "label": "fraudulent", "label_confidence": 0.94, "severity": "critical", "timestamp": "2026-01-02T12:03:00Z", "trace_id": "795e11ca-968e-e0c1-b32d-6a2532698c4a" }
{ "account_age_days": 1045, "account_id": "ACCT-FE43FA1BF30C", "baseline_risk_score": 0.577, "kyc_tier": "tier_1", "session_entropy": 0.113 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "FR", "latency_ms": 355, "timestamp": "2026-01-02T10:48:00Z", "transaction_amount_usd": 0.2 }, { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.381, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 366508.14, "financial_exposure_usd": 493462.32, "recoverable_pct": 0.333 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104649", "label": "fraudulent", "label_confidence": 0.847, "severity": "low", "timestamp": "2026-01-04T05:29:00Z", "trace_id": "a3b34fd2-fea7-e81b-7653-255456a53b80" }
{ "account_age_days": 1530, "account_id": "ACCT-11828087A91C", "baseline_risk_score": 0.185, "kyc_tier": "tier_1", "session_entropy": 0.739 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "LU", "latency_ms": 507, "timestamp": "2026-01-04T05:29:00Z", "transaction_amount_usd": 2805432.63 }, { "asset": "USDT", "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": 0.358, "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": 4184412.15, "financial_exposure_usd": 6466947.92, "recoverable_pct": 0.664 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100107", "label": "fraudulent", "label_confidence": 0.926, "severity": "medium", "timestamp": "2026-01-01T01:47:00Z", "trace_id": "622cc212-b69d-2f48-3653-e588afd58fe7" }
{ "account_age_days": 1637, "account_id": "ACCT-EC4014C6DA60", "baseline_risk_score": 0.648, "kyc_tier": "tier_2", "session_entropy": 0.659 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "RU", "latency_ms": 560, "timestamp": "2026-01-01T01:47:00Z", "transaction_amount_usd": 31118.96 }, { "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": 0.463, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 1, geo diversity 6", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 243972.7, "financial_exposure_usd": 453551.4, "recoverable_pct": 0.03 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109899", "label": "benign", "label_confidence": 0.487, "severity": "medium", "timestamp": "2026-01-07T20:59:00Z", "trace_id": "e9a5d8f6-841d-0292-2f36-34f7c4cab88d" }
{ "account_age_days": 1395, "account_id": "ACCT-65DEB5F908FE", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.595 }
[ { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 564, "timestamp": "2026-01-07T20:59:00Z", "transaction_amount_usd": 3690.73 }, { "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": 0.587, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1525.96, "financial_exposure_usd": 2597.82, "recoverable_pct": 0.984 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105088", "label": "fraudulent", "label_confidence": 0.857, "severity": "medium", "timestamp": "2026-01-04T12:48:00Z", "trace_id": "cd6c7b05-e1ad-6dec-1248-4d50592fbc51" }
{ "account_age_days": 1614, "account_id": "ACCT-472562C8A50D", "baseline_risk_score": 0.15, "kyc_tier": "tier_2", "session_entropy": 0.192 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 642, "timestamp": "2026-01-04T12:48:00Z", "transaction_amount_usd": 2196794.47 }, { "asset": "USDC", "burst_indicator": false, "event_name": "ORDER_BO...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.53, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AN...
{ "customer_funds_at_risk_usd": 1854710.43, "financial_exposure_usd": 3302982.07, "recoverable_pct": 0.78 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108142", "label": "benign", "label_confidence": 0.738, "severity": "low", "timestamp": "2026-01-06T15:42:00Z", "trace_id": "29193e4c-6d12-4799-9ba9-53dd0c402d90" }
{ "account_age_days": 1393, "account_id": "ACCT-9BD28A2DEF5E", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.409 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "AE", "latency_ms": 361, "timestamp": "2026-01-06T11:45:00Z", "transaction_amount_usd": 8.92 }, { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.775, "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": 1915.63, "financial_exposure_usd": 3833.79, "recoverable_pct": 0.808 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109708", "label": "benign", "label_confidence": 0.584, "severity": "medium", "timestamp": "2026-01-07T17:48:00Z", "trace_id": "5709e4c9-ec87-3c8e-e487-510448344704" }
{ "account_age_days": 243, "account_id": "ACCT-53D932E976E8", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.143 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 566, "timestamp": "2026-01-07T17:48:00Z", "transaction_amount_usd": 13228.92 }, { "asset": "USDT", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.542, "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": 598.42, "financial_exposure_usd": 672.26, "recoverable_pct": 0.725 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107690", "label": "benign", "label_confidence": 0.522, "severity": "low", "timestamp": "2026-01-06T08:10:00Z", "trace_id": "b5aaebe7-2c35-8964-6079-27b2b07c83bf" }
{ "account_age_days": 233, "account_id": "ACCT-78EB8AA5665D", "baseline_risk_score": 0.134, "kyc_tier": "tier_1", "session_entropy": 0.88 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 708, "timestamp": "2026-01-06T08:10:00Z", "transaction_amount_usd": 11443.06 }, { "asset": "SOL", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.776, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 887.22, "financial_exposure_usd": 1559.72, "recoverable_pct": 0.409 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107016", "label": "benign", "label_confidence": 0.474, "severity": "high", "timestamp": "2026-01-05T20:56:00Z", "trace_id": "ea7b6800-7c06-1e2c-7ec1-8253b0eec569" }
{ "account_age_days": 908, "account_id": "ACCT-84E78EA58ADD", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.89 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ID", "latency_ms": 366, "timestamp": "2026-01-05T20:56:00Z", "transaction_amount_usd": 9017.67 }, { "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": 0.593, "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": 755.84, "financial_exposure_usd": 1583.75, "recoverable_pct": 0.888 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107992", "label": "benign", "label_confidence": 0.517, "severity": "low", "timestamp": "2026-01-06T13:12:00Z", "trace_id": "14e749fd-01f2-4ce7-8108-d7c23708b97e" }
{ "account_age_days": 1595, "account_id": "ACCT-309637493436", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.45 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 1043, "timestamp": "2026-01-06T13:12:00Z", "transaction_amount_usd": 10393.28 }, { "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": "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": 2195.57, "financial_exposure_usd": 2402.81, "recoverable_pct": 0.41 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103932", "label": "fraudulent", "label_confidence": 0.708, "severity": "critical", "timestamp": "2026-01-03T17:32:00Z", "trace_id": "4eaf4cf2-e146-1de2-28ce-015ad5f6d36a" }
{ "account_age_days": 862, "account_id": "ACCT-60D6D8E523AC", "baseline_risk_score": 0.317, "kyc_tier": "tier_3", "session_entropy": 0.739 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "NG", "latency_ms": 1155, "timestamp": "2026-01-03T17:32:00Z", "transaction_amount_usd": 331675.17 }, { "asset": "EUR", "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": 0.892, "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": 6562545.25, "financial_exposure_usd": 7945820.08, "recoverable_pct": 0.724 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104121", "label": "fraudulent", "label_confidence": 0.783, "severity": "medium", "timestamp": "2026-01-03T20:41:00Z", "trace_id": "75b91e10-8247-fd0e-9223-cf93c5885d88" }
{ "account_age_days": 382, "account_id": "ACCT-15E8D87DD76A", "baseline_risk_score": 0.206, "kyc_tier": "tier_2", "session_entropy": 0.563 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "HK", "latency_ms": 433, "timestamp": "2026-01-03T20:41:00Z", "transaction_amount_usd": 710498.29 }, { "asset": "SOL", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "rapid_burst", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.371, "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": 1988710.45, "financial_exposure_usd": 3854056.5, "recoverable_pct": 0.756 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100817", "label": "fraudulent", "label_confidence": 0.905, "severity": "high", "timestamp": "2026-01-01T13:37:00Z", "trace_id": "5150304e-6aa1-67ea-d4ea-6d9028afe899" }
{ "account_age_days": 394, "account_id": "ACCT-843B617DA2BD", "baseline_risk_score": 0.452, "kyc_tier": "tier_1", "session_entropy": 0.729 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "HK", "latency_ms": 957, "timestamp": "2026-01-01T13:37:00Z", "transaction_amount_usd": 46399.78 }, { "asset": "USDC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.472, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 3, geo diversity 5", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HA...
{ "customer_funds_at_risk_usd": 331891.25, "financial_exposure_usd": 668285.68, "recoverable_pct": 0.512 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108397", "label": "benign", "label_confidence": 0.512, "severity": "low", "timestamp": "2026-01-06T19:57:00Z", "trace_id": "a5d32050-ffc5-5e92-70e0-76d780d91a9f" }
{ "account_age_days": 1464, "account_id": "ACCT-51EF6DFFCF85", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.113 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 123, "timestamp": "2026-01-06T11:56:00Z", "transaction_amount_usd": 17 }, { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.525, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 7", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 2579.81, "financial_exposure_usd": 2747.52, "recoverable_pct": 0.99 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100156", "label": "fraudulent", "label_confidence": 0.818, "severity": "critical", "timestamp": "2026-01-01T02:36:00Z", "trace_id": "34b549be-db19-de67-bc3a-8abba5aa9765" }
{ "account_age_days": 1013, "account_id": "ACCT-46A3110A9813", "baseline_risk_score": 0.419, "kyc_tier": "tier_3", "session_entropy": 0.55 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "VE", "latency_ms": 277, "timestamp": "2026-01-01T00:10:00Z", "transaction_amount_usd": 16.76 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "rapid_burst", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.416, "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": 653688.02, "financial_exposure_usd": 829756.64, "recoverable_pct": 0.815 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103055", "label": "fraudulent", "label_confidence": 0.765, "severity": "critical", "timestamp": "2026-01-03T02:55:00Z", "trace_id": "f1e97272-1fe4-1894-898b-a230f3fca121" }
{ "account_age_days": 562, "account_id": "ACCT-BE89F5551EFD", "baseline_risk_score": 0.558, "kyc_tier": "tier_2", "session_entropy": 0.23 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "FR", "latency_ms": 188, "timestamp": "2026-01-03T02:55:00Z", "transaction_amount_usd": 15689.3 }, { "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": 0.636, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 1, geo diversity 5", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id...
{ "customer_funds_at_risk_usd": 158503.24, "financial_exposure_usd": 295796.73, "recoverable_pct": 0.022 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109894", "label": "benign", "label_confidence": 0.73, "severity": "low", "timestamp": "2026-01-07T20:54:00Z", "trace_id": "8b34fb65-27b9-19e5-a1ce-86bc324209f0" }
{ "account_age_days": 622, "account_id": "ACCT-F4A8E361A478", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.761 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 374, "timestamp": "2026-01-07T11:45:00Z", "transaction_amount_usd": 8.13 }, { "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": 0.769, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 3663.45, "financial_exposure_usd": 4718.84, "recoverable_pct": 0.495 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105716", "label": "fraudulent", "label_confidence": 0.601, "severity": "high", "timestamp": "2026-01-04T23:16:00Z", "trace_id": "46278d61-47d7-2076-cc3c-aaa298512c30" }
{ "account_age_days": 800, "account_id": "ACCT-985C7833D4B4", "baseline_risk_score": 0.313, "kyc_tier": "tier_1", "session_entropy": 0.239 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CA", "latency_ms": 237, "timestamp": "2026-01-04T13:54:00Z", "transaction_amount_usd": 16.38 }, { "asset": "USDT", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.449, "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": 2234708.85, "financial_exposure_usd": 3212679.48, "recoverable_pct": 0.933 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109633", "label": "benign", "label_confidence": 0.501, "severity": "high", "timestamp": "2026-01-07T16:33:00Z", "trace_id": "b8aeac54-023c-c1e9-a64e-f65e236ab6de" }
{ "account_age_days": 371, "account_id": "ACCT-3381BC889847", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.63 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "IT", "latency_ms": 1151, "timestamp": "2026-01-07T16:33:00Z", "transaction_amount_usd": 3567.44 }, { "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": 0.581, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 4283.71, "financial_exposure_usd": 5100.7, "recoverable_pct": 0.89 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102975", "label": "fraudulent", "label_confidence": 0.756, "severity": "medium", "timestamp": "2026-01-03T01:35:00Z", "trace_id": "df92ee72-0291-785d-c9ff-78b0a74583c4" }
{ "account_age_days": 136, "account_id": "ACCT-1FB96917E889", "baseline_risk_score": 0.447, "kyc_tier": "tier_2", "session_entropy": 0.769 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "JP", "latency_ms": 605, "timestamp": "2026-01-03T01:35:00Z", "transaction_amount_usd": 27858.58 }, { "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": 0.364, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 2, geo diversity 5", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 279661.45, "financial_exposure_usd": 376283.89, "recoverable_pct": 0.032 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100708", "label": "fraudulent", "label_confidence": 0.916, "severity": "critical", "timestamp": "2026-01-01T11:48:00Z", "trace_id": "e4eef5b9-47da-7f5e-96a0-48232f0d1582" }
{ "account_age_days": 364, "account_id": "ACCT-F055E55D8006", "baseline_risk_score": 0.329, "kyc_tier": "tier_3", "session_entropy": 0.889 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CH", "latency_ms": 385, "timestamp": "2026-01-01T02:38:00Z", "transaction_amount_usd": 1.4 }, { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "ge...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.48, "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": 183952.71, "financial_exposure_usd": 291586.16, "recoverable_pct": 0.413 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108651", "label": "benign", "label_confidence": 0.616, "severity": "low", "timestamp": "2026-01-07T00:11:00Z", "trace_id": "2d06e243-07a6-93bb-d194-5240dc127e5a" }
{ "account_age_days": 1027, "account_id": "ACCT-203C7346C65D", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.175 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "PT", "latency_ms": 92, "timestamp": "2026-01-07T00:11:00Z", "transaction_amount_usd": 14093.07 }, { "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": 0.578, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_...
{ "customer_funds_at_risk_usd": 1601.45, "financial_exposure_usd": 2395.37, "recoverable_pct": 0.533 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109203", "label": "benign", "label_confidence": 0.611, "severity": "high", "timestamp": "2026-01-07T09:23:00Z", "trace_id": "204618df-4c70-f3f2-ca52-b06e42460fef" }
{ "account_age_days": 298, "account_id": "ACCT-837E7996A18A", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.289 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 111, "timestamp": "2026-01-07T05:25:00Z", "transaction_amount_usd": 21.6 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.478, "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": 3065.77, "financial_exposure_usd": 3399.4, "recoverable_pct": 0.462 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101986", "label": "fraudulent", "label_confidence": 0.805, "severity": "low", "timestamp": "2026-01-02T09:06:00Z", "trace_id": "47c1551f-038a-325a-0732-cde9d9404475" }
{ "account_age_days": 1157, "account_id": "ACCT-FFAC595E0A1A", "baseline_risk_score": 0.565, "kyc_tier": "tier_2", "session_entropy": 0.144 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "LU", "latency_ms": 235, "timestamp": "2026-01-02T09:06:00Z", "transaction_amount_usd": 60831.74 }, { "asset": "BTC", "burst_indicator": false, "event_name": "PASSWORD_CHANGE", ...
{ "exposure_vector": "session_hijack", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.416, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 352105.77, "financial_exposure_usd": 694831.83, "recoverable_pct": 0.756 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109029", "label": "benign", "label_confidence": 0.711, "severity": "medium", "timestamp": "2026-01-07T06:29:00Z", "trace_id": "422f7868-fe34-0e9f-3d31-241fe5137980" }
{ "account_age_days": 973, "account_id": "ACCT-C633DD122665", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.466 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "TH", "latency_ms": 956, "timestamp": "2026-01-07T06:29:00Z", "transaction_amount_usd": 13396.45 }, { "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": 0.467, "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": 1673.92, "financial_exposure_usd": 2548.21, "recoverable_pct": 0.975 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107865", "label": "benign", "label_confidence": 0.658, "severity": "low", "timestamp": "2026-01-06T11:05:00Z", "trace_id": "96fd38d9-d136-8042-1460-757811c9028f" }
{ "account_age_days": 511, "account_id": "ACCT-D7A503A8724B", "baseline_risk_score": 0.102, "kyc_tier": "tier_2", "session_entropy": 0.332 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "NL", "latency_ms": 294, "timestamp": "2026-01-06T08:15:00Z", "transaction_amount_usd": 8.4 }, { "asset": "USDC", "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": 0.532, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 4", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prior_t...
{ "customer_funds_at_risk_usd": 1942.47, "financial_exposure_usd": 3081.05, "recoverable_pct": 0.774 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-102936", "label": "fraudulent", "label_confidence": 0.921, "severity": "high", "timestamp": "2026-01-03T00:56:00Z", "trace_id": "7cf5edb3-0dd2-9ea7-61e2-8d3737c9552b" }
{ "account_age_days": 1198, "account_id": "ACCT-D401D076EA6A", "baseline_risk_score": 0.288, "kyc_tier": "tier_2", "session_entropy": 0.24 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "DE", "latency_ms": 260, "timestamp": "2026-01-02T20:45:00Z", "transaction_amount_usd": 14.33 }, { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.676, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 7", "confidence_band": "low", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVIN...
{ "customer_funds_at_risk_usd": 335577.4, "financial_exposure_usd": 649482.51, "recoverable_pct": 0.34 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100151", "label": "fraudulent", "label_confidence": 0.975, "severity": "medium", "timestamp": "2026-01-01T02:31:00Z", "trace_id": "71b0c1fa-a22e-b45b-1986-133d8b73aba7" }
{ "account_age_days": 898, "account_id": "ACCT-5170A2EFE777", "baseline_risk_score": 0.505, "kyc_tier": "tier_1", "session_entropy": 0.54 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "PK", "latency_ms": 1011, "timestamp": "2026-01-01T02:31:00Z", "transaction_amount_usd": 4399.95 }, { "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": 0.776, "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": 363759.61, "financial_exposure_usd": 517767.3, "recoverable_pct": 0.537 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108010", "label": "benign", "label_confidence": 0.528, "severity": "low", "timestamp": "2026-01-06T13:30:00Z", "trace_id": "f23b5584-1a5b-aaa1-09a0-4c49055f2ee3" }
{ "account_age_days": 454, "account_id": "ACCT-AF2209F43B6B", "baseline_risk_score": 0.05, "kyc_tier": "tier_3", "session_entropy": 0.396 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "ES", "latency_ms": 1123, "timestamp": "2026-01-06T13:30:00Z", "transaction_amount_usd": 3758.94 }, { "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": 0.699, "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": 2308.34, "financial_exposure_usd": 2636.46, "recoverable_pct": 0.432 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-101747", "label": "fraudulent", "label_confidence": 0.899, "severity": "low", "timestamp": "2026-01-02T05:07:00Z", "trace_id": "7d2eb0e7-f683-29a9-9c6d-b523cc5314d1" }
{ "account_age_days": 434, "account_id": "ACCT-C344881F69D9", "baseline_risk_score": 0.318, "kyc_tier": "tier_2", "session_entropy": 0.152 }
[ { "asset": "SOL", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "geo_country": "LU", "latency_ms": 308, "timestamp": "2026-01-02T05:07:00Z", "transaction_amount_usd": 88296.19 }, { "asset": "GBP", "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": 0.761, "anomaly_type": "temporal_burst_sequence", "baseline_deviation": "account_takeover: burst count 4, geo diversity 6", "confidence_band": "high", "detection_logic": "SELECT account_id FROM telemetry WHERE credential_changes_1h >= 2 AND withdrawal_sum_1h > 10000 GROUP BY account_id HAVI...
{ "customer_funds_at_risk_usd": 703437.95, "financial_exposure_usd": 1044679.8, "recoverable_pct": 0.639 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105679", "label": "fraudulent", "label_confidence": 0.904, "severity": "medium", "timestamp": "2026-01-04T22:39:00Z", "trace_id": "e35ed865-d955-6c31-336f-7aee8f941cf4" }
{ "account_age_days": 1558, "account_id": "ACCT-FB52FFBBFEAB", "baseline_risk_score": 0.308, "kyc_tier": "tier_1", "session_entropy": 0.119 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 210, "timestamp": "2026-01-04T22:39:00Z", "transaction_amount_usd": 650211.03 }, { "asset": "ETH", "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": 0.851, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 4, 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": 1685514.44, "financial_exposure_usd": 4209612.47, "recoverable_pct": 0.83 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108591", "label": "benign", "label_confidence": 0.727, "severity": "critical", "timestamp": "2026-01-06T23:11:00Z", "trace_id": "41d45655-4bd5-ff25-0140-1dfae7dc2a7f" }
{ "account_age_days": 1906, "account_id": "ACCT-7DFE32B71C74", "baseline_risk_score": 0.064, "kyc_tier": "tier_1", "session_entropy": 0.7 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "FR", "latency_ms": 603, "timestamp": "2026-01-06T23:11:00Z", "transaction_amount_usd": 12210.29 }, { "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": 0.556, "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": 4521.3, "financial_exposure_usd": 4565.2, "recoverable_pct": 0.839 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108601", "label": "benign", "label_confidence": 0.603, "severity": "low", "timestamp": "2026-01-06T23:21:00Z", "trace_id": "81764cf0-f6d5-1338-42e6-80922789d34f" }
{ "account_age_days": 1293, "account_id": "ACCT-8420CEE06A9A", "baseline_risk_score": 0.055, "kyc_tier": "tier_3", "session_entropy": 0.3 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "HK", "latency_ms": 167, "timestamp": "2026-01-06T18:57:00Z", "transaction_amount_usd": 12.86 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.606, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 3, geo diversity 6", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 3906.32, "financial_exposure_usd": 4288.93, "recoverable_pct": 0.55 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-107294", "label": "benign", "label_confidence": 0.749, "severity": "low", "timestamp": "2026-01-06T01:34:00Z", "trace_id": "890f88ce-5074-39f0-3657-4326c5485e0b" }
{ "account_age_days": 1818, "account_id": "ACCT-016040251DF9", "baseline_risk_score": 0.094, "kyc_tier": "tier_3", "session_entropy": 0.334 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "JP", "latency_ms": 926, "timestamp": "2026-01-06T01:34:00Z", "transaction_amount_usd": 4165.67 }, { "asset": "JPY", "burst_indicator": false, "event_name": "KYC_REVIEW_FLAG", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.605, "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": 1253.84, "financial_exposure_usd": 2525.07, "recoverable_pct": 0.932 }
{ "chaos_profile": "Geo_Travel_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104787", "label": "fraudulent", "label_confidence": 0.839, "severity": "high", "timestamp": "2026-01-04T07:47:00Z", "trace_id": "d652543b-5276-8152-7f53-272610b7c9d6" }
{ "account_age_days": 608, "account_id": "ACCT-6EDF6149E5C5", "baseline_risk_score": 0.128, "kyc_tier": "tier_1", "session_entropy": 0.686 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 86, "timestamp": "2026-01-04T07:47:00Z", "transaction_amount_usd": 2170623.48 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOOK_...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.756, "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": 3738448.18, "financial_exposure_usd": 6537573.55, "recoverable_pct": 0.923 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105825", "label": "fraudulent", "label_confidence": 0.622, "severity": "high", "timestamp": "2026-01-05T01:05:00Z", "trace_id": "a641c314-2e9e-d46e-7ae5-44bc9b7e9a4d" }
{ "account_age_days": 1039, "account_id": "ACCT-0CBAAB27613E", "baseline_risk_score": 0.214, "kyc_tier": "tier_2", "session_entropy": 0.625 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "GB", "latency_ms": 963, "timestamp": "2026-01-05T01:05:00Z", "transaction_amount_usd": 1429179.36 }, { "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": 0.428, "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": 1144694.26, "financial_exposure_usd": 1623405.7, "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-100744", "label": "fraudulent", "label_confidence": 0.846, "severity": "medium", "timestamp": "2026-01-01T12:24:00Z", "trace_id": "17efbc92-ae21-6ba1-f9e6-142a10d1884d" }
{ "account_age_days": 1567, "account_id": "ACCT-7F58F9421EA0", "baseline_risk_score": 0.291, "kyc_tier": "tier_2", "session_entropy": 0.498 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "LU", "latency_ms": 140, "timestamp": "2026-01-01T03:12:00Z", "transaction_amount_usd": 3.88 }, { "asset": "JPY", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "g...
{ "exposure_vector": "geo_anomaly", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.439, "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": 373314.15, "financial_exposure_usd": 812861.75, "recoverable_pct": 0.158 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-100477", "label": "fraudulent", "label_confidence": 0.851, "severity": "medium", "timestamp": "2026-01-01T07:57:00Z", "trace_id": "ffba47b9-50fd-4b74-5b27-737f463ba616" }
{ "account_age_days": 1442, "account_id": "ACCT-4FC5668BB4EC", "baseline_risk_score": 0.282, "kyc_tier": "tier_2", "session_entropy": 0.705 }
[ { "asset": "JPY", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "SG", "latency_ms": 239, "timestamp": "2026-01-01T05:28:00Z", "transaction_amount_usd": 19.54 }, { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_DEVICE", "...
{ "exposure_vector": "credential_abuse", "fraud_class": "Account_Takeover_Sequence", "scenario_description": "Credential changes followed by rapid fund extraction from the account." }
{ "anomaly_score": 0.394, "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": 267827.54, "financial_exposure_usd": 568687.1, "recoverable_pct": 0.261 }
{ "chaos_profile": "Calm_Baseline", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104050", "label": "fraudulent", "label_confidence": 0.643, "severity": "high", "timestamp": "2026-01-03T19:30:00Z", "trace_id": "af99b2dd-0ea8-eaee-b54d-6b4b67cb3f08" }
{ "account_age_days": 1410, "account_id": "ACCT-D51F70C26BB6", "baseline_risk_score": 0.165, "kyc_tier": "tier_2", "session_entropy": 0.228 }
[ { "asset": "BTC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "RU", "latency_ms": 108, "timestamp": "2026-01-03T14:52:00Z", "transaction_amount_usd": 5.89 }, { "asset": "BTC", "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": 0.41, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 9", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND p...
{ "customer_funds_at_risk_usd": 845416.3, "financial_exposure_usd": 2007682.86, "recoverable_pct": 0.754 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-108528", "label": "benign", "label_confidence": 0.578, "severity": "medium", "timestamp": "2026-01-06T22:08:00Z", "trace_id": "94c6f1a5-0705-9530-e03f-6f445afea3a6" }
{ "account_age_days": 276, "account_id": "ACCT-D30490FD6882", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.62 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", "geo_country": "VN", "latency_ms": 146, "timestamp": "2026-01-06T22:08:00Z", "transaction_amount_usd": 3623.44 }, { "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": 0.608, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 4", "confidence_band": "medium", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND prio...
{ "customer_funds_at_risk_usd": 3991.07, "financial_exposure_usd": 7746.71, "recoverable_pct": 0.768 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103611", "label": "fraudulent", "label_confidence": 0.648, "severity": "critical", "timestamp": "2026-01-03T12:11:00Z", "trace_id": "037e37e9-3f55-1446-309d-a02f97aec6c1" }
{ "account_age_days": 1693, "account_id": "ACCT-176345F53AE3", "baseline_risk_score": 0.303, "kyc_tier": "tier_2", "session_entropy": 0.41 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "US", "latency_ms": 278, "timestamp": "2026-01-03T07:22:00Z", "transaction_amount_usd": 14.27 }, { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "...
{ "exposure_vector": "order_book_spoof", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.805, "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": 2661113.36, "financial_exposure_usd": 3967554.39, "recoverable_pct": 0.812 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109451", "label": "benign", "label_confidence": 0.746, "severity": "medium", "timestamp": "2026-01-07T13:31:00Z", "trace_id": "1a8d0e44-b6bb-b181-71d1-6b970b86f4aa" }
{ "account_age_days": 124, "account_id": "ACCT-5593D26E2EC6", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.927 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "JP", "latency_ms": 353, "timestamp": "2026-01-07T03:23:00Z", "transaction_amount_usd": 17.57 }, { "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": 0.564, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, 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": 358.7, "financial_exposure_usd": 426.18, "recoverable_pct": 0.501 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103928", "label": "fraudulent", "label_confidence": 0.884, "severity": "high", "timestamp": "2026-01-03T17:28:00Z", "trace_id": "537b37de-ddb2-4442-e982-d5a2b0dd8230" }
{ "account_age_days": 497, "account_id": "ACCT-9E84F6E65D2E", "baseline_risk_score": 0.331, "kyc_tier": "tier_3", "session_entropy": 0.784 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "MY", "latency_ms": 373, "timestamp": "2026-01-03T10:53:00Z", "transaction_amount_usd": 22.52 }, { "asset": "EUR", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTE...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.744, "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": 2101550.21, "financial_exposure_usd": 3852788.67, "recoverable_pct": 0.878 }
{ "chaos_profile": "Temporal_Burst_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-104805", "label": "fraudulent", "label_confidence": 0.825, "severity": "critical", "timestamp": "2026-01-04T08:05:00Z", "trace_id": "d1d4be4a-af9a-e2b0-e4d1-8b0b5f9f91d0" }
{ "account_age_days": 1176, "account_id": "ACCT-5CE61D8EF3D6", "baseline_risk_score": 0.437, "kyc_tier": "tier_2", "session_entropy": 0.138 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "KY", "latency_ms": 1143, "timestamp": "2026-01-04T08:05:00Z", "transaction_amount_usd": 2862286.43 }, { "asset": "ETH", "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": 0.815, "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": 2624767.39, "financial_exposure_usd": 3172451.04, "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-108860", "label": "benign", "label_confidence": 0.473, "severity": "low", "timestamp": "2026-01-07T03:40:00Z", "trace_id": "30b64317-2498-efcf-1f45-47b7a694229e" }
{ "account_age_days": 1080, "account_id": "ACCT-5FC7C0C4DE32", "baseline_risk_score": 0.05, "kyc_tier": "tier_1", "session_entropy": 0.853 }
[ { "asset": "ETH", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 147, "timestamp": "2026-01-06T16:37:00Z", "transaction_amount_usd": 19.11 }, { "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": 0.542, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 1, 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": 1374.16, "financial_exposure_usd": 3326.66, "recoverable_pct": 0.794 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103936", "label": "fraudulent", "label_confidence": 0.639, "severity": "high", "timestamp": "2026-01-03T17:36:00Z", "trace_id": "784ffc30-f84f-d7b7-38b6-7ecc167a540f" }
{ "account_age_days": 398, "account_id": "ACCT-3016E071A237", "baseline_risk_score": 0.151, "kyc_tier": "tier_3", "session_entropy": 0.867 }
[ { "asset": "EUR", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "CN", "latency_ms": 185, "timestamp": "2026-01-03T17:06:00Z", "transaction_amount_usd": 19.63 }, { "asset": "USD", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "g...
{ "exposure_vector": "credential_abuse", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.527, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, geo diversity 7", "confidence_band": "high", "detection_logic": "SELECT account_id FROM orders WHERE cancel_ratio_5min > 0.85 AND opposite_side_fills_5min > 0 AND po...
{ "customer_funds_at_risk_usd": 2611491.43, "financial_exposure_usd": 2956386.19, "recoverable_pct": 0.839 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-103930", "label": "fraudulent", "label_confidence": 0.769, "severity": "high", "timestamp": "2026-01-03T17:30:00Z", "trace_id": "796f5863-6240-6c18-0ec3-5b7cf67e8cb0" }
{ "account_age_days": 72, "account_id": "ACCT-87B86A688119", "baseline_risk_score": 0.1, "kyc_tier": "tier_1", "session_entropy": 0.315 }
[ { "asset": "USD", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "VE", "latency_ms": 668, "timestamp": "2026-01-03T17:30:00Z", "transaction_amount_usd": 1695499.05 }, { "asset": "ETH", "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": 0.749, "anomaly_type": "cancel_burst_with_opposite_fill", "baseline_deviation": "market_manipulation_spoofing: burst count 3, 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": 3365271.63, "financial_exposure_usd": 5766531.61, "recoverable_pct": 0.908 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-109411", "label": "benign", "label_confidence": 0.616, "severity": "high", "timestamp": "2026-01-07T12:51:00Z", "trace_id": "3dc500b6-cbd7-0efa-ada3-9242acc1f770" }
{ "account_age_days": 1214, "account_id": "ACCT-D7F4F281A5D9", "baseline_risk_score": 0.05, "kyc_tier": "tier_2", "session_entropy": 0.895 }
[ { "asset": "GBP", "burst_indicator": false, "event_name": "DORMANT_CHECKIN", "geo_country": "GB", "latency_ms": 243, "timestamp": "2026-01-07T09:23:00Z", "transaction_amount_usd": 18.14 }, { "asset": "USDT", "burst_indicator": false, "event_name": "LOGIN_NEW_COUNTRY", ...
{ "exposure_vector": "benign_travel_pattern", "fraud_class": "Legitimate_High_Risk_Activity", "scenario_description": "Legitimate high-risk pattern (travel + large transactions) that resembles fraud but is benign." }
{ "anomaly_score": 0.57, "anomaly_type": "geo_travel_with_elevated_spend", "baseline_deviation": "false_positive_high_risk: burst count 2, geo diversity 7", "confidence_band": "very_high", "detection_logic": "SELECT account_id FROM telemetry WHERE new_country_last_24h = TRUE AND txn_sum_last_24h > 5000 AND pr...
{ "customer_funds_at_risk_usd": 2188.5, "financial_exposure_usd": 2613.48, "recoverable_pct": 0.949 }
{ "chaos_profile": "Market_Stress_Mode", "engine": "dark_pool_sim_v1", "ground_truth_classification": "benign", "synthetic": true }
1.0.0-dark-pool-sample
{ "id": "DARKPOOL-105915", "label": "fraudulent", "label_confidence": 0.639, "severity": "medium", "timestamp": "2026-01-05T02:35:00Z", "trace_id": "0ec879b7-531b-73d3-f7a9-cb1eedc4960f" }
{ "account_age_days": 827, "account_id": "ACCT-6ECD1AB40A59", "baseline_risk_score": 0.135, "kyc_tier": "tier_2", "session_entropy": 0.876 }
[ { "asset": "USDC", "burst_indicator": false, "event_name": "LARGE_LIMIT_ORDER_POSTED", "geo_country": "SG", "latency_ms": 1022, "timestamp": "2026-01-05T02:35:00Z", "transaction_amount_usd": 1857570.2 }, { "asset": "BTC", "burst_indicator": false, "event_name": "ORDER_BOO...
{ "exposure_vector": "session_hijack", "fraud_class": "Market_Manipulation_Spoofing", "scenario_description": "Large-quantity limit orders posted to move price, then cancelled after opposite-side execution." }
{ "anomaly_score": 0.706, "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": 2059288.69, "financial_exposure_usd": 2098094, "recoverable_pct": 0.452 }
{ "chaos_profile": "Holiday_Season_Spike", "engine": "dark_pool_sim_v1", "ground_truth_classification": "fraudulent", "synthetic": true }